aezakme Steem Profile | Ecosynthesizer

@aezakme

steemit.com/@aezakme

VOTING POWER96.20%

DOWNVOTE POWER0.00%

RESOURCE CREDITS100.00%

REPUTATION PROGRESS55.72%

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	aezakme
id	543328
rank	1,920,483
reputation	-4024906478
created	2017-12-31T08:05:48
recovery_account	steem
proxy	None
post_count	2
comment_count	0
lifetime_vote_count	0
witnesses_voted_for	0
last_post	2018-08-07T13:03:48
last_root_post	2018-08-07T13:03:48
last_vote_time	2018-04-28T03:03:15
proxied_vsf_votes	0, 0, 0, 0
can_vote	1
voting_power	9,620
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withdrawn	53569846
to_withdraw	53569846
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	23,144,814
sbd_last_interest_payment	2018-08-07T14:59:03
savings_sbd_last_interest_payment	1970-01-01T00:00:00

{
  "id": 543328,
  "name": "aezakme",
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6bwxQ4X86BRDM9cMidsz1ohkYithbB2RC36PViUMhDjCZ2Sbfo",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM619ZZBUKDjR5WDvhdmj7oXxL9ooRhK22Za2rNt1AMbVZg6gu96",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM67nbH8rqYUfgcSnSZyAvf2qcRUHeQ5W9JmG8TbZ41VD2bNkYLq",
        1
      ]
    ]
  },
  "memo_key": "STM8NYjezE8H9Ku3PTPadqRimkAPCd6j4DQbWF1UV3QjV8ezcGH1M",
  "json_metadata": "",
  "posting_json_metadata": "",
  "proxy": "",
  "last_owner_update": "1970-01-01T00:00:00",
  "last_account_update": "1970-01-01T00:00:00",
  "created": "2017-12-31T08:05:48",
  "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": 9620,
    "last_update_time": 1524884595
  },
  "downvote_manabar": {
    "current_mana": 0,
    "last_update_time": 1514707548
  },
  "voting_power": 9620,
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "sbd_balance": "0.000 SBD",
  "sbd_seconds": "23144814",
  "sbd_seconds_last_update": "2018-08-09T01:20:51",
  "sbd_last_interest_payment": "2018-08-07T14:59:03",
  "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": 53569846,
  "to_withdraw": 53569846,
  "withdraw_routes": 1,
  "curation_rewards": 26,
  "posting_rewards": 0,
  "proxied_vsf_votes": [
    0,
    0,
    0,
    0
  ],
  "witnesses_voted_for": 0,
  "last_post": "2018-08-07T13:03:48",
  "last_root_post": "2018-08-07T13:03:48",
  "last_vote_time": "2018-04-28T03:03:15",
  "post_bandwidth": 0,
  "pending_claimed_accounts": 0,
  "vesting_balance": "0.000 STEEM",
  "reputation": -4024906478,
  "transfer_history": [],
  "market_history": [],
  "post_history": [],
  "vote_history": [],
  "other_history": [],
  "witness_votes": [],
  "tags_usage": [],
  "guest_bloggers": [],
  "rank": 1920483
}

Withdraw Routes

Incoming

Outgoing

Empty

luckdiver

100.000%STEEM

{
  "incoming": [],
  "outgoing": [
    {
      "id": 40017,
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "percent": 10000,
      "auto_vest": false
    }
  ]
}

From Date

To Date

steemitboardreplied to @aezakme / steemitboard-notify-aezakme-20191231t083117000z

2019/12/31 08:31:18 UTC

39,513,781|8cf6251

parent author	aezakme
parent permlink	moving-closer-to-completely-optical-artificial-neural-network
author	steemitboard
permlink	steemitboard-notify-aezakme-20191231t083117000z
title
body	Congratulations @aezakme! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@aezakme/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/@aezakme) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=aezakme)_</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 #39513781/Trx 8cf6251c65cba644873bc638182be0302aeec79a

View Raw JSON Data

{
  "trx_id": "8cf6251c65cba644873bc638182be0302aeec79a",
  "block": 39513781,
  "trx_in_block": 7,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2019-12-31T08:31:18",
  "op": [
    "comment",
    {
      "parent_author": "aezakme",
      "parent_permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "author": "steemitboard",
      "permlink": "steemitboard-notify-aezakme-20191231t083117000z",
      "title": "",
      "body": "Congratulations @aezakme! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@aezakme/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/@aezakme) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=aezakme)_</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\"]}"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2019/01/07 17:12:24 UTC

