alex207 Steem Profile | Ecosynthesizer

@alex207

steemit.com/@alex207

VOTING POWER95.94%

DOWNVOTE POWER0.00%

RESOURCE CREDITS100.00%

REPUTATION PROGRESS7.36%

Net Worth

0.000USD

STEEM

0.000STEEM

SBD

0.000SBD

Own SP

0.000SP

Detailed Balance

STEEM
balance	0.000STEEM	STEEM
market_balance	0.000STEEM	STEEM
savings_balance	0.000STEEM	STEEM
reward_steem_balance	0.000STEEM	STEEM
STEEM POWER
Own SP	0.000SP	SP
Delegated Out	0.000SP	SP
Delegation In	0.000SP	SP
Effective Power	0.000SP	SP
Reward SP (pending)	0.000SP	SP
SBD
sbd_balance	0.000SBD	SBD
sbd_conversions	0.000SBD	SBD
sbd_market_balance	0.000SBD	SBD
savings_sbd_balance	0.000SBD	SBD
reward_sbd_balance	0.000SBD	SBD

{
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "reward_steem_balance": "0.000 STEEM",
  "vesting_shares": "0.000000 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "0.000000 VESTS",
  "sbd_balance": "0.000 SBD",
  "savings_sbd_balance": "0.000 SBD",
  "reward_sbd_balance": "0.000 SBD",
  "conversions": []
}

Account Info

name	alex207
id	510191
rank	1,919,772
reputation	-3526797761
created	2017-12-19T14:17:24
recovery_account	steem
proxy	None
post_count	2
comment_count	0
lifetime_vote_count	0
witnesses_voted_for	0
last_post	2018-08-08T09:02:48
last_root_post	2018-08-08T09:02:48
last_vote_time	2018-04-28T03:03:18
proxied_vsf_votes	0, 0, 0, 0
can_vote	1
voting_power	9,594
delayed_votes	0
balance	0.000 STEEM
savings_balance	0.000 STEEM
sbd_balance	0.000 SBD
savings_sbd_balance	0.000 SBD
vesting_shares	0.000000 VESTS
delegated_vesting_shares	0.000000 VESTS
received_vesting_shares	0.000000 VESTS
reward_vesting_balance	0.000000 VESTS
vesting_balance	0.000 STEEM
vesting_withdraw_rate	0.000000 VESTS
next_vesting_withdrawal	1969-12-31T23:59:59
withdrawn	67424151
to_withdraw	67424151
withdraw_routes	1
savings_withdraw_requests	0
last_account_recovery	1970-01-01T00:00:00
reset_account	null
last_owner_update	1970-01-01T00:00:00
last_account_update	1970-01-01T00:00:00
mined	No
sbd_seconds	23,412,501
sbd_last_interest_payment	2018-08-08T11:09:24
savings_sbd_last_interest_payment	1970-01-01T00:00:00

{
  "id": 510191,
  "name": "alex207",
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM5hpM6QF7YsXQ3pcHJobsTALCke79epWa36WsppkkHSMCvEXZVg",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM82ozRbntD8Je7EQNjjLrCSsREUK571qn9JwKNZ7wvF8Fy64LAi",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6mSK16GtaAAnWCSRQvrznLWzWq8HhRudXMYojNJoQzHZdSmt6a",
        1
      ]
    ]
  },
  "memo_key": "STM85bcuaygAJ58TubrjLxERrkkARY7Ui1qVDhX1DnUVdxPbzEHXo",
  "json_metadata": "",
  "posting_json_metadata": "",
  "proxy": "",
  "last_owner_update": "1970-01-01T00:00:00",
  "last_account_update": "1970-01-01T00:00:00",
  "created": "2017-12-19T14:17:24",
  "mined": false,
  "recovery_account": "steem",
  "last_account_recovery": "1970-01-01T00:00:00",
  "reset_account": "null",
  "comment_count": 0,
  "lifetime_vote_count": 0,
  "post_count": 2,
  "can_vote": true,
  "voting_manabar": {
    "current_mana": 9594,
    "last_update_time": 1524884598
  },
  "downvote_manabar": {
    "current_mana": 0,
    "last_update_time": 1513693044
  },
  "voting_power": 9594,
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "sbd_balance": "0.000 SBD",
  "sbd_seconds": "23412501",
  "sbd_seconds_last_update": "2018-08-09T01:19:57",
  "sbd_last_interest_payment": "2018-08-08T11:09:24",
  "savings_sbd_balance": "0.000 SBD",
  "savings_sbd_seconds": "0",
  "savings_sbd_seconds_last_update": "1970-01-01T00:00:00",
  "savings_sbd_last_interest_payment": "1970-01-01T00:00:00",
  "savings_withdraw_requests": 0,
  "reward_sbd_balance": "0.000 SBD",
  "reward_steem_balance": "0.000 STEEM",
  "reward_vesting_balance": "0.000000 VESTS",
  "reward_vesting_steem": "0.000 STEEM",
  "vesting_shares": "0.000000 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "0.000000 VESTS",
  "vesting_withdraw_rate": "0.000000 VESTS",
  "next_vesting_withdrawal": "1969-12-31T23:59:59",
  "withdrawn": 67424151,
  "to_withdraw": 67424151,
  "withdraw_routes": 1,
  "curation_rewards": 33,
  "posting_rewards": 0,
  "proxied_vsf_votes": [
    0,
    0,
    0,
    0
  ],
  "witnesses_voted_for": 0,
  "last_post": "2018-08-08T09:02:48",
  "last_root_post": "2018-08-08T09:02:48",
  "last_vote_time": "2018-04-28T03:03:18",
  "post_bandwidth": 0,
  "pending_claimed_accounts": 0,
  "vesting_balance": "0.000 STEEM",
  "reputation": -3526797761,
  "transfer_history": [],
  "market_history": [],
  "post_history": [],
  "vote_history": [],
  "other_history": [],
  "witness_votes": [],
  "tags_usage": [],
  "guest_bloggers": [],
  "rank": 1919772
}

Withdraw Routes

Incoming

Outgoing

Empty

luckdiver

100.000%STEEM

{
  "incoming": [],
  "outgoing": [
    {
      "id": 38750,
      "from_account": "alex207",
      "to_account": "luckdiver",
      "percent": 10000,
      "auto_vest": false
    }
  ]
}

From Date

To Date

steemitboardreplied to @alex207 / steemitboard-notify-alex207-20191219t155509000z

2019/12/19 15:55:09 UTC

39,177,669|a96fd3d

parent author	alex207
parent permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
author	steemitboard
permlink	steemitboard-notify-alex207-20191219t155509000z
title
body	Congratulations @alex207! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@alex207/birthday2.png</td><td>Happy Birthday! - You are on the Steem blockchain for 2 years!</td></tr></table> <sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@alex207) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=alex207)_</sub> ###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!
json metadata	{"image":["https://steemitboard.com/img/notify.png"]}
Transaction Info	Block #39177669/Trx a96fd3d142cf0240a7ccbba73c51b08d3e7be3cd

