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AnyLog (https://anylog.co/) will provide the schema and data sets to train the sub models and execute the inference process on each edge node.
Example Dataset Schema of a city generator (Note: 4 first columns are for internal use and not generated by the infrastructure. The ID represents the generator ID):
| Code Block |
|---|
row_id : integer
insert_timestamp : timestamp without time zone
tsd_name : char(3)
tsd_id : int
id : int
timestamp : timestamp without time zone
a_current : int
a_n_voltage : int
b_current : int
b_n_voltage : int
c_current : int
c_n_voltage : int
energymultiplier : int
frequency : int
powerfactor : int
reactivepower : int
realpower : int |
Example 10 Rows of Data:
| Code Block |
|---|
{"Query":[{"row_id":1,"insert_timestamp":"2024-07-02 01:04:18.050656","tsd_name":"75","tsd_id":6572,"id":1,"timestamp":"2024-06-28 05:09:28.0535560","a_current":30,"a_n_voltage":735,"b_current":32,"b_n_voltage":736,"c_current":30,"c_n_voltage":734,"energymultiplier":1,"frequency":6000,"powerfactor":97,"reactivepower":150,"realpower":660},{"row_id":2,"insert_timestamp":"2024-07-02 01:04:18.050656","tsd_name":"75","tsd_id":6572,"id":2,"timestamp":"2024-06-28 05:09:28.0535560","a_current":24,"a_n_voltage":736,"b_current":24,"b_n_voltage":736,"c_current":27,"c_n_voltage":733,"energymultiplier":1,"frequency":6000,"powerfactor":100,"reactivepower":14,"realpower":550},{"row_id":1,"insert_timestamp":"2024-07-02 01:04:18.050656","tsd_name":"75","tsd_id":6572,"id":1,"timestamp":"2024-06-29 00:00:31.4335830","a_current":41,"a_n_voltage":736,"b_current":52,"b_n_voltage":739,"c_current":44,"c_n_voltage":736,"energymultiplier":1,"frequency":6000,"powerfactor":97,"reactivepower":240,"realpower":976},{"row_id":2,"insert_timestamp":"2024-07-02 01:04:18.050656","tsd_name":"75","tsd_id":6572,"id":2,"timestamp":"2024-06-29 00:00:31.4335830","a_current":38,"a_n_voltage":737,"b_current":32,"b_n_voltage":739,"c_current":37,"c_n_voltage":737,"energymultiplier":1,"frequency":6000,"powerfactor":99,"reactivepower":81,"realpower":782},{"row_id":3,"insert_timestamp":"2024-07-02 02:11:40.767219","tsd_name":"75","tsd_id":5,"id":1,"timestamp":"2024-06-29 00:00:31.4335830","a_current":41,"a_n_voltage":736,"b_current":52,"b_n_voltage":739,"c_current":44,"c_n_voltage":736,"energymultiplier":1,"frequency":6000,"powerfactor":97,"reactivepower":240,"realpower":976},{"row_id":4,"insert_timestamp":"2024-07-02 02:11:40.767219","tsd_name":"75","tsd_id":5,"id":2,"timestamp":"2024-06-29 00:00:31.4335830","a_current":38,"a_n_voltage":737,"b_current":32,"b_n_voltage":739,"c_current":37,"c_n_voltage":737,"energymultiplier":1,"frequency":6000,"powerfactor":99,"reactivepower":81,"realpower":782},{"row_id":5,"insert_timestamp":"2024-07-02 02:11:40.767219","tsd_name":"75","tsd_id":5,"id":3,"timestamp":"2024-06-29 00:00:31.4335830","a_current":64,"a_n_voltage":737,"b_current":46,"b_n_voltage":739,"c_current":54,"c_n_voltage":736,"energymultiplier":1,"frequency":6000,"powerfactor":97,"reactivepower":270,"realpower":1183},{"row_id":6,"insert_timestamp":"2024-07-02 02:11:40.767219","tsd_name":"75","tsd_id":5,"id":4,"timestamp":"2024-06-29 00:00:31.4335830","a_current":25,"a_n_voltage":737,"b_current":26,"b_n_voltage":739,"c_current":25,"c_n_voltage":737,"energymultiplier":1,"frequency":6000,"powerfactor":100,"reactivepower":50,"realpower":556},{"row_id":7,"insert_timestamp":"2024-07-02 02:11:40.767219","tsd_name":"75","tsd_id":5,"id":1,"timestamp":"2024-06-29 00:01:02.9634121","a_current":42,"a_n_voltage":736,"b_current":52,"b_n_voltage":739,"c_current":44,"c_n_voltage":736,"energymultiplier":1,"frequency":6001,"powerfactor":97,"reactivepower":242,"realpower":984},{"row_id":3,"insert_timestamp":"2024-07-02 01:04:18.050656","tsd_name":"75","tsd_id":6572,"id":3,"timestamp":"2024-06-28 05:09:28.0535560","a_current":35,"a_n_voltage":735,"b_current":21,"b_n_voltage":735,"c_current":28,"c_n_voltage":732,"energymultiplier":1,"frequency":6000,"powerfactor":99,"reactivepower":94,"realpower":608}],
"Statistics":[{"Count": 10,"Time":"00:00:00","Nodes": 1}]} |