29,252,395|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29252395/Virtual Operation #21

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29252395,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 21,
  "timestamp": "2019-01-07T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2019/01/07 17:12:24 UTC

29,252,395|virtual

from account	aezakme
to account	luckdiver
withdrawn	0.000005 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29252395/Virtual Operation #20

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29252395,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 20,
  "timestamp": "2019-01-07T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "0.000005 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/12/31 17:12:24 UTC

29,051,046|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29051046/Virtual Operation #10

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29051046,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 10,
  "timestamp": "2018-12-31T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/12/31 17:12:24 UTC

29,051,046|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #29051046/Virtual Operation #9

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29051046,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 9,
  "timestamp": "2018-12-31T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

steemitboardreplied to @aezakme / steemitboard-notify-aezakme-20181231t121936000z

2018/12/31 12:19:36 UTC

29,045,196|d82437b

parent author	aezakme
parent permlink	moving-closer-to-completely-optical-artificial-neural-network
author	steemitboard
permlink	steemitboard-notify-aezakme-20181231t121936000z
title
body	Congratulations @aezakme! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@aezakme/birthday1.png</td><td>1 Year on Steemit</td></tr></table> <sub>_[Click here to view your Board](https://steemitboard.com/@aezakme)_</sub> Do not miss the last post from @steemitboard: <table><tr><td><a href="https://steemit.com/christmas/@steemitboard/christmas-challenge-send-a-gift-to-to-your-friends-the-party-continues"><img src="https://steemitimages.com/64x128/http://i.cubeupload.com/kf4SJb.png"></a></td><td><a href="https://steemit.com/christmas/@steemitboard/christmas-challenge-send-a-gift-to-to-your-friends-the-party-continues">Christmas Challenge - The party continues</a></td></tr></table> > 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 #29045196/Trx d82437b49f495bc30ac1dc40adc9f2342aa69e8f

View Raw JSON Data

{
  "trx_id": "d82437b49f495bc30ac1dc40adc9f2342aa69e8f",
  "block": 29045196,
  "trx_in_block": 19,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-12-31T12:19:36",
  "op": [
    "comment",
    {
      "parent_author": "aezakme",
      "parent_permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "author": "steemitboard",
      "permlink": "steemitboard-notify-aezakme-20181231t121936000z",
      "title": "",
      "body": "Congratulations @aezakme! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@aezakme/birthday1.png</td><td>1 Year on Steemit</td></tr></table>\n\n<sub>_[Click here to view your Board](https://steemitboard.com/@aezakme)_</sub>\n\n\n**Do not miss the last post from @steemitboard:**\n<table><tr><td><a href=\"https://steemit.com/christmas/@steemitboard/christmas-challenge-send-a-gift-to-to-your-friends-the-party-continues\"><img src=\"https://steemitimages.com/64x128/http://i.cubeupload.com/kf4SJb.png\"></a></td><td><a href=\"https://steemit.com/christmas/@steemitboard/christmas-challenge-send-a-gift-to-to-your-friends-the-party-continues\">Christmas Challenge - The party continues</a></td></tr></table>\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\"]}"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/12/24 17:12:24 UTC

28,849,539|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28849539/Virtual Operation #11

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28849539,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 11,
  "timestamp": "2018-12-24T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/12/24 17:12:24 UTC

28,849,539|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28849539/Virtual Operation #10

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28849539,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 10,
  "timestamp": "2018-12-24T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/12/17 17:12:24 UTC

28,648,073|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28648073/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28648073,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-12-17T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/12/17 17:12:24 UTC

28,648,073|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28648073/Virtual Operation #3

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28648073,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 3,
  "timestamp": "2018-12-17T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/12/10 17:12:24 UTC

28,446,606|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28446606/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28446606,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-12-10T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/12/10 17:12:24 UTC

28,446,606|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28446606/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28446606,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-12-10T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/12/03 17:12:24 UTC

28,245,113|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28245113/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28245113,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-12-03T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/12/03 17:12:24 UTC

28,245,113|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28245113/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28245113,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-12-03T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/11/26 17:12:24 UTC

28,043,588|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28043588/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28043588,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-11-26T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/11/26 17:12:24 UTC