View Raw JSON Data

{
  "trx_id": "a96fd3d142cf0240a7ccbba73c51b08d3e7be3cd",
  "block": 39177669,
  "trx_in_block": 24,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2019-12-19T15:55:09",
  "op": [
    "comment",
    {
      "parent_author": "alex207",
      "parent_permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "author": "steemitboard",
      "permlink": "steemitboard-notify-alex207-20191219t155509000z",
      "title": "",
      "body": "Congratulations @alex207! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@alex207/birthday2.png</td><td>Happy Birthday! - You are on the Steem blockchain for 2 years!</td></tr></table>\n\n<sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@alex207) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=alex207)_</sub>\n\n\n###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!",
      "json_metadata": "{\"image\":[\"https://steemitboard.com/img/notify.png\"]}"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2019/01/07 17:12:03 UTC

29,252,388|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29252388/Virtual Operation #38

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29252388,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 38,
  "timestamp": "2019-01-07T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.000 STEEM to @luckdiver from power down installment (0.000 SP)

2019/01/07 17:12:03 UTC

29,252,388|virtual

from account	alex207
to account	luckdiver
withdrawn	0.000002 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29252388/Virtual Operation #37

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29252388,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 37,
  "timestamp": "2019-01-07T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "0.000002 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/12/31 17:12:03 UTC

29,051,039|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29051039/Virtual Operation #6

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29051039,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 6,
  "timestamp": "2018-12-31T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/12/31 17:12:03 UTC

29,051,039|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #29051039/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29051039,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-12-31T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/12/24 17:12:03 UTC

28,849,532|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28849532/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28849532,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-12-24T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/12/24 17:12:03 UTC

28,849,532|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28849532/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28849532,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-12-24T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

steemitboardreplied to @alex207 / steemitboard-notify-alex207-20181219t150359000z

2018/12/19 15:04:00 UTC

28,703,044|28a79d6

parent author	alex207
parent permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
author	steemitboard
permlink	steemitboard-notify-alex207-20181219t150359000z
title
body	Congratulations @alex207! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@alex207/birthday1.png</td><td>1 Year on Steemit</td></tr></table> <sub>_[Click here to view your Board of Honor](https://steemitboard.com/@alex207)_</sub> > Support [SteemitBoard's project](https://steemit.com/@steemitboard)! [Vote for its witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) and get one more award!
json metadata	{"image":["https://steemitboard.com/img/notify.png"]}
Transaction Info	Block #28703044/Trx 28a79d6e9342adda2205f66f57b59355704d21e1

View Raw JSON Data

{
  "trx_id": "28a79d6e9342adda2205f66f57b59355704d21e1",
  "block": 28703044,
  "trx_in_block": 6,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-12-19T15:04:00",
  "op": [
    "comment",
    {
      "parent_author": "alex207",
      "parent_permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "author": "steemitboard",
      "permlink": "steemitboard-notify-alex207-20181219t150359000z",
      "title": "",
      "body": "Congratulations @alex207! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@alex207/birthday1.png</td><td>1 Year on Steemit</td></tr></table>\n\n<sub>_[Click here to view your Board of Honor](https://steemitboard.com/@alex207)_</sub>\n\n\n> Support [SteemitBoard's project](https://steemit.com/@steemitboard)! **[Vote for its witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1)** and **get one more award**!",
      "json_metadata": "{\"image\":[\"https://steemitboard.com/img/notify.png\"]}"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/12/17 17:12:03 UTC

28,648,066|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28648066/Virtual Operation #10

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28648066,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 10,
  "timestamp": "2018-12-17T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/12/17 17:12:03 UTC

28,648,066|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28648066/Virtual Operation #9

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28648066,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 9,
  "timestamp": "2018-12-17T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/12/10 17:12:03 UTC

28,446,599|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28446599/Virtual Operation #8

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28446599,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 8,
  "timestamp": "2018-12-10T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/12/10 17:12:03 UTC

28,446,599|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28446599/Virtual Operation #7

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28446599,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 7,
  "timestamp": "2018-12-10T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/12/03 17:12:03 UTC

28,245,106|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28245106/Virtual Operation #8

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28245106,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 8,
  "timestamp": "2018-12-03T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/12/03 17:12:03 UTC

28,245,106|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28245106/Virtual Operation #7

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28245106,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 7,
  "timestamp": "2018-12-03T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/11/26 17:12:03 UTC

28,043,581|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28043581/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28043581,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-11-26T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/11/26 17:12:03 UTC

28,043,581|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28043581/Virtual Operation #3

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28043581,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 3,
  "timestamp": "2018-11-26T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/11/19 17:12:03 UTC

27,842,083|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27842083/Virtual Operation #8

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27842083,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 8,
  "timestamp": "2018-11-19T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/11/19 17:12:03 UTC

27,842,083|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27842083/Virtual Operation #7

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27842083,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 7,
  "timestamp": "2018-11-19T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/11/12 17:12:03 UTC

27,640,620|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27640620/Virtual Operation #36

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27640620,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 36,
  "timestamp": "2018-11-12T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/11/12 17:12:03 UTC

27,640,620|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27640620/Virtual Operation #35

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27640620,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 35,
  "timestamp": "2018-11-12T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/11/05 17:12:03 UTC

27,439,149|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27439149/Virtual Operation #33

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27439149,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 33,
  "timestamp": "2018-11-05T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/11/05 17:12:03 UTC

27,439,149|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27439149/Virtual Operation #32

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27439149,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 32,
  "timestamp": "2018-11-05T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/10/29 17:12:03 UTC

27,237,723|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27237723/Virtual Operation #3

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27237723,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 3,
  "timestamp": "2018-10-29T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/10/29 17:12:03 UTC

27,237,723|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27237723/Virtual Operation #2

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27237723,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 2,
  "timestamp": "2018-10-29T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/10/22 17:12:03 UTC

27,036,264|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27036264/Virtual Operation #56

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27036264,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 56,
  "timestamp": "2018-10-22T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/10/22 17:12:03 UTC

27,036,264|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27036264/Virtual Operation #55

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27036264,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 55,
  "timestamp": "2018-10-22T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/10/15 17:12:03 UTC

26,834,826|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #26834826/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26834826,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-10-15T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/10/15 17:12:03 UTC

26,834,826|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #26834826/Virtual Operation #3

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26834826,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 3,
  "timestamp": "2018-10-15T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/10/08 17:12:03 UTC

26,633,364|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #26633364/Virtual Operation #6

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26633364,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 6,
  "timestamp": "2018-10-08T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.002 STEEM to @luckdiver from power down installment (0.003 SP)

2018/10/08 17:12:03 UTC

26,633,364|virtual

from account	alex207
to account	luckdiver
withdrawn	5.186473 VESTS
deposited	0.002 STEEM
Transaction Info	Block #26633364/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26633364,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-10-08T17:12:03",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "5.186473 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

alex207started power down of 0.041 SP

2018/10/01 17:12:03 UTC

26,431,884|b2af4ac

account	alex207
vesting shares	67.424151 VESTS
Transaction Info	Block #26431884/Trx b2af4aceff5599312a6c4f0bdcbb2a85fe0b17d6

View Raw JSON Data

{
  "trx_id": "b2af4aceff5599312a6c4f0bdcbb2a85fe0b17d6",
  "block": 26431884,
  "trx_in_block": 17,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-10-01T17:12:03",
  "op": [
    "withdraw_vesting",
    {
      "account": "alex207",
      "vesting_shares": "67.424151 VESTS"
    }
  ]
}

alex207set power down withdrawal route to @luckdiver (100.00%)

2018/10/01 17:12:03 UTC

26,431,884|5aadbfe

from account	alex207
to account	luckdiver
percent	10000
auto vest	false
Transaction Info	Block #26431884/Trx 5aadbfe12bef8bf8db53b345a3ae2738b9155779

