Publications

125 Results

Search results

Jump to search filters

Primary Frequency Response Reserve Products for Inverter-Based Resources

Proceedings of the Annual Hawaii International Conference on System Sciences

Garcia, Manuel J.; Baldick, Ross; Wilches-Bernal, Felipe

Primary frequency control in power systems is being challenged by the large-scale integration of inverter-based resources (IBRs) because they do not typically respond to frequency fluctuations. This paper suggests introducing new reserve products into the electricity market that provide incentive for IBRs to contribute to primary frequency control in ways that take advantage of their fast-acting capabilities. In addition to a Primary Frequency Response (PFR) reserve product, which accommodates standard droop control, we suggest introducing a Fast Frequency Response (FFR) reserve product, a reserve product for Virtual Inertia (VI), which is also known as synthetic inertia, and an inertia product. We adopt a reserve requirement that guarantees sufficient primary frequency response reserve to adequately arrest frequency decline in response to a large generator outage within a certain margin. We place this reserve requirement into a real-time co-optimization problem, derive prices for each product and analyze the incentives provided to IBRs.

More Details

Asynchronous Traveling Wave-based Distribution System Protection with Graph Neural Networks

2022 IEEE Kansas Power and Energy Conference, KPEC 2022

Jimenez-Aparicio, Miguel; Reno, Matthew J.; Wilches-Bernal, Felipe

The paper proposes an implementation of Graph Neural Networks (GNNs) for distribution power system Traveling Wave (TW) - based protection schemes. Simulated faults on the IEEE 34 system are processed by using the Karrenbauer Transform and the Stationary Wavelet Transform (SWT), and the energy of the resulting signals is calculated using the Parseval's Energy Theorem. This data is used to train Graph Convolutional Networks (GCNs) to perform fault zone location. Several levels of measurement noise are considered for comparison. The results show outstanding performance, more than 90% for the most developed models, and outline a fast, reliable, asynchronous and distributed protection scheme for distribution level networks.

More Details

Input Signal for Synthetic Inertia: Estimated ROCOF Versus Remote Machine Acceleration

2022 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2022

Wilches-Bernal, Felipe; Wold, Josh; Balliet, W.H.

This paper studies the differences in a synthetic inertia controller of using two different feedback measurements: (i) an estimate of the rate of change of frequency from local voltage measurements, and (ii) a remote machine acceleration from a generator nearby to the actuator. The device that provides the synthetic inertia action is a converter interfaced generator (CIG). The paper carries out analysis in the frequency domain, using Bode plots, to show that synthetic inertia control using frequency estimates is more prone to instabilities than for the case where a machine speed is used. The paper then proposes a controller (or a filter) to mitigate these effects. In addition, the paper shows the effects that a delay of the machine speed signal of the nearby generator has on the synthetic inertia control of the system and how a controller is also needed in this case. Finally, the paper shows the difference in performance of a synthetic inertia controller when using these different measurement signals with simulations in time domain a electromagnetic transient program platform.

More Details

An Algorithm for Fast Fault Location and Classification Based on Mathematical Morphology and Machine Learning

2022 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2022

Wilches-Bernal, Felipe; Jimenez-Aparicio, Miguel; Reno, Matthew J.

This paper presents a novel approach for fault location and classification based on combining mathematical morphology (MM) with Random Forests (RF). The MM stage of the method is used to pre-process voltage and current data. Signal vector norms on the output signals of the MM stage are then used as the input features for a RF machine learning classifier and regressor. The data used as input for the proposed approach comprises only a window of 50 µs before and after the fault is detected. The proposed method is tested with noisy data from a small simulated system. These results show 100% accuracy for the classification task and prediction errors with an average of ~13 m in the fault location task.

More Details

A Machine Learning-based Method using the Dynamic Mode Decomposition for Fault Location and Classification

2022 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2022

Wilches-Bernal, Felipe; Jimenez-Aparicio, Miguel; Reno, Matthew J.