28,043,588|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #28043588/Virtual Operation #3

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28043588,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 3,
  "timestamp": "2018-11-26T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/11/19 17:12:24 UTC

27,842,090|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27842090/Virtual Operation #3

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27842090,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 3,
  "timestamp": "2018-11-19T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/11/19 17:12:24 UTC

27,842,090|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27842090/Virtual Operation #2

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27842090,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 2,
  "timestamp": "2018-11-19T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/11/12 17:12:24 UTC

27,640,627|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27640627/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27640627,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-11-12T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/11/12 17:12:24 UTC

27,640,627|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27640627/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27640627,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-11-12T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/11/05 17:12:24 UTC

27,439,155|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27439155/Virtual Operation #3

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27439155,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 3,
  "timestamp": "2018-11-05T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/11/05 17:12:24 UTC

27,439,155|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27439155/Virtual Operation #2

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27439155,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 2,
  "timestamp": "2018-11-05T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/10/29 17:12:24 UTC

27,237,730|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27237730/Virtual Operation #11

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27237730,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 11,
  "timestamp": "2018-10-29T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/10/29 17:12:24 UTC

27,237,730|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27237730/Virtual Operation #10

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27237730,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 10,
  "timestamp": "2018-10-29T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/10/22 17:12:24 UTC

27,036,271|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27036271/Virtual Operation #6

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27036271,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 6,
  "timestamp": "2018-10-22T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/10/22 17:12:24 UTC

27,036,271|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #27036271/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27036271,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-10-22T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/10/15 17:12:24 UTC

26,834,833|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #26834833/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26834833,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2018-10-15T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/10/15 17:12:24 UTC

26,834,833|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #26834833/Virtual Operation #3

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26834833,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 3,
  "timestamp": "2018-10-15T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

aezakmereceived 0.000 STEEM from power down installment (0.000 SP)

2018/10/08 17:12:24 UTC

26,633,371|virtual

from account	aezakme
to account	aezakme
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #26633371/Virtual Operation #62

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26633371,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 62,
  "timestamp": "2018-10-08T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "aezakme",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

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

2018/10/08 17:12:24 UTC

26,633,371|virtual

from account	aezakme
to account	luckdiver
withdrawn	4.120757 VESTS
deposited	0.002 STEEM
Transaction Info	Block #26633371/Virtual Operation #61

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26633371,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 61,
  "timestamp": "2018-10-08T17:12:24",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "withdrawn": "4.120757 VESTS",
      "deposited": "0.002 STEEM"
    }
  ]
}

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

2018/10/01 17:12:24 UTC

26,431,891|b74df16

from account	aezakme
to account	luckdiver
percent	10000
auto vest	false
Transaction Info	Block #26431891/Trx b74df16da8102cad5ed6f60e484641b8517b4f32

View Raw JSON Data

{
  "trx_id": "b74df16da8102cad5ed6f60e484641b8517b4f32",
  "block": 26431891,
  "trx_in_block": 22,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-10-01T17:12:24",
  "op": [
    "set_withdraw_vesting_route",
    {
      "from_account": "aezakme",
      "to_account": "luckdiver",
      "percent": 10000,
      "auto_vest": false
    }
  ]
}

aezakmestarted power down of 0.033 SP

2018/10/01 17:12:24 UTC

26,431,891|c3ffea0

account	aezakme
vesting shares	53.569846 VESTS
Transaction Info	Block #26431891/Trx c3ffea099ad0192327ee5b3ee8e33275fccf4181

View Raw JSON Data

{
  "trx_id": "c3ffea099ad0192327ee5b3ee8e33275fccf4181",
  "block": 26431891,
  "trx_in_block": 18,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-10-01T17:12:24",
  "op": [
    "withdraw_vesting",
    {
      "account": "aezakme",
      "vesting_shares": "53.569846 VESTS"
    }
  ]
}

spaminatorflagged (-0.36%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/14 07:13:00 UTC

25,053,981|5f763bb

voter	spaminator
author	aezakme
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	-36 (-0.36%)
Transaction Info	Block #25053981/Trx 5f763bbf926ea99677d651e54bd86e9018fe05f6