View Raw JSON Data

{
  "trx_id": "5aadbfe12bef8bf8db53b345a3ae2738b9155779",
  "block": 26431884,
  "trx_in_block": 11,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-10-01T17:12:03",
  "op": [
    "set_withdraw_vesting_route",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "percent": 10000,
      "auto_vest": false
    }
  ]
}

spaminatorflagged (-0.39%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/15 04:01:54 UTC

25,078,950|b133413

voter	spaminator
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	-39 (-0.39%)
Transaction Info	Block #25078950/Trx b13341301085daea9d9845ea34861c41b72032cc

View Raw JSON Data

{
  "trx_id": "b13341301085daea9d9845ea34861c41b72032cc",
  "block": 25078950,
  "trx_in_block": 13,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-15T04:01:54",
  "op": [
    "vote",
    {
      "voter": "spaminator",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": -39
    }
  ]
}

prowlerflagged (-1.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/15 04:01:51 UTC

25,078,949|a594674

voter	prowler
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	-100 (-1.00%)
Transaction Info	Block #25078949/Trx a5946746cc624e717da0e901b2db0bccb9f3d2c7

View Raw JSON Data

{
  "trx_id": "a5946746cc624e717da0e901b2db0bccb9f3d2c7",
  "block": 25078949,
  "trx_in_block": 19,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-15T04:01:51",
  "op": [
    "vote",
    {
      "voter": "prowler",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": -100
    }
  ]
}

alex207sent 0.117 SBD to @avdvla1984- "round"

2018/08/09 01:19:57 UTC

24,902,966|43c7402

from	alex207
to	avdvla1984
amount	0.117 SBD
memo	round
Transaction Info	Block #24902966/Trx 43c7402fc6bed32e04f07322094302e9cf6bbac6

View Raw JSON Data

{
  "trx_id": "43c7402fc6bed32e04f07322094302e9cf6bbac6",
  "block": 24902966,
  "trx_in_block": 33,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T01:19:57",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "avdvla1984",
      "amount": "0.117 SBD",
      "memo": "round"
    }
  ]
}

minnowhelperteamupvoted (100.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/09 00:52:36 UTC

24,902,419|69c9844

voter	minnowhelperteam
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24902419/Trx 69c984494a41eb99127f9eb5e960a5645375f52d

View Raw JSON Data

{
  "trx_id": "69c984494a41eb99127f9eb5e960a5645375f52d",
  "block": 24902419,
  "trx_in_block": 4,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:52:36",
  "op": [
    "vote",
    {
      "voter": "minnowhelperteam",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

adamdonmezupvoted (100.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/09 00:52:24 UTC

24,902,415|0dbc6b2

voter	adamdonmez
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24902415/Trx 0dbc6b2a6c7496e209a789df04b9894149a93150

View Raw JSON Data

{
  "trx_id": "0dbc6b2a6c7496e209a789df04b9894149a93150",
  "block": 24902415,
  "trx_in_block": 8,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:52:24",
  "op": [
    "vote",
    {
      "voter": "adamdonmez",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

viral-videoupvoted (63.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/09 00:52:24 UTC

24,902,415|13eacb5

voter	viral-video
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	6300 (63.00%)
Transaction Info	Block #24902415/Trx 13eacb550082412ce3e5388bf2361c27566577be

View Raw JSON Data

{
  "trx_id": "13eacb550082412ce3e5388bf2361c27566577be",
  "block": 24902415,
  "trx_in_block": 7,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:52:24",
  "op": [
    "vote",
    {
      "voter": "viral-video",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 6300
    }
  ]
}

ilyastararupvoted (100.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/09 00:52:24 UTC

24,902,415|e18f82b

voter	ilyastarar
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24902415/Trx e18f82bccc208bc94bf5a2f3ef403184a7093c63

View Raw JSON Data

{
  "trx_id": "e18f82bccc208bc94bf5a2f3ef403184a7093c63",
  "block": 24902415,
  "trx_in_block": 6,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:52:24",
  "op": [
    "vote",
    {
      "voter": "ilyastarar",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

minnowboostersent 0.001 SBD to @alex207- "You got an upgoat that will be done by freetissues,ilyastarar,minnowhelperteam,adamdonmez,donkiestyle,viral-video. We refund an open value of 0.001 SBD! Request-Id: 1453593"

2018/08/09 00:52:24 UTC

24,902,415|53ce08c

from	minnowbooster
to	alex207
amount	0.001 SBD
memo	You got an upgoat that will be done by freetissues,ilyastarar,minnowhelperteam,adamdonmez,donkiestyle,viral-video. We refund an open value of 0.001 SBD! Request-Id: 1453593
Transaction Info	Block #24902415/Trx 53ce08c8a7eed14a1094733fb5ca462135762696

View Raw JSON Data

{
  "trx_id": "53ce08c8a7eed14a1094733fb5ca462135762696",
  "block": 24902415,
  "trx_in_block": 5,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:52:24",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "alex207",
      "amount": "0.001 SBD",
      "memo": "You got an upgoat that will be done by freetissues,ilyastarar,minnowhelperteam,adamdonmez,donkiestyle,viral-video. We refund an open value of 0.001 SBD! Request-Id: 1453593"
    }
  ]
}

donkiestyleupvoted (100.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/09 00:52:24 UTC

24,902,415|968f2d2

voter	donkiestyle
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24902415/Trx 968f2d22b56c109d330c03910e8c122c711d16ee

View Raw JSON Data

{
  "trx_id": "968f2d22b56c109d330c03910e8c122c711d16ee",
  "block": 24902415,
  "trx_in_block": 4,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:52:24",
  "op": [
    "vote",
    {
      "voter": "donkiestyle",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

freetissuesupvoted (100.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/09 00:52:24 UTC

24,902,415|42e264c

voter	freetissues
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24902415/Trx 42e264c5fb20ff9bc0e9fa3d7a73ad15ef4942e0

View Raw JSON Data

{
  "trx_id": "42e264c5fb20ff9bc0e9fa3d7a73ad15ef4942e0",
  "block": 24902415,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:52:24",
  "op": [
    "vote",
    {
      "voter": "freetissues",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

alex207sent 0.200 SBD to @minnowbooster- "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"

2018/08/09 00:51:21 UTC

24,902,395|038771b

from	alex207
to	minnowbooster
amount	0.200 SBD
memo	https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24902395/Trx 038771bc78fdc3a49eacdedceebe73fba8eea394

View Raw JSON Data

{
  "trx_id": "038771bc78fdc3a49eacdedceebe73fba8eea394",
  "block": 24902395,
  "trx_in_block": 15,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:51:21",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "minnowbooster",
      "amount": "0.200 SBD",
      "memo": "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

minnowboostersent 0.200 SBD to @alex207- "Sorry, we could not upvote you with 0.200 SBD ⇒ $0.291. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1453541!."