A novel method for fault classification and location is presented in this paper. This method is divided into an initial signal processing stage that is followed by a machine learning stage. The initial stage analyzes voltages and currents with a window-based approach based on the dynamic mode decomposition (DMD) and then applies signal norms to the resulting DMD data. The outputs for the signal norms are used as features for a random-forests for classifying the type of fault in the system as well as for fault location purposes. The method was tested on a small distribution system where it showed an accuracy of 100% in fault classification and a mean error of ~ 30 m when predicting the fault location.

More Details

A Resource Aware Droop Control Strategy for a PV, Wind, and Energy Storage Flexible Power (Flexpower) Plant

2022 IEEE Kansas Power and Energy Conference, KPEC 2022

Wilches-Bernal, Felipe; Haines, John T.; Darbali-Zamora, Rachid; Jimenez-Aparicio, Miguel

This paper uses clusters of solar photovoltaic units, wind turbines, and battery energy storage systems as a single controllable plant and proposes a method to enable adaptive plant wide droop control. Each of these clusters is defined as a Flexpower plant. The proposed control is presented with multiple configurations that enable the same overall droop characteristic to the Flexpower plant, but use each of the resource technologies in a different manner. One of the control configurations considers the availability of the resources for wind and solar units, as well as the state of charge of energy storage units, when distributing droop action to each unit that comprise the Flexpower plant. The proposed approaches were tested in a small power system where it is shown that the Flexpower plant can provide frequency regulation to the system in a variety of ways depending on which of the proposed control configurations was selected.

More Details

Data-driven Modeling of Commercial Photovoltaic Inverter Dynamics Using Power Hardware-in-the-Loop

2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022

Guruwacharya, Nischal; Bhandari, Harish; Subedi, Sunil; Vasquez-Plaza, Jesus D.; Stoel, Matthew L.; Tamrakar, Ujjwol; Wilches-Bernal, Felipe; Andrade, Fabio; Hansen, Timothy M.; Tonkoski, Reinaldo

Grid technologies connected via power electronic converter (PEC) interfaces increasingly include the grid support functions for voltage and frequency support defined by the IEEE 1547-2018 standard. The shift towards converter-based generation necessitates accurate PEC models for assessing system dynamics that were previously ignored in conventional power systems. In this paper, a method for assessing photovoltaic (PV) inverter dynamics using a data-driven technique with power hardware-in-the-loop is presented. The data-driven modeling technique uses various probing signals to estimate commercial off-the-shelf (COTS) inverter dynamics. The MATLAB system identification toolbox is used to develop a dynamic COTS inverter model from the perturbed grid voltage (i.e., probing signal) and measured current injected to the grid by the inverter. The goodness-of-fit of COTS inverter dynamics in Volt-VAr support mode under each probing signal is compared. The results show that the logarithmic square-chirp probing signal adequately excites the COTS inverter in Volt-VAr mode to fit a data-driven dynamic model.

More Details

Asynchronous Traveling Wave-based Distribution System Protection with Graph Neural Networks

2022 IEEE Kansas Power and Energy Conference, KPEC 2022

Jimenez-Aparicio, Miguel; Reno, Matthew J.; Wilches-Bernal, Felipe

The paper proposes an implementation of Graph Neural Networks (GNNs) for distribution power system Traveling Wave (TW) - based protection schemes. Simulated faults on the IEEE 34 system are processed by using the Karrenbauer Transform and the Stationary Wavelet Transform (SWT), and the energy of the resulting signals is calculated using the Parseval's Energy Theorem. This data is used to train Graph Convolutional Networks (GCNs) to perform fault zone location. Several levels of measurement noise are considered for comparison. The results show outstanding performance, more than 90% for the most developed models, and outline a fast, reliable, asynchronous and distributed protection scheme for distribution level networks.

More Details

Cramér-Rao Lower Bound for Forced Oscillations under Multi-channel Power Systems Measurements

2022 17th International Conference on Probabilistic Methods Applied to Power Systems, PMAPS 2022

Xu, Z.; Pierre, J.W.; Elliott, Ryan T.; Schoenwald, David A.; Wilches-Bernal, Felipe; Pierre, Brian J.