View Raw JSON Data

{
  "trx_id": "5f763bbf926ea99677d651e54bd86e9018fe05f6",
  "block": 25053981,
  "trx_in_block": 15,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-14T07:13:00",
  "op": [
    "vote",
    {
      "voter": "spaminator",
      "author": "aezakme",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": -36
    }
  ]
}

prowlerflagged (-1.00%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/14 07:12:57 UTC

25,053,980|39444be

voter	prowler
author	aezakme
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	-100 (-1.00%)
Transaction Info	Block #25053980/Trx 39444be10da46aedafcb300ac06c09588acfcf49

View Raw JSON Data

{
  "trx_id": "39444be10da46aedafcb300ac06c09588acfcf49",
  "block": 25053980,
  "trx_in_block": 21,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-14T07:12:57",
  "op": [
    "vote",
    {
      "voter": "prowler",
      "author": "aezakme",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": -100
    }
  ]
}

aezakmesent 0.152 SBD to @avdvla1984- "round"

2018/08/09 01:20:51 UTC

24,902,984|974d2a1

from	aezakme
to	avdvla1984
amount	0.152 SBD
memo	round
Transaction Info	Block #24902984/Trx 974d2a1a3f5a979626f6d773653f123741f2e168

View Raw JSON Data

{
  "trx_id": "974d2a1a3f5a979626f6d773653f123741f2e168",
  "block": 24902984,
  "trx_in_block": 29,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T01:20:51",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "avdvla1984",
      "amount": "0.152 SBD",
      "memo": "round"
    }
  ]
}

jigstrikeupvoted (80.00%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 19:17:18 UTC

24,866,945|df630f8

voter	jigstrike
author	aezakme
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	8000 (80.00%)
Transaction Info	Block #24866945/Trx df630f872f3365ed5453e67ba2c78b69866307dc

View Raw JSON Data

{
  "trx_id": "df630f872f3365ed5453e67ba2c78b69866307dc",
  "block": 24866945,
  "trx_in_block": 46,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:17:18",
  "op": [
    "vote",
    {
      "voter": "jigstrike",
      "author": "aezakme",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": 8000
    }
  ]
}

minnowboostersent 0.001 SBD to @aezakme- "You got an upgoat that will be done by jigstrike. We refund an open value of 0.001 SBD! Request-Id: 1445986"

2018/08/07 19:17:18 UTC

24,866,945|dcbb206

from	minnowbooster
to	aezakme
amount	0.001 SBD
memo	You got an upgoat that will be done by jigstrike. We refund an open value of 0.001 SBD! Request-Id: 1445986
Transaction Info	Block #24866945/Trx dcbb2065d8a1fb82eb34ea7c38b9ee6469d87713

View Raw JSON Data

{
  "trx_id": "dcbb2065d8a1fb82eb34ea7c38b9ee6469d87713",
  "block": 24866945,
  "trx_in_block": 44,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:17:18",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.001 SBD",
      "memo": "You got an upgoat that will be done by jigstrike. We refund an open value of 0.001 SBD! Request-Id: 1445986"
    }
  ]
}

spectrumeconsupvoted (25.00%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 19:17:18 UTC

24,866,945|c5078f3

voter	spectrumecons
author	aezakme
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	2500 (25.00%)
Transaction Info	Block #24866945/Trx c5078f389e18f2e38d53ea11da3bca2785f5657f

View Raw JSON Data

{
  "trx_id": "c5078f389e18f2e38d53ea11da3bca2785f5657f",
  "block": 24866945,
  "trx_in_block": 21,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:17:18",
  "op": [
    "vote",
    {
      "voter": "spectrumecons",
      "author": "aezakme",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": 2500
    }
  ]
}

minnowboostersent 0.006 SBD to @aezakme- "You got an upgoat that will be done by spectrumecons. We refund an open value of 0.006 SBD! Request-Id: 1445984"

2018/08/07 19:17:18 UTC

24,866,945|39315aa

from	minnowbooster
to	aezakme
amount	0.006 SBD
memo	You got an upgoat that will be done by spectrumecons. We refund an open value of 0.006 SBD! Request-Id: 1445984
Transaction Info	Block #24866945/Trx 39315aab3b2c7801bd31d7d576952640704f46c1

View Raw JSON Data

{
  "trx_id": "39315aab3b2c7801bd31d7d576952640704f46c1",
  "block": 24866945,
  "trx_in_block": 20,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:17:18",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.006 SBD",
      "memo": "You got an upgoat that will be done by spectrumecons. We refund an open value of 0.006 SBD! Request-Id: 1445984"
    }
  ]
}

aezakmesent 0.020 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 19:16:42 UTC

