Seasonality detection in time series data
US-2015377938-A1 · Dec 31, 2015 · US
US10228400B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-10228400-B2 |
| Application number | US-201515307162-A |
| Country | US |
| Kind code | B2 |
| Filing date | Apr 30, 2015 |
| Priority date | Apr 30, 2014 |
| Publication date | Mar 12, 2019 |
| Grant date | Mar 12, 2019 |
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According to various embodiments, there is provided an electric meter including a sensor circuit configured to provide a plurality of instantaneous magnetic field measurements; a processing circuit configured to generate a time-series of magnetic field vectors, each magnetic field vector of the time-series of magnetic field vectors including the plurality of instantaneous magnetic field measurements; and a total current determination circuit configured to determine a total current, wherein the total current is a sum of currents of each branch of a plurality of branches of a power distribution network; wherein the processing circuit is further configured to compute a de-mixing matrix based on the determined total current and the time-series of magnetic field vectors, and further configured to linear transform each magnetic field vector using the de-mixing matrix to determine a current of each branch.
Opening claim text (preview).
The invention claimed is: 1. An electric meter comprising: a sensor circuit configured to provide a plurality of instantaneous magnetic field measurements; a processing circuit configured to generate a time-series of magnetic field vectors, each magnetic field vector of the time-series of magnetic field vectors comprising the plurality of instantaneous magnetic field measurements; a measurement device configured to provide a measurement of a total current of a plurality of branches of a power distribution network; and a total current determination circuit configured to determine the total current based on the measurement from the measurement device; wherein the processing circuit is further configured to compute a de-mixing matrix based on the determined total current and the time-series of magnetic field vectors, and further configured to linear transform each magnetic field vector using the de-mixing matrix to determine a current of each branch of the plurality of branches, and wherein the de-mixing matrix is an inverse of a mixing matrix having full column rank, the mixing matrix defining a linear relationship between said each magnetic field vector and a corresponding current vector comprising a plurality of instantaneous currents of the plurality of branches. 2. The electric meter of claim 1 , wherein each instantaneous magnetic field measurement of the plurality of instantaneous magnetic field measurements is a measurement of a sum of magnetic fields resulting from a subset of the plurality of branches. 3. The electric meter of claim 1 , further comprising an attachment member configured to attach the sensor circuit above an electricity distribution board. 4. The electric meter of claim 1 , wherein the sensor circuit comprises a plurality of magnetic field sensors, a quantity of the plurality of magnetic field sensors being at least equal to a quantity of the plurality of branches. 5. The electric meter of claim 4 , wherein at least one magnetic field sensor of the plurality of magnetic field sensors is an anisotropic magnetoresistance sensor. 6. The electric meter of claim 4 , wherein each magnetic field sensor of the plurality of magnetic field sensors is positioned in a vicinity of a respective circuit breaker of a plurality of circuit breakers of an electricity distribution board. 7. The electric meter of claim 4 , wherein the sensor circuit further comprises a plurality of supporting circuits, each supporting circuit of the plurality of supporting circuits coupled to a respective magnetic field sensor of the plurality of magnetic field sensors. 8. The electric meter of claim 7 , wherein each supporting circuit comprises a high pass filter. 9. The electric meter of claim 7 , wherein each supporting circuit is configured to receive analog signals from the respective magnetic field sensor and further configured to at least one of amplify the analog signals or shift a direct current bias of the analog signals. 10. The electric meter of claim 1 , further comprising an installer configured to turn off all branches of the plurality of branches and then sequentially turn on each branch. 11. The electric meter of claim 1 , wherein the processing circuit is configured to identify a dominant branch, the dominant branch being one of an only branch of the plurality of branches having a non-zero current or an only branch of the plurality of branches having a non-zero change in current. 12. The electric meter of claim 11 , wherein the processing circuit is configured to compute a de-mixing matrix based on a plurality of identified dominant branches. 13. The electric meter of claim 1 , wherein the processing circuit is configured to compute a de-mixing matrix by performing an independent component analysis computation. 14. The electric meter of claim 1 , wherein the processing circuit is configured to generate a measurement dataset and further configured to estimate the current of each branch of the plurality of branches based on the measurement dataset and maximisation of a statistical independence between the current of each branch of the plurality of branches, to determine an intermediate matrix. 15. The electric meter of claim 14 , wherein the processing circuit is configured to re-order the intermediate matrix; and further configured to scale the intermediate matrix based on the total current. 16. The electric meter of claim 14 , wherein the processing circuit is configured to generate the measurement dataset based on determining a differential magnetic field vector, wherein the differential magnetic field vector is a difference between a magnetic field vector and a preceding magnetic field vector; and for a plurality of time cycles, appending the differential magnetic field vector to the measurement dataset. 17. The electric meter of claim 1 , wherein the processing circuit comprises a secondary supporting circuit configured to receive analog signals from the sensor circuit. 18. The electric meter of claim 17 , wherein the secondary supporting circuit is further configured to at least one of remove external interferences from the analog signals, amplify the analog signals or shift a direct current bias of the analog signals. 19. The electric meter of claim 1 , wherein the processing circuit comprises an analog-to-digital converter. 20. The electric meter of claim 1 , wherein the processing circuit comprises a processor configured to at least one of generate the magnetic field vectors, compute the de-mixing matrix or linear transform the magnetic field vectors. 21. The electric meter of claim 1 , wherein the processing circuit comprises a transceiver configured to communicate with at least one of a user interface, a measurement device or a further processing circuit. 22. The electric meter of claim 21 , wherein the transceiver is configured to wirelessly communicate with the at least one of a user interface, a measurement device or a further processing circuit. 23. The electric meter of claim 1 , wherein the processing circuit is further configured to determine a power consumption of each branch of the plurality of branches based on the current usage of the respective branch. 24. The electric meter of claim 1 , further comprising a user interface configured to display a measurement of at least one branch of the plurality of branches. 25. An electric meter system comprising: a plurality of electric meters; a mother processing circuit; a measurement device configured to provide a measurement of a total current of a plurality of branches of a power distribution network; and a total current determination circuit configured to determine the total current based on the measurement from the measurement device; wherein each electric meter of the plurality of electric meters comprises a sensor circuit configured to provide a plurality of instantaneous magnetic field measurements; and a daughter processing circuit configured to generate a time-series of magnetic field vectors, each magnetic field vector of the time-series of magnetic field vectors comprising the plurality of instantaneous magnetic field measurements; wherein the mother processing circuit is configured to receive partially processed data from at least one electric meter of the plurality of electric meters and further configured to provide a current reading to a user interface; wherein at least one of the mother processing circuit or the daughter pro
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