Methods and devices for power management based on synthetic machine learning benchmarks
US-11579680-B2 · Feb 14, 2023 · US
US11817708B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11817708-B2 |
| Application number | US-201817282776-A |
| Country | US |
| Kind code | B2 |
| Filing date | Dec 10, 2018 |
| Priority date | Dec 10, 2018 |
| Publication date | Nov 14, 2023 |
| Grant date | Nov 14, 2023 |
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A management apparatus periodically transmits information for setting a first voltage range and a second voltage range smaller than the first voltage range to a distribution power supply apparatus. The distribution power supply apparatus removes, from an interconnection point voltage at an interconnection point with the distribution system, a voltage fluctuation component with a cycle shorter than a cycle in which the information is transmitted from the management apparatus to thereby generate a voltage command value of the interconnection point, and performs reactive power control for eliminating a voltage deviation of the interconnection point voltage with respect to the voltage command value. In the reactive power control, the generation of the reactive power is started when an absolute value of the voltage deviation exceeds the first voltage range, and the reactive power is adjusted until the absolute value falls below the second voltage range.
Opening claim text (preview).
The invention claimed is: 1. A power conversion system comprising: one or more distributed power supply apparatuses interconnected to a distribution system; and a management apparatus for the one or more distributed power supply apparatuses, the management apparatus periodically transmitting, to the one or more distributed power supply apparatuses, information for setting a first voltage range used in control of the one or more distributed power supply apparatuses and a second voltage range smaller than the first voltage range, the distributed power supply apparatus including a distributed power supply, a power conversion circuit to control power conversion between an interconnection point with the distribution system and the distributed power supply, a control operation circuit to control the power conversion circuit, and a voltage detector to detect a voltage of the interconnection point, wherein the control operation circuit removes, from an interconnection point voltage detected by the voltage detector, a voltage fluctuation component with a cycle shorter than a cycle in which the information is transmitted from the management apparatus, to thereby generate a voltage command value of the interconnection point, and performs reactive power control of causing the power conversion circuit to generate reactive power for eliminating a voltage deviation of the interconnection point voltage with respect to the voltage command value, and in the reactive power control, the generation of the reactive power is started when an absolute value of the voltage deviation exceeds the first voltage range, and the reactive power is adjusted so as to decrease the absolute value of the voltage deviation until the absolute value of the voltage deviation falls below the second voltage range. 2. The power conversion system according to claim 1 , wherein the control operation circuit provides a holding period in which the generation of the reactive power at a point of time when the absolute value of the voltage deviation falls below the second voltage range due to the generation of the reactive power is held, and after the holding period ends, performs a rating process of gradually moving an absolute value of the reactive power toward zero. 3. The power conversion system according to claim 2 , wherein the control operation circuit adjusts the reactive power again so as to decrease the absolute value of the voltage deviation when the absolute value of the voltage deviation exceeds the first voltage range during the holding period. 4. The power conversion system according to claim 1 , wherein the control operation circuit performs a rating process of gradually moving an absolute value of the reactive power toward zero after the absolute value of the voltage deviation falls below the second voltage range. 5. The power conversion system according to claim 1 , wherein the distributed power supply apparatuses are interconnected to the distribution system, the first and second voltage ranges are separately set in the distributed power supply apparatuses, and the management apparatus updates the information for updating the first and second voltage ranges so as to balance sharing of the generation of the reactive power among the distributed power supply apparatuses based on an actual result value of the reactive power control in the distributed power supply apparatuses, and periodically transmits the information to the distributed power supply apparatuses. 6. The power conversion system according to claim 2 , wherein the distributed power supply apparatuses are interconnected to the distribution system, in the distributed power supply apparatuses, the first and second voltage ranges are separately set, and a length of the holding period is set in common, and the management apparatus periodically transmits, to each of the distributed power supply apparatuses, information for changing the length of the holding period based on an actual result of the reactive power control in the distributed power supply apparatuses. 7. The power conversion system according to claim 6 , further comprising a step voltage regulator connected to the distribution system, wherein the length of the holding period is variably set within a range not greater than a maximum time set variably based on an actual operation result of the step voltage regulator. 8. The power conversion system according to claim 2 , wherein the distributed power supply apparatuses are interconnected to the distribution system, in the distributed power supply apparatuses, the first and second voltage ranges are separately set, and an amount of change in an absolute value of the reactive power per unit time in the rating process is set in common, and the management apparatus periodically transmits, to each of the distributed power supply apparatuses, information for changing the amount of change based on an actual result of the reactive power control in the distributed power supply apparatuses. 9. The power conversion system according to claim 1 , wherein the distributed power supply apparatuses are interconnected to the distribution system, the first and second voltage ranges are separately set in the distributed power supply apparatuses, the management apparatus includes a neural network model for machine learning of input and output characteristics of the distributed power supply apparatus, an input signal of the neural network model includes data indicating a state of the distributed power supply apparatus and a command value of the distributed power supply apparatus including the first and second voltage ranges, an output signal of the neural network model includes a reactive power ratio that is a ratio of an actual result value of the generated reactive power to rated apparent power of the power conversion circuit in the distributed power supply apparatus, the management apparatus calculates a weighting factor of a plurality of neurons configuring the neural network model every time the input signal and the output signal are obtained based on the actual result value of the reactive power control in the distributed power supply apparatuses, and the management apparatus updates the command value so as to balance sharing of the generation of the reactive power among the distributed power supply apparatuses using the neural network model, and periodically transmits information about the command value to the distributed power supply apparatuses. 10. A management apparatus for a power conversion system in which a distributed power supply apparatus is interconnected to a distribution system, the management apparatus comprising a communication unit to periodically transmit, to the distributed power supply apparatus, information for setting a first voltage range used in control of the distributed power supply apparatus and a second voltage range smaller than the first voltage range, wherein the distributed power supply apparatus removes, from an interconnection point voltage at an interconnection point with the distribution system, a voltage fluctuation component with a cycle shorter than a cycle in which the information is transmitted from the communication unit, to thereby generate a voltage command value of the interconnection point, and performs reactive power control of generating reactive power for eliminating a voltage deviation of the interconnection point voltage with respect to the voltage command value, and in the reactive power control, the generation of the reactive power is started when an absolute value of the voltage deviation exceeds the first voltage range, and the reactive power is adjusted so as to decrease the absolute value of the voltage deviation un
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