Real-time update of power system models for dynamic security assessment
Provided is a system and method for updating dynamic power system models during each DSA analysis cycle. In one example, the method may include iteratively executing a dynamic security analysis (DSA) on a power grid based on a simulation of a dynamic power system model, receiving measurements from one or more sensors on the power grid, modifying one or more parameters of the dynamic power system model used in a previous iteration of the DSA based on the received measurements, simulating the modified dynamic power system model, determining a security value of the power grid during a current iteration of the DSA based on the simulated modified dynamic power system model, and storing the determined security value in memory.
1 . A method comprising:
providing a periodic interval including a first time and a second time, wherein a dynamic security analysis (DSA) is iteratively executed for a plurality of consecutive periodic intervals;
executing a first DSA on a power grid based on a simulation of a first dynamic power system model, wherein the execution of the first DSA is at the first time of a first periodic interval;
receiving, after execution of the first DSA, measurements from one or more sensors on the power grid;
automatically generating a modified dynamic power system model by modifying in real-time one or more parameters of the first dynamic power system model used by the first DSA, the modification including a real-time automatic rule-based increase or a real-time automatic rule-based decrease of at least one or more parameters in the first dynamic power system model, wherein the rule-based increase or the rule-based decrease is an effect of turning on/off an automatic voltage regulator (AVR) of the power grid which alters the one or more parameters of a voltage in the model, and wherein the real-time automatic rule-based increase or the real-time automatic rule-based decrease of the at least one or more parameters occurs in response to a detected condition;
wherein:
the modification is at a time between the first time of the first periodic interval and the second time of the first periodic interval;
the modification is performed at two or more layers within a power system network;
executing a second DSA on the power grid at the second time of the first periodic interval, wherein execution of the second DSA includes simulating the modified dynamic power system model;
determining a security value of the power grid during execution of the second DSA based on a current state of the power grid and the simulated modified dynamic power system model, wherein the security value of the power grid is a measure of a stability of the power grid with respect to surviving pre-defined disturbances without interruption to power grid service, and the security value includes a value of one or more of transmission line thermal loading, voltage stability, small-signal stability, rotor angles, and frequency stability;
storing the determined security value in memory;
receiving the determined security value directly at a power grid management application, the power grid management application including an automatic protection system: and
automatically physically opening and closing circuit breakers by the automatic protection system to alter a flow of power, via the power grid management application, based on the determined security value.
2 . The method of claim 1 , further comprising outputting information about the determined security value to a display device and the power grid management application.
3 . The method of claim 1 , wherein the determining the security value of the power grid during the execution of the second DSA is further performed based on an updated power flow on the power grid and updated disturbance contingencies on the power grid since execution of the first DSA.
4 . The method of claim 1 , wherein the receiving comprises receiving sensor data from hardware sensors on the power grid which include one or more of a phasor measurement unit (PMU), a digital fault recorder (DFR), an advanced metering infrastructure (AMI), and a supervisory control and data acquisition (SCADA).
5 . The method of claim 1 , wherein the receiving comprises receiving one or more of state data of a power plant, a power grid topology, predicted load data, predicted power generation data, and non-power system variables.
6 . The method of claim 1 , further comprising verifying the one or more modified parameters of the dynamic power system model based on a simulated response or a measured response of the power grid.
7 . The method of claim 1 , wherein the modifying comprises determining a modification to one or more model parameters based on a machine learning model executed on the measurements received from the one or more sensors on the power grid.
8 . The method of claim 1 , wherein the modifying comprises simultaneously modifying, via a phasor data concentrator (PDC), parameters of a plurality of dynamic power system models corresponding to a plurality of different power plants, respectively.
9 . The method of claim 1 , wherein the modifying comprises modifying, via a phasor measurement unit (PMU), one or more parameters of a dynamic power system model of the PMU, and transmitting the modified dynamic power system model of the PMU to one or more upstream nodes in the power grid.
10 . The method of claim 1 , wherein the modifying comprises modifying the one or more parameters of the dynamic power system model via an energy management system (EMS) of the power grid which is integrated within a cloud platform.
11 . The method of claim 1 , further comprising:
receiving, after execution of the second DSA, measurements from one or more sensors on the power grid;
automatically generating a second modified dynamic power system model by modifying in real-time one or more parameters of the modified dynamic power system model used by the second DSA;
wherein the second modification is at a time between the first time of a second periodic interval and the second time of the second period interval, the second periodic interval immediately following the first periodic interval;
executing a third DSA on the power grid at the second time of the second periodic interval, wherein execution of the third DSA includes simulating the second modified dynamic power system model;
determining the security value of the power grid during execution of the third DSA based on the current state of the power grid and the simulated second modified dynamic power system model.