2018/08/09 00:44:24 UTC

24,902,257|896631a

from	minnowbooster
to	alex207
amount	0.200 SBD
memo	Sorry, we could not upvote you with 0.200 SBD ⇒ $0.291. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1453541!.
Transaction Info	Block #24902257/Trx 896631a5bd43b88575bca36c0e60c7e4ca833711

View Raw JSON Data

{
  "trx_id": "896631a5bd43b88575bca36c0e60c7e4ca833711",
  "block": 24902257,
  "trx_in_block": 4,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:44:24",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "alex207",
      "amount": "0.200 SBD",
      "memo": "Sorry, we could not upvote you with 0.200 SBD ⇒ $0.291. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1453541!."
    }
  ]
}

alex207sent 0.200 SBD to @minnowbooster- "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"

2018/08/09 00:43:24 UTC

24,902,237|f7c0ff3

from	alex207
to	minnowbooster
amount	0.200 SBD
memo	https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24902237/Trx f7c0ff34534e599246b4c11ad73d30c2889c001d

View Raw JSON Data

{
  "trx_id": "f7c0ff34534e599246b4c11ad73d30c2889c001d",
  "block": 24902237,
  "trx_in_block": 7,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T00:43:24",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "minnowbooster",
      "amount": "0.200 SBD",
      "memo": "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

minnowboostersent 0.100 SBD to @alex207- "Sorry, we could not upvote you with 0.100 SBD ⇒ $0.145. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1452534!."

2018/08/08 20:52:24 UTC

24,897,622|33b992e

from	minnowbooster
to	alex207
amount	0.100 SBD
memo	Sorry, we could not upvote you with 0.100 SBD ⇒ $0.145. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1452534!.
Transaction Info	Block #24897622/Trx 33b992ea0a4be78fac31be8a522e4452b114150f

View Raw JSON Data

{
  "trx_id": "33b992ea0a4be78fac31be8a522e4452b114150f",
  "block": 24897622,
  "trx_in_block": 27,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T20:52:24",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "alex207",
      "amount": "0.100 SBD",
      "memo": "Sorry, we could not upvote you with 0.100 SBD ⇒ $0.145. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1452534!."
    }
  ]
}

alex207sent 0.100 SBD to @minnowbooster- "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"

2018/08/08 20:51:45 UTC

24,897,609|7215258

from	alex207
to	minnowbooster
amount	0.100 SBD
memo	https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24897609/Trx 72152589829b701a5e50af2ac18553f5e792a8df

View Raw JSON Data

{
  "trx_id": "72152589829b701a5e50af2ac18553f5e792a8df",
  "block": 24897609,
  "trx_in_block": 6,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T20:51:45",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "minnowbooster",
      "amount": "0.100 SBD",
      "memo": "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

somonsent 0.001 SBD to @alex207- "Hi @alex207 ►►► Make your posts more popular and find new followers ►►► Resteem to my +3500 followers ►►► Send 0.2 SBD or 0.2 STEEM to @somon , URL in the memo ► If you send other amounts your p..."

2018/08/08 18:48:24 UTC

24,895,144|901ffc6

from	somon
to	alex207
amount	0.001 SBD
memo	Hi @alex207 ►►► Make your posts more popular and find new followers ►►► Resteem to my +3500 followers ►►► Send 0.2 SBD or 0.2 STEEM to @somon , URL in the memo ► If you send other amounts your post would be upvoted.
Transaction Info	Block #24895144/Trx 901ffc6fbf1d6ae292db56da71cc2de7d4cacff8

View Raw JSON Data

{
  "trx_id": "901ffc6fbf1d6ae292db56da71cc2de7d4cacff8",
  "block": 24895144,
  "trx_in_block": 25,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T18:48:24",
  "op": [
    "transfer",
    {
      "from": "somon",
      "to": "alex207",
      "amount": "0.001 SBD",
      "memo": "Hi @alex207   ►►► Make your posts more popular and find new followers   ►►► Resteem to my +3500 followers   ►►► Send 0.2 SBD or 0.2 STEEM to @somon , URL in the memo ► If you send other amounts your post would be upvoted."
    }
  ]
}

blockopsupvoted (14.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/08 18:46:18 UTC

24,895,102|f901feb

voter	blockops
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	1400 (14.00%)
Transaction Info	Block #24895102/Trx f901feb182777723eedbfa33ea4307dd7039d877

View Raw JSON Data

{
  "trx_id": "f901feb182777723eedbfa33ea4307dd7039d877",
  "block": 24895102,
  "trx_in_block": 11,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T18:46:18",
  "op": [
    "vote",
    {
      "voter": "blockops",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 1400
    }
  ]
}

minnowboostersent 0.005 SBD to @alex207- "You got an upgoat that will be done by blockops. We refund an open value of 0.005 SBD! Request-Id: 1452061"

2018/08/08 18:46:18 UTC

24,895,102|ab758b0

from	minnowbooster
to	alex207
amount	0.005 SBD
memo	You got an upgoat that will be done by blockops. We refund an open value of 0.005 SBD! Request-Id: 1452061
Transaction Info	Block #24895102/Trx ab758b06a5b2a82f27ab9c6ac2e735d5d524eb44

View Raw JSON Data

{
  "trx_id": "ab758b06a5b2a82f27ab9c6ac2e735d5d524eb44",
  "block": 24895102,
  "trx_in_block": 6,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T18:46:18",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "alex207",
      "amount": "0.005 SBD",
      "memo": "You got an upgoat that will be done by blockops. We refund an open value of 0.005 SBD! Request-Id: 1452061"
    }
  ]
}

alex207sent 0.200 SBD to @minnowbooster- "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"

2018/08/08 18:45:48 UTC

24,895,092|10cdaaf

from	alex207
to	minnowbooster
amount	0.200 SBD
memo	https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24895092/Trx 10cdaaf0c9625e4bfd4153e7cc6dd91066dc0765

View Raw JSON Data

{
  "trx_id": "10cdaaf0c9625e4bfd4153e7cc6dd91066dc0765",
  "block": 24895092,
  "trx_in_block": 32,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T18:45:48",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "minnowbooster",
      "amount": "0.200 SBD",
      "memo": "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

mahoorsent 0.001 SBD to @alex207- "✔✔✔ Try once my RESTEEM Service │ Promote your post and make it visible for +7600 of steemians│ Send 0.5 SBD or 0.5 STEEM to @mahoor post URL as memo , Get resteemed by @mahoor to +7600 followers. Or ..."

2018/08/08 18:44:39 UTC

24,895,069|40a4442

from	mahoor
to	alex207
amount	0.001 SBD
memo	✔✔✔ Try once my RESTEEM Service │ Promote your post and make it visible for +7600 of steemians│ Send 0.5 SBD or 0.5 STEEM to @mahoor post URL as memo , Get resteemed by @mahoor to +7600 followers. Or send other amounts if you want me to upvote it.
Transaction Info	Block #24895069/Trx 40a4442c43b8c694c01d87472c7f283791385572

View Raw JSON Data

{
  "trx_id": "40a4442c43b8c694c01d87472c7f283791385572",
  "block": 24895069,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T18:44:39",
  "op": [
    "transfer",
    {
      "from": "mahoor",
      "to": "alex207",
      "amount": "0.001 SBD",
      "memo": "✔✔✔ Try once my RESTEEM Service │ Promote your post and make it visible for +7600 of steemians│ Send 0.5 SBD or 0.5 STEEM to @mahoor post URL as memo , Get resteemed by @mahoor to +7600 followers. Or send other amounts if you want me to upvote it."
    }
  ]
}

senseyeupvoted (100.00%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/08 18:22:18 UTC

24,894,622|c829a5d

voter	senseye
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24894622/Trx c829a5d4594f1203cb6831e7a5317e0f5e26b623