The Cramér-Rao Lower Bound (CRLB) is used as a classical benchmark to assess estimators. Online algorithms for estimating modal properties from ambient data, i.e., mode meters, can benefit from accurate estimates of forced oscillations. The CRLB provides insight into how well forced oscillation parameters, e.g., frequency and amplitude, can be estimated. Previous works have solved the lower bound under a single-channel PMU measurement; thus, this paper extends works further to study CRLB under two-channel PMU measurements. The goal is to study how correlated/uncorrelated noise can affect estimation accuracy. Interestingly, these studies shows that correlated noise can decrease the CRLB in some cases. This paper derives the CRLB for the two-channel case and discusses factors that affect the bound.

More Details

Control of High Voltage DC Links between Interconnections for Small Signal Stability

2020 52nd North American Power Symposium, NAPS 2020

Pierre, Brian J.; Wilches-Bernal, Felipe; Schoenwald, David A.

More Details

A Dynamic Mode Decomposition Scheme to Analyze Power Quality Events

IEEE Access

Wilches-Bernal, Felipe; Reno, Matthew J.; Hernandez-Alvidrez, Javier

This paper presents a new method for detecting power quality disturbances, such as faults. The method is based on the dynamic mode decomposition (DMD)-a data-driven method to estimate linear dynamics whose eigenvalues and eigenvectors approximate those of the Koopman operator. The proposed method uses the real part of the main eigenvalue estimated by the DMD as the key indicator that a power quality event has occurred. The paper shows how the proposed method can be used to detect events using current and voltage signals to distinguish different faults. Because the proposed method is window-based, the effect that the window size has on the performance of the approach is analyzed. In addition, a study on the effect that noise has on the proposed approach is presented.

More Details

A Survey of Traveling Wave Protection Schemes in Electric Power Systems

IEEE Access

Wilches-Bernal, Felipe; Bidram, Ali; Reno, Matthew J.; Hernandez-Alvidrez, Javier; Barba, Pedro; Reimer, Benjamin; Carr, Christopher C.; Lavrova, Olga

As a result of the increase in penetration of inverter-based generation such as wind and solar, the dynamics of the grid are being modified. These modifications may threaten the stability of the power system since the dynamics of these devices are completely different from those of rotating generators. Protection schemes need to evolve with the changes in the grid to successfully deliver their objectives of maintaining safe and reliable grid operations. This paper explores the theory of traveling waves and how they can be used to enable fast protection mechanisms. It surveys a list of signal processing methods to extract information on power system signals following a disturbance. The paper also presents a literature review of traveling wave-based protection methods at the transmission and distribution levels of the grid and for AC and DC configurations. The paper then discusses simulations tools to help design and implement protection schemes. A discussion of the anticipated evolution of protection mechanisms with the challenges facing the grid is also presented.

More Details

Configurable Microgrid Modelling with Multiple Distributed Energy Resources for Dynamic System Analysis

IEEE Power and Energy Society General Meeting

Darbali-Zamora, Rachid; Wilches-Bernal, Felipe; Naughton, Brian

As renewable energy sources are becoming more dominant in electric grids, particularly in micro grids, new approaches for designing, operating, and controlling these systems are required. The integration of renewable energy devices such as photovoltaics and wind turbines require system design considerations to mitigate potential power quality issues caused by highly variable generation. Power system simulations play an important role in understanding stability and performance of electrical power systems. This paper discusses the modeling of the Global Laboratory for Energy Asset Management and Manufacturing (GLEAMM) micro grid integrated with the Sandia National Laboratories Scaled Wind Farm Technology (SWiFT) test site, providing a dynamic simulation model for power flow and transient stability analysis. A description of the system as well as the dynamic models is presented.

More Details

Opportunities and Trends for Energy Storage plus Solar in CAISO: 2014-2018

IEEE Power and Energy Society General Meeting

Byrne, Raymond H.; Nguyen, Tu A.; Headley, Alexander; Wilches-Bernal, Felipe; Concepcion, Ricky; Trevizan, Rodrigo D.

