Electricity Consumption disaggregation project

image-7
Hidden markov
Estimated P Matrix: 
[[0.9847144  0.0093412  0.         0.0059444 ]
 [0.02272727 0.97402597 0.00324675 0.        ]
 [0.125      0.         0.75       0.125     ]
 [0.02       0.03333333 0.         0.94666667]]
Estimated P: 
[0.9847144  0.97402597 0.75       0.94666667]
Estimated S: 
[ 188.59243116  952.34231145 1560.96841006 2455.47645143]
Average Time: 
[65.42105263 38.5         4.         18.75      ]
image-9
Total events detected:  3
02022-09-04 05:00:00719.5091332022-09-04 09:50:00-691.696567705.60285017400.0
12022-09-04 10:50:002264.1327672022-09-04 12:15:00-2133.3697002198.7512335100.0
22022-09-04 13:20:00885.9878332022-09-04 17:05:00-852.392933869.19038313500.0
Edge/Transition Detection + Pairing Edge/Transition detection
The motif is located at index 7212 2022-09-05 00:00:00
The motif is located at index 7500 2022-09-06 00:00:00
The motif is located at index 8076 2022-09-08 00:00:00
The motif is located at index 6348 2022-09-02 00:00:00
The motif is located at index 6636 2022-09-03 00:00:00
The motif is located at index 6924 2022-09-04 00:00:00
The motif is located at index 7788 2022-09-07 00:00:00
The motif is located at index 8364 2022-09-09 00:00:00
The motif is located at index 4044 2022-08-25 00:00:00