View Raw JSON Data

{
  "trx_id": "c829a5d4594f1203cb6831e7a5317e0f5e26b623",
  "block": 24894622,
  "trx_in_block": 32,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T18:22:18",
  "op": [
    "vote",
    {
      "voter": "senseye",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

minnowboostersent 0.007 SBD to @alex207- "You got an upgoat that will be done by senseye. We refund an open value of 0.007 SBD! Request-Id: 1451980"

2018/08/08 18:22:18 UTC

24,894,622|ca32ab1

from	minnowbooster
to	alex207
amount	0.007 SBD
memo	You got an upgoat that will be done by senseye. We refund an open value of 0.007 SBD! Request-Id: 1451980
Transaction Info	Block #24894622/Trx ca32ab1bc6dee6098b12cd95e26416411074590e

View Raw JSON Data

{
  "trx_id": "ca32ab1bc6dee6098b12cd95e26416411074590e",
  "block": 24894622,
  "trx_in_block": 31,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T18:22:18",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "alex207",
      "amount": "0.007 SBD",
      "memo": "You got an upgoat that will be done by senseye. We refund an open value of 0.007 SBD! Request-Id: 1451980"
    }
  ]
}

alex207sent 0.100 SBD to @minnowbooster- "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"

2018/08/08 18:21:33 UTC

24,894,607|2200e3b

from	alex207
to	minnowbooster
amount	0.100 SBD
memo	https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24894607/Trx 2200e3baba89029d2f0ac3958eb2951a392d422a

View Raw JSON Data

{
  "trx_id": "2200e3baba89029d2f0ac3958eb2951a392d422a",
  "block": 24894607,
  "trx_in_block": 20,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T18:21:33",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "minnowbooster",
      "amount": "0.100 SBD",
      "memo": "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

2018/08/08 17:57:42 UTC

24,894,131|9d19261

from	mahoor
to	alex207
amount	0.001 SBD
memo	✔✔✔ Try once my RESTEEM Service │ Promote your post and make it visible for +7600 of steemians│ Send 0.5 SBD or 0.5 STEEM to @mahoor post URL as memo , Get resteemed by @mahoor to +7600 followers. Or send other amounts if you want me to upvote it.
Transaction Info	Block #24894131/Trx 9d192611c1a51d1a49672084774d9b56694de7b9

View Raw JSON Data

{
  "trx_id": "9d192611c1a51d1a49672084774d9b56694de7b9",
  "block": 24894131,
  "trx_in_block": 79,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T17:57:42",
  "op": [
    "transfer",
    {
      "from": "mahoor",
      "to": "alex207",
      "amount": "0.001 SBD",
      "memo": "✔✔✔ Try once my RESTEEM Service │ Promote your post and make it visible for +7600 of steemians│ Send 0.5 SBD or 0.5 STEEM to @mahoor post URL as memo , Get resteemed by @mahoor to +7600 followers. Or send other amounts if you want me to upvote it."
    }
  ]
}

2018/08/08 17:23:27 UTC

24,893,447|f1b5678

from	minnowbooster
to	alex207
amount	0.200 SBD
memo	Sorry, we could not upvote you with 0.200 SBD ⇒ $0.291. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1451706!.
Transaction Info	Block #24893447/Trx f1b5678c17abb3705fce6678a3db7a1f46c12e6f

View Raw JSON Data

{
  "trx_id": "f1b5678c17abb3705fce6678a3db7a1f46c12e6f",
  "block": 24893447,
  "trx_in_block": 9,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T17:23:27",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "alex207",
      "amount": "0.200 SBD",
      "memo": "Sorry, we could not upvote you with 0.200 SBD ⇒ $0.291. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1451706!."
    }
  ]
}

alex207sent 0.200 SBD to @minnowbooster- "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"

2018/08/08 17:22:45 UTC

24,893,433|1f6bce4

from	alex207
to	minnowbooster
amount	0.200 SBD
memo	https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24893433/Trx 1f6bce4c92eef992cff7ce76e7d0c39c2dd4b054

View Raw JSON Data

{
  "trx_id": "1f6bce4c92eef992cff7ce76e7d0c39c2dd4b054",
  "block": 24893433,
  "trx_in_block": 13,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T17:22:45",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "minnowbooster",
      "amount": "0.200 SBD",
      "memo": "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

minnowboostersent 0.300 SBD to @alex207- "Sorry, we could not upvote you with 0.300 SBD ⇒ $0.436. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1449803!."

2018/08/08 13:35:27 UTC

24,888,894|d6dfbea

from	minnowbooster
to	alex207
amount	0.300 SBD
memo	Sorry, we could not upvote you with 0.300 SBD ⇒ $0.436. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1449803!.
Transaction Info	Block #24888894/Trx d6dfbea1dcf8ce9e0456958632afb3d7690e1195

View Raw JSON Data

{
  "trx_id": "d6dfbea1dcf8ce9e0456958632afb3d7690e1195",
  "block": 24888894,
  "trx_in_block": 1,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T13:35:27",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "alex207",
      "amount": "0.300 SBD",
      "memo": "Sorry, we could not upvote you with 0.300 SBD ⇒ $0.436. Our website https://www.minnowbooster.net shows a range of available send values, refunding request with id: 1449803!."
    }
  ]
}

ghasemkianiupvoted (2.03%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/08 13:34:30 UTC

24,888,875|744b53f

voter	ghasemkiani
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	203 (2.03%)
Transaction Info	Block #24888875/Trx 744b53f3629a9b11241c9e6791f3d965aa22a18b

View Raw JSON Data

{
  "trx_id": "744b53f3629a9b11241c9e6791f3d965aa22a18b",
  "block": 24888875,
  "trx_in_block": 35,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T13:34:30",
  "op": [
    "vote",
    {
      "voter": "ghasemkiani",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": 203
    }
  ]
}

alex207sent 0.300 SBD to @minnowbooster- "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"

2018/08/08 13:34:27 UTC

24,888,874|2620a70

from	alex207
to	minnowbooster
amount	0.300 SBD
memo	https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24888874/Trx 2620a705ae7b700aa74a815e436882a6138accb8

View Raw JSON Data

{
  "trx_id": "2620a705ae7b700aa74a815e436882a6138accb8",
  "block": 24888874,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T13:34:27",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "minnowbooster",
      "amount": "0.300 SBD",
      "memo": "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

hajisent 0.001 SBD to @alex207- "🌹Hello my dear friend 🌐 Resteem your post ✅9,500 Followers ✅+ReSteem in 5 Accounts ( 28,000 Followers ) 🔱+100 Upvote @haji 👥+New followers ✅+Loyality bonus FREE. ✅Send 1 SBD or 1 STEEM To haji UR..."

2018/08/08 11:10:03 UTC

24,885,992|4f7dfd6

from	haji
to	alex207
amount	0.001 SBD
memo	🌹Hello my dear friend 🌐 Resteem your post ✅9,500 Followers ✅+ReSteem in 5 Accounts ( 28,000 Followers ) 🔱+100 Upvote @haji 👥+New followers ✅+Loyality bonus FREE. ✅Send 1 SBD or 1 STEEM To haji URL as Memo Service ACTIVE
Transaction Info	Block #24885992/Trx 4f7dfd6e5ed908f7a8dd6ec163f4f2769692726e

View Raw JSON Data

{
  "trx_id": "4f7dfd6e5ed908f7a8dd6ec163f4f2769692726e",
  "block": 24885992,
  "trx_in_block": 21,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T11:10:03",
  "op": [
    "transfer",
    {
      "from": "haji",
      "to": "alex207",
      "amount": "0.001 SBD",
      "memo": "🌹Hello my dear friend 🌐 Resteem your post ✅9,500 Followers  ✅+ReSteem in 5 Accounts ( 28,000 Followers ) 🔱+100 Upvote @haji 👥+New followers ✅+Loyality bonus FREE. ✅Send 1 SBD or 1 STEEM To haji URL as Memo Service ACTIVE"
    }
  ]
}

minnowboostersent 0.100 SBD to @alex207- "Sorry, we could not upvote you with 0.100 SBD ⇒ $0.147. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1448971!."