24,866,933|97bcd43

from	aezakme
to	minnowbooster
amount	0.020 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24866933/Trx 97bcd43be682f01ea62908c8cffb102da8836da3

View Raw JSON Data

{
  "trx_id": "97bcd43be682f01ea62908c8cffb102da8836da3",
  "block": 24866933,
  "trx_in_block": 15,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:16:42",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.020 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

aezakmesent 0.200 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 19:16:18 UTC

24,866,925|d152336

from	aezakme
to	minnowbooster
amount	0.200 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24866925/Trx d15233655f2b7156d86275c8e9994961db8147c2

View Raw JSON Data

{
  "trx_id": "d15233655f2b7156d86275c8e9994961db8147c2",
  "block": 24866925,
  "trx_in_block": 32,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:16:18",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.200 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

minnowboostersent 0.050 SBD to @aezakme- "Sorry, we could not upvote you with 0.050 SBD ⇒ $0.075. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445935!."

2018/08/07 19:11:24 UTC

24,866,827|104df8b

from	minnowbooster
to	aezakme
amount	0.050 SBD
memo	Sorry, we could not upvote you with 0.050 SBD ⇒ $0.075. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445935!.
Transaction Info	Block #24866827/Trx 104df8b6ad7ab118d9a5eb72f18b965fe30fceea

View Raw JSON Data

{
  "trx_id": "104df8b6ad7ab118d9a5eb72f18b965fe30fceea",
  "block": 24866827,
  "trx_in_block": 13,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:11:24",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.050 SBD",
      "memo": "Sorry, we could not upvote you with 0.050 SBD ⇒ $0.075. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445935!."
    }
  ]
}

aezakmesent 0.050 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 19:10:51 UTC

24,866,816|f23bfec

from	aezakme
to	minnowbooster
amount	0.050 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24866816/Trx f23bfec15697f7bba808b2835f2e74dad176981c

View Raw JSON Data

{
  "trx_id": "f23bfec15697f7bba808b2835f2e74dad176981c",
  "block": 24866816,
  "trx_in_block": 24,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:10:51",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.050 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

minnowboostersent 0.100 SBD to @aezakme- "Sorry, we could not upvote you with 0.100 SBD ⇒ $0.151. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445886!."

2018/08/07 19:03:24 UTC

24,866,667|97972d2

from	minnowbooster
to	aezakme
amount	0.100 SBD
memo	Sorry, we could not upvote you with 0.100 SBD ⇒ $0.151. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445886!.
Transaction Info	Block #24866667/Trx 97972d26c4a525c645ba81e8dbc615e98465e63d

View Raw JSON Data

{
  "trx_id": "97972d26c4a525c645ba81e8dbc615e98465e63d",
  "block": 24866667,
  "trx_in_block": 42,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:03:24",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.100 SBD",
      "memo": "Sorry, we could not upvote you with 0.100 SBD ⇒ $0.151. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445886!."
    }
  ]
}

aezakmesent 0.100 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 19:02:39 UTC

24,866,652|16c1b36

from	aezakme
to	minnowbooster
amount	0.100 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24866652/Trx 16c1b36d773e3e07ef9c262cf8f64954b6bce09c

View Raw JSON Data

{
  "trx_id": "16c1b36d773e3e07ef9c262cf8f64954b6bce09c",
  "block": 24866652,
  "trx_in_block": 26,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T19:02:39",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.100 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

minnowboostersent 0.150 SBD to @aezakme- "Sorry, we could not upvote you with 0.150 SBD ⇒ $0.226. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445852!."