More Details

Inertia estimation in power systems using energy storage and system identification techniques

2020 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2020

Wilches-Bernal, Felipe; Tamrakar, Ujjwol; Guruwacharya, Nischal; Bhujel, Niranjan; Hansen, Timothy M.; Tonkoski, Reinaldo

Fast-frequency control strategies have been proposed in the literature to maintain inertial response of electric generation and help with the frequency regulation of the system. However, it is challenging to deploy such strategies when the inertia constant of the system is unknown and time-varying. In this paper, we present a data-driven system identification approach for an energy storage system (ESS) operator to identify the inertial response of the system (and consequently the inertia constant). The method is first tested and validated with a simulated genset model using small changes in the system load as the excitation signal and measuring the corresponding change in frequency. The validated method is then used to experimentally identify the inertia constant of a genset. The inertia constant of the simulated genset model was estimated with an error of less than 5% which provides a reasonable estimate for the ESS operator to properly tune the parameters of a fast-frequency controller.

More Details

Inertia estimation in power systems using energy storage and system identification techniques

2020 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2020

Tamrakar, Ujjwol; Guruwacharya, Nischal; Bhujel, Niranjan; Wilches-Bernal, Felipe; Hansen, Timothy M.; Tonkoski, Reinaldo

Fast-frequency control strategies have been proposed in the literature to maintain inertial response of electric generation and help with the frequency regulation of the system. However, it is challenging to deploy such strategies when the inertia constant of the system is unknown and time-varying. In this paper, we present a data-driven system identification approach for an energy storage system (ESS) operator to identify the inertial response of the system (and consequently the inertia constant). The method is first tested and validated with a simulated genset model using small changes in the system load as the excitation signal and measuring the corresponding change in frequency. The validated method is then used to experimentally identify the inertia constant of a genset. The inertia constant of the simulated genset model was estimated with an error of less than 5% which provides a reasonable estimate for the ESS operator to properly tune the parameters of a fast-frequency controller.

More Details

Damping of Inter-Area Oscillations via Modulation of Aggregated Loads

IEEE Transactions on Power Systems

Wilches-Bernal, Felipe; Byrne, Raymond H.; Lian, Jianming

Low frequency electromechanical oscillations can pose a threat to the stability of power systems if not properly addressed. This paper proposes a novel methodology to damp these inter-area oscillations using loads, the demand side of the system. In the proposed methodology, loads are assigned to an aggregated cluster whose demand is modulated for oscillation damping. The load cluster control action is obtained from an optimal output feedback control (OOFC) strategy. The paper presents an extension to the regular OOFC formulation by imposing a constraint on the sum of the rows in the optimal gain matrix. This constraint is useful when the feedback signals are generator speeds. In this case, the sum of the rows of the optimal gain matrix is the droop gain of each load actuator. Time-domain simulations of a large-scale power system are used to demonstrate the efficacy of the proposed control algorithm. Two different cases are considered: a power imbalance and a line fault. The simulation results show that the proposed controllers successfully damp inter-area oscillations under different operating conditions and with different clustering for the events considered. In addition, the simulations illustrate the benefit of the proposed extension to the OOFC that enable load to provide a combination of droop control and small signal stability augmentation.

More Details

Forced oscillations in the western interconnection with the pacific dc intertie wide area damping controller

2020 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2020

Wilches-Bernal, Felipe; Pierre, Brian J.; Schoenwald, David A.; Elliott, Ryan T.; Byrne, Raymond H.; Neely, Jason C.; Trudnowski, Daniel J.

Forced oscillations in power systems are of particular interest when they interact and reinforce inter-area oscillations. This paper determines how a previously proposed inter-area damping controller mitigates forced oscillations. The damping controller modulates active power on the Pacific DC Intertie (PDCI) based on phasor measurement units (PMU) frequency measurements. The primary goal of the controller is to improve the small signal stability of the north south B mode in the North American Western Interconnection (WI). The paper presents small signal stability analysis in a reduced order system, time-domain simulations of a detailed representation of the WI and actual system test results to demonstrate that the PDCI damping controller provides effective damping to forced oscillations in the frequency range below 1 Hz.