2018/08/08 11:09:39 UTC

24,885,984|94b353d

from	minnowbooster
to	alex207
amount	0.100 SBD
memo	Sorry, we could not upvote you with 0.100 SBD ⇒ $0.147. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1448971!.
Transaction Info	Block #24885984/Trx 94b353de1c0f5ecc527cb9fd0d7595ddf8b827a2

View Raw JSON Data

{
  "trx_id": "94b353de1c0f5ecc527cb9fd0d7595ddf8b827a2",
  "block": 24885984,
  "trx_in_block": 39,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T11:09:39",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "alex207",
      "amount": "0.100 SBD",
      "memo": "Sorry, we could not upvote you with 0.100 SBD ⇒ $0.147. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1448971!."
    }
  ]
}

alex207sent 0.100 SBD to @minnowbooster- "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"

2018/08/08 11:09:24 UTC

24,885,979|c9e3df2

from	alex207
to	minnowbooster
amount	0.100 SBD
memo	https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24885979/Trx c9e3df2cdd974ef311618d262dbf05bf0b28b1c7

View Raw JSON Data

{
  "trx_id": "c9e3df2cdd974ef311618d262dbf05bf0b28b1c7",
  "block": 24885979,
  "trx_in_block": 1,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T11:09:24",
  "op": [
    "transfer",
    {
      "from": "alex207",
      "to": "minnowbooster",
      "amount": "0.100 SBD",
      "memo": "https://steemit.com/news/@alex207/gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

pmesent 0.600 SBD to @alex207- "withdraw"

2018/08/08 10:26:36 UTC

24,885,125|2f7c02c

from	pme
to	alex207
amount	0.600 SBD
memo	withdraw
Transaction Info	Block #24885125/Trx 2f7c02c63feaf7d2b77ef8e353338da7368e1c6d

View Raw JSON Data

{
  "trx_id": "2f7c02c63feaf7d2b77ef8e353338da7368e1c6d",
  "block": 24885125,
  "trx_in_block": 8,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T10:26:36",
  "op": [
    "transfer",
    {
      "from": "pme",
      "to": "alex207",
      "amount": "0.600 SBD",
      "memo": "withdraw"
    }
  ]
}

alex207updated options for gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/08 09:02:48 UTC

24,883,450|bc51fca

author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
max accepted payout	1000000.000 SBD
percent steem dollars	10000
allow votes	true
allow curation rewards	true
extensions	[]
Transaction Info	Block #24883450/Trx bc51fca358670bf43e00bde157193b8cedeca1a3

View Raw JSON Data

{
  "trx_id": "bc51fca358670bf43e00bde157193b8cedeca1a3",
  "block": 24883450,
  "trx_in_block": 11,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T09:02:48",
  "op": [
    "comment_options",
    {
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "max_accepted_payout": "1000000.000 SBD",
      "percent_steem_dollars": 10000,
      "allow_votes": true,
      "allow_curation_rewards": true,
      "extensions": []
    }
  ]
}

alex207published a new post: gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/08 09:02:48 UTC

24,883,450|bc51fca

parent author
parent permlink	news
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
title	gradual approach to an independent optical artificial neural network
body	<html> <p>https://cdn.steemitimages.com/DQmWmUhE7nFm6adNUqDnkG2ydPyuFTbSduhYorAbX5J7TU2/image.png<br></p> <p><strong>Optical training of neural networks could lead to more efficient artificial intelligence</strong></p> <p></p> <p><em> Researchers have shown a neural network can be trained using an optical circuit (blue rectangle in the illustration). In the full network there would be several of these linked together. The laser inputs (green) encode information that is carried through the chip by optical waveguides (black). The chip performs operations crucial to the artificial neural network using tunable beam splitters, which are represented by the curved sections in the waveguides. These sections couple two adjacent waveguides together and are tuned by adjusting the settings of optical phase shifters (red and blue glowing objects), which act like 'knobs' that can be adjusted during training to perform a given task. </em></p> <p> <strong>Researchers have shown that it is possible to train artificial neural networks directly on an optical chip. The significant breakthrough demonstrates that an optical circuit can perform a critical function of an electronics-based artificial neural network and could lead to less expensive, faster and more energy efficient ways to perform complex tasks such as speech or image recognition.</strong></p> <p>'Using an optical chip to perform neural network computations more efficiently than is possible with digital computers could allow more complex problems to be solved,' said research team leader Shanhui Fan of Stanford University. 'This would enhance the capability of artificial neural networks to perform tasks required for self-driving cars or to formulate an appropriate response to a spoken question, for example. It could also improve our lives in ways we can't imagine now.'</p> <p> An artificial neural network is a type of artificial intelligence that uses connected units to process information in a manner similar to the way the brain processes information. Using these networks to perform a complex task, for instance voice recognition, requires the critical step of training the algorithms to categorize inputs, such as different words. </p> <p>Although optical artificial neural networks were recently demonstrated experimentally, the training step was performed using a model on a traditional digital computer and the final settings were then imported into the optical circuit. In <em>Optica</em>, The Optical Society's journal for high impact research, Stanford University researchers report a method for training these networks directly in the device by implementing an optical analogue of the 'backpropagation' algorithm, which is the standard way to train conventional neural networks.</p> <p>'Using a physical device rather than a computer model for training makes the process more accurate,' said Tyler W. Hughes, first author of the paper. 'Also, because the training step is a very computationally expensive part of the implementation of the neural network, performing this step optically is key to improving the computational efficiency, speed and power consumption of artificial networks.' </p> <p><br></p> <p> <strong>A light-based network</strong></p> <p>Although neural network processing is typically performed using a traditional computer, there are significant efforts to design hardware optimized specifically for neural network computing. Optics-based devices are of great interest because they can perform computations in parallel while using less energy than electronic devices. </p> https://cdn.steemitimages.com/DQmU7Sky2hDXtwiqopW3B9BSBEBWJPWiN4QozMN8m3fUn4q/image.png<p> In the new work, the researchers overcame a significant challenge to implementing an all-optical neural network by designing an optical chip that replicates the way that conventional computers train neural networks.<br>  </p> <p> An artificial neural network can be thought of as a black box with a number of knobs. During the training step, these knobs are each turned a little and then the system is tested to see if the performance of the algorithms improved.<br>  'Our method not only helps predict which direction to turn the knobs but also how much you should turn each knob to get you closer to the desired performance,' said Hughes. 'Our approach speeds up training significantly, especially for large networks, because we get information about each knob in parallel.'<br>  </p> <p> <strong>On-chip training</strong></p> <p>The new training protocol operates on optical circuits with tunable beam splitters that are adjusted by changing the settings of optical phase shifters. Laser beams encoding information to be processed are fired into the optical circuit and carried by optical waveguides through the beam splitters, which are adjusted like knobs to train the neural network algorithms.</p> <p>In the new training protocol, the laser is first fed through the optical circuit. Upon exiting the device, the difference from the expected outcome is calculated. This information is then used to generate a new light signal, which is sent back through the optical network in the opposite direction. By measuring the optical intensity around each beam splitter during this process, the researchers showed how to detect, in parallel, how the neural network performance will change with respect to each beam splitter's setting. The phase shifter settings can be changed based on this information, and the process may be repeated until the neural network produces the desired outcome.</p>https://cdn.steemitimages.com/DQmUsLz1PRyyiZ4vhB8Z15gNBipfoUZR6X6xCDu2rjCQ4zn/image.png <p>The researchers tested their training technique with optical simulations by teaching an algorithm to perform complicated functions, such as picking out complex features within a set of points. They found that the optical implementation performed similarly to a conventional computer.</p> <p>'Our work demonstrates that you can use the laws of physics to implement computer science algorithms,' said Fan. 'By training these networks in the optical domain, it shows that optical neural network systems could be built to carry out certain functionalities using optics alone.</p> <p>'The researchers plan to further optimize the system and want to use it to implement a practical application of a neural network task. The general approach they designed could be used with various neural network architectures and for other applications such as reconfigurable optics. </p> </html>
json metadata	{"tags":["news"],"app":"steemit/0.1"}
Transaction Info	Block #24883450/Trx bc51fca358670bf43e00bde157193b8cedeca1a3