2018/08/07 18:56:42 UTC

24,866,533|c63545a

from	minnowbooster
to	aezakme
amount	0.150 SBD
memo	Sorry, we could not upvote you with 0.150 SBD ⇒ $0.226. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445852!.
Transaction Info	Block #24866533/Trx c63545a2353c4eeebd4cf8d2ad80d35d8651bc38

View Raw JSON Data

{
  "trx_id": "c63545a2353c4eeebd4cf8d2ad80d35d8651bc38",
  "block": 24866533,
  "trx_in_block": 19,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T18:56:42",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.150 SBD",
      "memo": "Sorry, we could not upvote you with 0.150 SBD ⇒ $0.226. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445852!."
    }
  ]
}

aezakmesent 0.150 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 18:56:18 UTC

24,866,525|5af621a

from	aezakme
to	minnowbooster
amount	0.150 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24866525/Trx 5af621a82a8d49f2c8ef2eba1bb86b26b2415546

View Raw JSON Data

{
  "trx_id": "5af621a82a8d49f2c8ef2eba1bb86b26b2415546",
  "block": 24866525,
  "trx_in_block": 39,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T18:56:18",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.150 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

2018/08/07 18:44:18 UTC

24,866,285|2994908

from	minnowbooster
to	aezakme
amount	0.100 SBD
memo	Sorry, we could not upvote you with 0.100 SBD ⇒ $0.151. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445760!.
Transaction Info	Block #24866285/Trx 2994908a48c71774be4ef3a1b98d7f57d6ca1637

View Raw JSON Data

{
  "trx_id": "2994908a48c71774be4ef3a1b98d7f57d6ca1637",
  "block": 24866285,
  "trx_in_block": 22,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T18:44:18",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.100 SBD",
      "memo": "Sorry, we could not upvote you with 0.100 SBD ⇒ $0.151. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445760!."
    }
  ]
}

aezakmesent 0.100 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 18:43:24 UTC

24,866,267|5882a02

from	aezakme
to	minnowbooster
amount	0.100 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24866267/Trx 5882a02df46b9c793275a71e52b8155ffe33aa31

View Raw JSON Data

{
  "trx_id": "5882a02df46b9c793275a71e52b8155ffe33aa31",
  "block": 24866267,
  "trx_in_block": 1,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T18:43:24",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.100 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

2018/08/07 18:35:18 UTC

24,866,105|9ccafad

from	minnowbooster
to	aezakme
amount	0.150 SBD
memo	Sorry, we could not upvote you with 0.150 SBD ⇒ $0.226. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445693!.
Transaction Info	Block #24866105/Trx 9ccafadea4ea93024e4251ba5cc2632b69ae08ef

View Raw JSON Data

{
  "trx_id": "9ccafadea4ea93024e4251ba5cc2632b69ae08ef",
  "block": 24866105,
  "trx_in_block": 39,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T18:35:18",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.150 SBD",
      "memo": "Sorry, we could not upvote you with 0.150 SBD ⇒ $0.226. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1445693!."
    }
  ]
}

aezakmesent 0.150 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 18:34:33 UTC

24,866,090|8d8b633

from	aezakme
to	minnowbooster
amount	0.150 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24866090/Trx 8d8b633063d99b84a8d8d89ab496a77d83bd0276

View Raw JSON Data

{
  "trx_id": "8d8b633063d99b84a8d8d89ab496a77d83bd0276",
  "block": 24866090,
  "trx_in_block": 34,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T18:34:33",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.150 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

robertkingupvoted (43.00%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 16:38:39 UTC

24,863,772|85fe32c

voter	robertking
author	aezakme
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	4300 (43.00%)
Transaction Info	Block #24863772/Trx 85fe32c5c09f73f4094703f69c16404c92c1a9ef

View Raw JSON Data

{
  "trx_id": "85fe32c5c09f73f4094703f69c16404c92c1a9ef",
  "block": 24863772,
  "trx_in_block": 25,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:38:39",
  "op": [
    "vote",
    {
      "voter": "robertking",
      "author": "aezakme",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": 4300
    }
  ]
}

minnowboostersent 0.001 SBD to @aezakme- "You got an upgoat that will be done by robertking. We refund an open value of 0.001 SBD! Request-Id: 1445009"

2018/08/07 16:38:21 UTC

24,863,766|2dc8c08

from	minnowbooster
to	aezakme
amount	0.001 SBD
memo	You got an upgoat that will be done by robertking. We refund an open value of 0.001 SBD! Request-Id: 1445009
Transaction Info	Block #24863766/Trx 2dc8c08e1bc85ddb6c03e3bc115a1c539c78ab71

View Raw JSON Data

{
  "trx_id": "2dc8c08e1bc85ddb6c03e3bc115a1c539c78ab71",
  "block": 24863766,
  "trx_in_block": 27,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:38:21",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.001 SBD",
      "memo": "You got an upgoat that will be done by robertking. We refund an open value of 0.001 SBD! Request-Id: 1445009"
    }
  ]
}

aezakmesent 0.150 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 16:37:24 UTC