More Details

A Test Bed for Evaluating Frequency Estimation Algorithms in Synthetic Inertia Control: User Manual

Wilches-Bernal, Felipe; Balliet, W.H.; Wold, Joshua

As penetration of converter interfaced generators (CIGs) increases, the need for CIG frequency control participation increases. Traditionally, research in this area has been performed using positive sequence simulation software, which provides voltage magnitude and phase measurements, but not point-on-wave (POW) measurements. This means that the effect of frequency estimation algorithms cannot be accurately modeled, especially when the voltage waveform is distorted by faults or load connection events. This report serves as a user manual for an electromagnetic transient simulation testbed, which allows for accurate modeling of frequency estimation and control techniques.

More Details

A frequency-shaped controller for damping inter-area oscillations in power systems

IFAC-PapersOnLine

Wilches-Bernal, Felipe; Schoenwald, David A.; Pierre, Brian J.; Byrne, Raymond H.

This paper discusses how to design an inter-area oscillations damping controller using a frequency-shaped optimal output feedback control approach. This control approach was chosen because inter-area oscillations occur at a particular frequency range, from 0.2 to 1 Hz, which is the interval the control action must be prioritized. This paper shows that using only the filter for the system states can sufficiently damp the system modes. In addition, the paper shows that the filter for the input can be adjusted to provide primary frequency regulation to the system with no effect to the desired damping control action. Time domain simulations of a power system with a set of controllable power injection devices are presented to show the effectiveness of the designed controller.

More Details

A frequency-shaped controller for damping inter-area oscillations in power systems

IFAC-PapersOnLine

Wilches-Bernal, Felipe; Schoenwald, David A.; Pierre, Brian J.; Byrne, Raymond H.

This paper discusses how to design an inter-area oscillations damping controller using a frequency-shaped optimal output feedback control approach. This control approach was chosen because inter-area oscillations occur at a particular frequency range, from 0.2 to 1 Hz, which is the interval the control action must be prioritized. This paper shows that using only the filter for the system states can sufficiently damp the system modes. In addition, the paper shows that the filter for the input can be adjusted to provide primary frequency regulation to the system with no effect to the desired damping control action. Time domain simulations of a power system with a set of controllable power injection devices are presented to show the effectiveness of the designed controller.

More Details

A Method for Correcting Frequency and RoCoF Estimates of Power System Signals with Phase Steps

51st North American Power Symposium, NAPS 2019

Wilches-Bernal, Felipe; Wold, Josh; Concepcion, Ricky; Budai, Jamie

This paper analyzes how two Kalman Filter (KF) based frequency estimation algorithms react to phase steps. It is demonstrated that phase steps are interpreted as sharp changes in frequency. The paper studies whether the location of the phase step, within the sinusoidal waveform, has any effect on the frequency estimate. Because phase steps are not the product of a permanent change in the underlying frequency, the paper proposes an algorithm to correct frequency estimates deemed erroneous. The algorithm makes use of the residual of the KF to determine when an estimate is incorrect and to trigger a corrective action in which the frequency estimate is replaced by an average of the previous values that were considered accurate. Using synthesized and simulated data with distortions the paper shows the effectiveness of the correction algorithm in fixing frequency estimates.

More Details

Design of the Pacific DC Intertie Wide Area Damping Controller

IEEE Transactions on Power Systems

Pierre, Brian J.; Wilches-Bernal, Felipe; Schoenwald, David A.; Elliott, Ryan T.; Trudnowski, Daniel J.; Byrne, Raymond H.; Neely, Jason C.

This paper describes the design and implementation of a proof-of-concept Pacific dc Intertie (PDCI) wide area damping controller and includes system test results on the North American Western Interconnection (WI). To damp inter-area oscillations, the controller modulates the power transfer of the PDCI, a ±500 kV dc transmission line in the WI. The control system utilizes real-time phasor measurement unit (PMU) feedback to construct a commanded power signal which is added to the scheduled power flow for the PDCI. After years of design, simulations, and development, this controller has been implemented in hardware and successfully tested in both open and closed-loop operation. The most important design specifications were safe, reliable performance, no degradation of any system modes in any circumstances, and improve damping to the controllable modes in the WI. The main finding is that the controller adds significant damping to the modes of the WI and does not adversely affect the system response in any of the test cases. The primary contribution of this paper, to the state of the art research, is the design methods and test results of the first North American real-time control system that uses wide area PMU feedback.