12 . An apparatus comprising:
a memory; and
a processor configured to
provide a periodic interval including a first time and a second time, wherein a dynamic security analysis (DSA) is iteratively executed for a plurality of consecutive periodic intervals;
execute a first DSA on a power grid based on a simulation of a first dynamic power system model, wherein the execution of the first DSA is at the first time of a first periodic interval;
receive, after execution of the first DSA, measurements from one or more sensors on the power grid;
automatically generate a modified dynamic power system model by modifying in real-time one or more parameters of the first dynamic power system model used by the first DSA, the modification including a real-time automatic rule-based increase or a real-time automatic rule-based decrease of at least one or more parameters in the first dynamic power system model, wherein the rule-based increase or the rule-based decrease is an effect of turning on/off an automatic voltage regulator (AVR) of the power grid which alters the one or more parameters of a voltage in the model, and wherein the real-time automatic rule-based increase or the real-time automatic rule-based decrease of the at least one or more parameters occurs in response to a detected condition;
wherein:
the modification is at a time between the first time of the first periodic interval and the second time of the first periodic interval;
the modification is performed at two or more layers within a power system network;
execute a second DSA on the power grid at the second time of the first periodic interval, wherein execution of the second DSA includes simulation of the modified dynamic power system model;
determine a security value of the power grid during execution of the second DSA based on a current state of the power grid and the simulated modified dynamic power system model, wherein the security value of the power grid is a measure of a stability of the power grid with respect to surviving pre-defined disturbances without interruption to power grid service, and the security value includes a value of one or more transmission line thermal loading, voltage stability, small-signal stability, rotor angles, and frequency stability;
store the determined security value in the memory;
transmit the determined security value directly to a power grid management application, the power grid management system including an automatic protection system; and
automatically physically open and close circuit breakers by the automatic protection system to alter a flow of power, via the power grid management application, based on the determined security value.
13 . The apparatus of claim 12 , wherein the processor is further configured to output information about the determined security value to one or more of a display device and the power grid management application.
14 . The apparatus of claim 12 , wherein the processor is configured to receive sensor data from hardware sensors on the power grid which include one or more of a phasor measurement unit (PMU), a digital fault recorder (DFR), an advanced metering infrastructure (AMI), and a supervisory control and data acquisition (SCADA).
15 . The apparatus of claim 12 wherein the processor is further configured to receive measured data from one or more of state data of a power plant, a power grid topology, predicted load data, predicted power generation data, and non-power system variables.
16 . The apparatus of claim 12 , wherein the processor is further configured to verify the one or more modified parameters of the dynamic power system model based on a simulated response or a measured response of the power grid.
17 . The apparatus of claim 12 , wherein the processor is configured to determine a modification to one or more model parameters based on a machine learning model executed on the measurements received from the one or more sensors on the power grid.
18 . The apparatus of claim 12 , wherein the processor is configured to simultaneously modify, via a phasor data concentrator (PDC), parameters of a plurality of dynamic power system models corresponding to a plurality of different power plants, respectively.
19 . The apparatus of claim 12 , wherein the processor is configured to modify, via a phasor measurement unit (PMU), one or more parameters of a dynamic power system model of the PMU, and transmit the modified dynamic power system model of the PMU to one or more upstream nodes in the power grid.
20 . A non-transitory computer-readable medium comprising instructions which when executed by a processor cause a computer to perform a method comprising:
providing a periodic interval including a first time and a second time wherein a dynamic security analysis (DSA) is iteratively executed for a plurality of consecutive periodic intervals;
executing a first DSA on a power grid based on a simulation of a first dynamic power system model, wherein the execution of the first DSA is at the first time of a first periodic interval;
receiving, after execution of the first DSA, measurements from one or more sensors on the power grid;
automatically generating a modified dynamic power system model by modifying in real-time one or more parameters of the first dynamic power system model used by the first DSA, the modification including a real-time automatic rule-based increase or a real-time automatic rule-based decrease of at least one or more parameters in the first dynamic power system model, wherein the rule-based increase or the rule-based decrease is an effect of turning on/off an automatic voltage regulator (AVR) of the power grid which alters the one or more parameters of a voltage in the model, and wherein the real-time automatic rule-based increase or the real-time automatic rule-based decrease of the at least one or more parameters occurs in response to a detected condition;
wherein:
the modification is at a time between the first time of the first periodic interval and the second time of the first periodic interval;
the modification is performed at two or more layers within a power system network;
executing a second DSA on the power grid at the second time of the first periodic interval, wherein execution of the second DSA includes simulating the modified dynamic power system model;
determining a security value of the power grid during execution of the second DSA based on a current state of the power grid and the simulated modified dynamic power system model, wherein the security value of the power grid is a measure of a stability of the power grid with respect to surviving pre-defined disturbances without interruption to power grid service, and the security value includes a value of one or more transmission line thermal loading, voltage stability, small-signal stability, rotor angles, and frequency stability;
storing the determined security value in memory;
transmitting the determined security value directly to a power grid management application, the power grid management application include an automatic protection system; and
automatically physically opening and closing circuit breakers by the automatic protection system to alter a flow of power, via the power grid management application, based on the determined security value.