24,863,747|766bc2d

from	aezakme
to	minnowbooster
amount	0.150 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24863747/Trx 766bc2d52dd4d616a106c2f1e1349e57a68431fd

View Raw JSON Data

{
  "trx_id": "766bc2d52dd4d616a106c2f1e1349e57a68431fd",
  "block": 24863747,
  "trx_in_block": 56,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:37:24",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.150 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

minnowboostersent 0.200 SBD to @aezakme- "Sorry, we could not upvote you with 0.200 SBD ⇒ $0.301. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1444934!."

2018/08/07 16:26:27 UTC

24,863,528|d2abe16

from	minnowbooster
to	aezakme
amount	0.200 SBD
memo	Sorry, we could not upvote you with 0.200 SBD ⇒ $0.301. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1444934!.
Transaction Info	Block #24863528/Trx d2abe1661a7de82ceca206858d2488f6a15466ef

View Raw JSON Data

{
  "trx_id": "d2abe1661a7de82ceca206858d2488f6a15466ef",
  "block": 24863528,
  "trx_in_block": 36,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:26:27",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.200 SBD",
      "memo": "Sorry, we could not upvote you with 0.200 SBD ⇒ $0.301. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1444934!."
    }
  ]
}

aezakmesent 0.200 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 16:25:48 UTC

24,863,515|03b2d8b

from	aezakme
to	minnowbooster
amount	0.200 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24863515/Trx 03b2d8ba6d6bc751e9925078e40c22072fc32eb1

View Raw JSON Data

{
  "trx_id": "03b2d8ba6d6bc751e9925078e40c22072fc32eb1",
  "block": 24863515,
  "trx_in_block": 40,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:25:48",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.200 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

2018/08/07 16:22:30 UTC

24,863,449|4e5e6a9

from	minnowbooster
to	aezakme
amount	0.100 SBD
memo	Sorry, we could not upvote you with 0.100 SBD ⇒ $0.151. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1444897!.
Transaction Info	Block #24863449/Trx 4e5e6a9bd44bf3020ea1864605246d0d6cedf730

View Raw JSON Data

{
  "trx_id": "4e5e6a9bd44bf3020ea1864605246d0d6cedf730",
  "block": 24863449,
  "trx_in_block": 7,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:22:30",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.100 SBD",
      "memo": "Sorry, we could not upvote you with 0.100 SBD ⇒ $0.151. Our website https://www.minnowbooster.net has a graph with what sends are currently working, refunding request with id: 1444897!."
    }
  ]
}

aezakmesent 0.100 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 16:21:39 UTC

24,863,432|c1b643b

from	aezakme
to	minnowbooster
amount	0.100 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24863432/Trx c1b643bb568512cfc1c1af108ad4ffbf86eb7670

View Raw JSON Data

{
  "trx_id": "c1b643bb568512cfc1c1af108ad4ffbf86eb7670",
  "block": 24863432,
  "trx_in_block": 16,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:21:39",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.100 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

wildcat11upvoted (100.00%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 16:11:51 UTC

24,863,236|351ecf9

voter	wildcat11
author	aezakme
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24863236/Trx 351ecf9118be5842071925077383d785643f8bdf

View Raw JSON Data

{
  "trx_id": "351ecf9118be5842071925077383d785643f8bdf",
  "block": 24863236,
  "trx_in_block": 34,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:11:51",
  "op": [
    "vote",
    {
      "voter": "wildcat11",
      "author": "aezakme",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

minnowboostersent 0.002 SBD to @aezakme- "You got an upgoat that will be done by wildcat11. We refund an open value of 0.002 SBD! Request-Id: 1444849"

2018/08/07 16:11:51 UTC

24,863,236|6eb35c7

from	minnowbooster
to	aezakme
amount	0.002 SBD
memo	You got an upgoat that will be done by wildcat11. We refund an open value of 0.002 SBD! Request-Id: 1444849
Transaction Info	Block #24863236/Trx 6eb35c7b20d0155da1a8c6733d68868550ad5ebf