View Raw JSON Data

{
  "trx_id": "bc51fca358670bf43e00bde157193b8cedeca1a3",
  "block": 24883450,
  "trx_in_block": 11,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T09:02:48",
  "op": [
    "comment",
    {
      "parent_author": "",
      "parent_permlink": "news",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "title": "gradual approach to an independent optical artificial neural network",
      "body": "<html> <p>https://cdn.steemitimages.com/DQmWmUhE7nFm6adNUqDnkG2ydPyuFTbSduhYorAbX5J7TU2/image.png<br></p> <p><strong>Optical training of neural networks could lead to more efficient artificial intelligence</strong></p> <p></p> <p><em>&nbsp;Researchers have shown a neural network can be trained using an optical circuit (blue rectangle in the illustration). In the full network there would be several of these linked together. The laser inputs (green) encode information that is carried through the chip by optical waveguides (black). The chip performs operations crucial to the artificial neural network using tunable beam splitters, which are represented by the curved sections in the waveguides. These sections couple two adjacent waveguides together and are tuned by adjusting the settings of optical phase shifters (red and blue glowing objects), which act like 'knobs' that can be adjusted during training to perform a given task.&nbsp;</em></p> <p>&nbsp;<strong>Researchers have shown that it is possible to train artificial neural networks directly on an optical chip. The significant breakthrough demonstrates that an optical circuit can perform a critical function of an electronics-based artificial neural network and could lead to less expensive, faster and more energy efficient ways to perform complex tasks such as speech or image recognition.</strong></p> <p>'Using an optical chip to perform neural network computations more efficiently than is possible with digital computers could allow more complex problems to be solved,' said research team leader Shanhui Fan of Stanford University. 'This would enhance the capability of artificial neural networks to perform tasks required for self-driving cars or to formulate an appropriate response to a spoken question, for example. It could also improve our lives in ways we can't imagine now.'</p> <p>&nbsp;An artificial neural network is a type of artificial intelligence that uses connected units to process information in a manner similar to the way the brain processes information. Using these networks to perform a complex task, for instance voice recognition, requires the critical step of training the algorithms to categorize inputs, such as different words.&nbsp;</p> <p>Although optical artificial neural networks were recently demonstrated experimentally, the training step was performed using a model on a traditional digital computer and the final settings were then imported into the optical circuit. In <em>Optica</em>, The Optical Society's journal for high impact research, Stanford University researchers report a method for training these networks directly in the device by implementing an optical analogue of the 'backpropagation' algorithm, which is the standard way to train conventional neural networks.</p> <p>'Using a physical device rather than a computer model for training makes the process more accurate,' said Tyler W. Hughes, first author of the paper. 'Also, because the training step is a very computationally expensive part of the implementation of the neural network, performing this step optically is key to improving the computational efficiency, speed and power consumption of artificial networks.'&nbsp;</p> <p><br></p> <p>&nbsp;<strong>A light-based network</strong></p> <p>Although neural network processing is typically performed using a traditional computer, there are significant efforts to design hardware optimized specifically for neural network computing. Optics-based devices are of great interest because they can perform computations in parallel while using less energy than electronic devices.&nbsp;</p> https://cdn.steemitimages.com/DQmU7Sky2hDXtwiqopW3B9BSBEBWJPWiN4QozMN8m3fUn4q/image.png<p>&nbsp;In the new work, the researchers overcame a significant challenge to implementing an all-optical neural network by designing an optical chip that replicates the way that conventional computers train neural networks.<br> &nbsp;</p> <p>&nbsp;An artificial neural network can be thought of as a black box with a number of knobs. During the training step, these knobs are each turned a little and then the system is tested to see if the performance of the algorithms improved.<br> &nbsp;'Our method not only helps predict which direction to turn the knobs but also how much you should turn each knob to get you closer to the desired performance,' said Hughes. 'Our approach speeds up training significantly, especially for large networks, because we get information about each knob in parallel.'<br> &nbsp;</p> <p>&nbsp;<strong>On-chip training</strong></p> <p>The new training protocol operates on optical circuits with tunable beam splitters that are adjusted by changing the settings of optical phase shifters. Laser beams encoding information to be processed are fired into the optical circuit and carried by optical waveguides through the beam splitters, which are adjusted like knobs to train the neural network algorithms.</p> <p>In the new training protocol, the laser is first fed through the optical circuit. Upon exiting the device, the difference from the expected outcome is calculated. This information is then used to generate a new light signal, which is sent back through the optical network in the opposite direction. By measuring the optical intensity around each beam splitter during this process, the researchers showed how to detect, in parallel, how the neural network performance will change with respect to each beam splitter's setting. The phase shifter settings can be changed based on this information, and the process may be repeated until the neural network produces the desired outcome.</p>https://cdn.steemitimages.com/DQmUsLz1PRyyiZ4vhB8Z15gNBipfoUZR6X6xCDu2rjCQ4zn/image.png <p>The researchers tested their training technique with optical simulations by teaching an algorithm to perform complicated functions, such as picking out complex features within a set of points. They found that the optical implementation performed similarly to a conventional computer.</p> <p>'Our work demonstrates that you can use the laws of physics to implement computer science algorithms,' said Fan. 'By training these networks in the optical domain, it shows that optical neural network systems could be built to carry out certain functionalities using optics alone.</p> <p>'The researchers plan to further optimize the system and want to use it to implement a practical application of a neural network task. The general approach they designed could be used with various neural network architectures and for other applications such as reconfigurable optics.&nbsp;</p> </html>",
      "json_metadata": "{\"tags\":[\"news\"],\"app\":\"steemit/0.1\"}"
    }
  ]
}

alex207deleted a comment or post

2018/08/08 09:00:54 UTC

24,883,412|c8beb2d

author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
Transaction Info	Block #24883412/Trx c8beb2d50a64f0880272a0916e993652b859d8c2

View Raw JSON Data

{
  "trx_id": "c8beb2d50a64f0880272a0916e993652b859d8c2",
  "block": 24883412,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T09:00:54",
  "op": [
    "delete_comment",
    {
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network"
    }
  ]
}

mack-botflagged (-0.50%) @alex207 / gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/08 08:22:21 UTC