View Raw JSON Data

{
  "trx_id": "6eb35c7b20d0155da1a8c6733d68868550ad5ebf",
  "block": 24863236,
  "trx_in_block": 33,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:11:51",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "aezakme",
      "amount": "0.002 SBD",
      "memo": "You got an upgoat that will be done by wildcat11. We refund an open value of 0.002 SBD! Request-Id: 1444849"
    }
  ]
}

aezakmesent 0.050 SBD to @minnowbooster- "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/07 16:11:12 UTC

24,863,223|57ecde4

from	aezakme
to	minnowbooster
amount	0.050 SBD
memo	https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24863223/Trx 57ecde439fd51e36cdeae21709c129f6df74eed3

View Raw JSON Data

{
  "trx_id": "57ecde439fd51e36cdeae21709c129f6df74eed3",
  "block": 24863223,
  "trx_in_block": 40,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T16:11:12",
  "op": [
    "transfer",
    {
      "from": "aezakme",
      "to": "minnowbooster",
      "amount": "0.050 SBD",
      "memo": "https://steemit.com/news/@aezakme/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

minnowboostersent 0.001 SBD to @aezakme- "You got an upgoat that will be done by jrhughes. We refund an open value of 0.001 SBD! Request-Id: 1444655"

2018/08/07 15:01:27 UTC

24,861,828|5e90a75

from	minnowbooster
to	aezakme
amount	0.001 SBD
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jrhughesupvoted (100.00%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 15:01:27 UTC

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2018/08/07 15:00:21 UTC

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davidsiedomaupvoted (52.00%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 14:59:42 UTC

24,861,793|df0d02d

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2018/08/07 14:59:42 UTC

24,861,793|6b1ac4e

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2018/08/07 14:59:03 UTC

24,861,780|75fd8ea

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blackblockchainsent 0.600 SBD to @aezakme- "refund"

2018/08/07 14:49:57 UTC

24,861,598|60ca4a5

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aezakmeupdated options for moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 13:03:48 UTC

24,859,475|0ebb07d

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aezakmepublished a new post: moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 13:03:48 UTC

24,859,475|0ebb07d

parent author
parent permlink	news
author	aezakme
permlink	moving-closer-to-completely-optical-artificial-neural-network
title	Moving closer to completely optical artificial neural network
body	<html> <p>https://cdn.steemitimages.com/DQmSYp8mneVR9WjvUJeFPy8m3ibvNs5RyvdGm7Rp2v92kky/image.png<br></p> <p><strong>Optical training of neural networks could lead to more efficient artificial intelligence</strong></p> <p>https://cdn.steemitimages.com/DQmNkV9uemWgjo86Tm5ebMbAmb6jiC2yW4mZf7RhcbvK2ia/image.png</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> <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> <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>
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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> <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> <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. 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aezakmedeleted a comment or post

2018/08/07 13:02:36 UTC

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mack-botflagged (-0.50%) @aezakme / moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 12:29:45 UTC

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aezakmeupdated options for moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 12:28:54 UTC

24,858,777|044202b

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aezakmepublished a new post: moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 12:28:54 UTC

24,858,777|044202b

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2018/06/01 10:36:57 UTC

22,938,588|15dd288

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Single Signature

Public Keys

STM6bwxQ4X86BRDM9cMidsz1ohkYithbB2RC36PViUMhDjCZ2Sbfo1/1

Active

Single Signature

Public Keys

STM619ZZBUKDjR5WDvhdmj7oXxL9ooRhK22Za2rNt1AMbVZg6gu961/1

Posting

Single Signature

Public Keys

STM67nbH8rqYUfgcSnSZyAvf2qcRUHeQ5W9JmG8TbZ41VD2bNkYLq1/1

Memo

STM8NYjezE8H9Ku3PTPadqRimkAPCd6j4DQbWF1UV3QjV8ezcGH1M

{
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6bwxQ4X86BRDM9cMidsz1ohkYithbB2RC36PViUMhDjCZ2Sbfo",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM619ZZBUKDjR5WDvhdmj7oXxL9ooRhK22Za2rNt1AMbVZg6gu96",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM67nbH8rqYUfgcSnSZyAvf2qcRUHeQ5W9JmG8TbZ41VD2bNkYLq",
        1
      ]
    ]
  },
  "memo": "STM8NYjezE8H9Ku3PTPadqRimkAPCd6j4DQbWF1UV3QjV8ezcGH1M"
}

Witness Votes

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No active witness votes.

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