24,882,641|1219e86

voter	mack-bot
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
weight	-50 (-0.50%)
Transaction Info	Block #24882641/Trx 1219e86561e93af1ba43e6f064687bcf45586734

View Raw JSON Data

{
  "trx_id": "1219e86561e93af1ba43e6f064687bcf45586734",
  "block": 24882641,
  "trx_in_block": 7,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T08:22:21",
  "op": [
    "vote",
    {
      "voter": "mack-bot",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "weight": -50
    }
  ]
}

alex207updated options for gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/08 08:22:18 UTC

24,882,640|79c50c9

author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
max accepted payout	1000000.000 SBD
percent steem dollars	10000
allow votes	false
allow curation rewards	true
extensions	[]
Transaction Info	Block #24882640/Trx 79c50c95f16d1d76d01d1c9ba5f7d3eb83f3b58a

View Raw JSON Data

{
  "trx_id": "79c50c95f16d1d76d01d1c9ba5f7d3eb83f3b58a",
  "block": 24882640,
  "trx_in_block": 36,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T08:22:18",
  "op": [
    "comment_options",
    {
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "max_accepted_payout": "1000000.000 SBD",
      "percent_steem_dollars": 10000,
      "allow_votes": false,
      "allow_curation_rewards": true,
      "extensions": []
    }
  ]
}

alex207published a new post: gradual-approach-to-an-independent-optical-artificial-neural-network

2018/08/08 08:22:18 UTC

24,882,640|79c50c9

parent author
parent permlink	news
author	alex207
permlink	gradual-approach-to-an-independent-optical-artificial-neural-network
title	gradual approach to an independent optical artificial neural network
body	text_body
json metadata	{"tags":["news"],"app":"steemit/0.1"}
Transaction Info	Block #24882640/Trx 79c50c95f16d1d76d01d1c9ba5f7d3eb83f3b58a

View Raw JSON Data

{
  "trx_id": "79c50c95f16d1d76d01d1c9ba5f7d3eb83f3b58a",
  "block": 24882640,
  "trx_in_block": 36,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T08:22:18",
  "op": [
    "comment",
    {
      "parent_author": "",
      "parent_permlink": "news",
      "author": "alex207",
      "permlink": "gradual-approach-to-an-independent-optical-artificial-neural-network",
      "title": "gradual approach to an independent optical artificial neural network",
      "body": "text_body",
      "json_metadata": "{\"tags\":[\"news\"],\"app\":\"steemit/0.1\"}"
    }
  ]
}

smitopblockchain operation: transfer from savings

2018/08/01 23:12:54 UTC

24,698,908|b1237fb

from	smitop
request id	16576
to	alex207
amount	0.001 SBD
memo	Hi, it looks like you're not voting for any witnesses. Witnesses help secure the Steem network. You should vote for some, at https://steemit.com/~witnesses, or by pressing 'Vote for witnesses' in the Steemit sidebar (top right corner). I'm a bot.
Transaction Info	Block #24698908/Trx b1237fbef100402189cf6a171a1b9cd54034f989

View Raw JSON Data

{
  "trx_id": "b1237fbef100402189cf6a171a1b9cd54034f989",
  "block": 24698908,
  "trx_in_block": 1,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-01T23:12:54",
  "op": [
    "transfer_from_savings",
    {
      "from": "smitop",
      "request_id": 16576,
      "to": "alex207",
      "amount": "0.001 SBD",
      "memo": "Hi, it looks like you're not voting for any witnesses. Witnesses help secure the Steem network. You should vote for some, at https://steemit.com/~witnesses, or by pressing 'Vote for witnesses' in the Steemit sidebar (top right corner). I'm a bot."
    }
  ]
}

alex207claimed reward balance: 0.025 SP

2018/06/01 10:30:30 UTC

22,938,459|121e63a

account	alex207
reward steem	0.000 STEEM
reward sbd	0.000 SBD
reward vests	40.729696 VESTS
Transaction Info	Block #22938459/Trx 121e63ac7b8e00a4fdd6a178b149af835c354887

View Raw JSON Data

{
  "trx_id": "121e63ac7b8e00a4fdd6a178b149af835c354887",
  "block": 22938459,
  "trx_in_block": 28,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-06-01T10:30:30",
  "op": [
    "claim_reward_balance",
    {
      "account": "alex207",
      "reward_steem": "0.000 STEEM",
      "reward_sbd": "0.000 SBD",
      "reward_vests": "40.729696 VESTS"
    }
  ]
}

alex207received 0.000 STEEM from power down installment (0.000 SP)

2018/05/29 17:26:09 UTC

22,860,390|virtual

from account	alex207
to account	alex207
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #22860390/Virtual Operation #11

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22860390,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 11,
  "timestamp": "2018-05-29T17:26:09",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "alex207",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

alex207sent 0.000 VESTS to @luckdiver from power down installment (0.000 SP)

2018/05/29 17:26:09 UTC

22,860,390|virtual

from account	alex207
to account	luckdiver
withdrawn	0.000006 VESTS
deposited	0.000006 VESTS
Transaction Info	Block #22860390/Virtual Operation #10

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22860390,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 10,
  "timestamp": "2018-05-29T17:26:09",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "alex207",
      "to_account": "luckdiver",
      "withdrawn": "0.000006 VESTS",
      "deposited": "0.000006 VESTS"
    }
  ]
}

Manabar

Voting Power95.94%

Downvote Power0.00%

Resource Credits100.00%

Reputation Progress7.36%

{
  "voting_manabar": {
    "current_mana": 9594,
    "last_update_time": 1524884598
  },
  "downvote_manabar": {
    "current_mana": 0,
    "last_update_time": 1513693044
  },
  "rc_account": {
    "account": "alex207",
    "rc_manabar": {
      "current_mana": 2020748973,
      "last_update_time": 1546881123
    },
    "max_rc_creation_adjustment": {
      "amount": "2020748973",
      "precision": 6,
      "nai": "@@000000037"
    },
    "max_rc": 2020748973
  }
}

Account Metadata

POSTING JSON METADATA
None
JSON METADATA
None

{
  "posting_json_metadata": {},
  "json_metadata": {}
}

Auth Keys

Owner

Single Signature

Public Keys

STM5hpM6QF7YsXQ3pcHJobsTALCke79epWa36WsppkkHSMCvEXZVg1/1

Active

Single Signature

Public Keys

STM82ozRbntD8Je7EQNjjLrCSsREUK571qn9JwKNZ7wvF8Fy64LAi1/1

Posting

Single Signature

Public Keys

STM6mSK16GtaAAnWCSRQvrznLWzWq8HhRudXMYojNJoQzHZdSmt6a1/1

Memo

STM85bcuaygAJ58TubrjLxERrkkARY7Ui1qVDhX1DnUVdxPbzEHXo

{
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM5hpM6QF7YsXQ3pcHJobsTALCke79epWa36WsppkkHSMCvEXZVg",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM82ozRbntD8Je7EQNjjLrCSsREUK571qn9JwKNZ7wvF8Fy64LAi",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6mSK16GtaAAnWCSRQvrznLWzWq8HhRudXMYojNJoQzHZdSmt6a",
        1
      ]
    ]
  },
  "memo": "STM85bcuaygAJ58TubrjLxERrkkARY7Ui1qVDhX1DnUVdxPbzEHXo"
}

Witness Votes

0 / 30

No active witness votes.

[]