More Details

Revenue Opportunities for Electric Storage Resources in the Southwest Power Pool Integrated Marketplace

IEEE Power and Energy Society General Meeting

Concepcion, Ricky; Wilches-Bernal, Felipe; Byrne, Raymond H.

This paper explores the revenue potential for electric storage resources (ESRs), also referred to as electrical energy storage, in the Southwest Power Pool Integrated Marketplace. In particular, opportunities in the day-ahead market with the energy and frequency regulation products are considered. The revenue maximization problem is formulated as a linear program model, where an ESR seeks to maximize its revenue through the available revenue streams. The ESR has perfect foresight of historical prices and determines the optimal policy accordingly. A case study using FY2018 data shows that frequency regulation services are the most lucrative for revenue potential. This paper also explores different methods of using area control error data to infer the regulation control signal and the consequent effect on the optimization. Finally, the paper conducts a sensitivity analysis of ESR payback period to energy capacity and power rating.

More Details

PDCI Damping Controller Summary of Project Achievements

Schoenwald, David A.; Pierre, Brian J.; Wilches-Bernal, Felipe; Elliott, Ryan T.; Byrne, Raymond H.; Neely, Jason C.; Trudnowski, Daniel J.

This report presents a complete listing, as of May 2019, of the damping controller (DCON) project accomplishments including a project overview, project innovations, awards, patent application, journal papers, conference papers, project reports, and project presentations. The purpose of the DCON is to mitigate inter-area oscillations in the WI by active improvement of oscillatory mode damping using phasor measurement unit (PMU) feedback to modulate power flow in the PDCI. The DCON project is the result of a collaboration between Sandia National Laboratories (SNL), Montana Technological University (MTU), Bonneville Power Administration (BPA), and the Department of Energy Office of Electricity (DOE-OE).

More Details

Effects of wind turbine generators on inter-area oscillations and damping control design

Proceedings of the Annual Hawaii International Conference on System Sciences

Wilches-Bernal, Felipe; Lackner, Christoph; Chow, Joe H.; Sanchez-Gasca, Juan J.

This paper analyzes the effect of wind turbine integration (WT) on the inter-area oscillation mode of a test two-area power system. The paper uses a root-locus based design method to propose a pair of controllers to provide damping to the inter-area mode of the system. The controllers are selected from the best combination of feedback signal and WT control action. One of the controllers uses the active power control part of the WT while the other uses the reactive power part. The paper analyzes the impact that increases on the transmission line connecting the WT to the system have on the controllers' performance. Time domain simulations are provided to evaluate the effectiveness of the controllers under different conditions.

More Details

Potential Impacts of Misconfiguration of Inverter-Based Frequency Control

IEEE Power and Energy Society General Meeting

Wilches-Bernal, Felipe; Concepcion, Ricky; Johnson, Jay; Byrne, Raymond H.

This paper focuses on a transmission system with a high penetration of converter-interfaced generators participating in its primary frequency regulation. In particular, the effects on system stability of widespread misconfiguration of frequency regulation schemes are considered. Failures in three separate primary frequency control schemes are analyzed by means of time domain simulations where control action was inverted by, for example, negating controller gain. The results indicate that in all cases the frequency response of the system is greatly deteriorated and, in multiple scenarios, the system loses synchronism. It is also shown that including limits to the control action can mitigate the deleterious effects of inverted control configurations.

More Details

A Tool to Characterize Delays and Packet Losses in Power Systems With Synchrophasor Data

IEEE Power and Energy Technology Systems Journal

Lackner, Christoph; Wilches-Bernal, Felipe; Pierre, Brian J.; Schoenwald, David A.

This study describes the implementation of a tool to estimate latencies and data dropouts in communication networks transferring synchrophasor data defined by the C37.118 standard. The tool assigns a time tag to synchrophasor packets at the time it receives them according to a global positioning system clock and with this information is able to determine the time those packets took to reach the tool. The tool is able to connect simultaneously to multiple phasor measurement units (PMUs) sending packets at different reporting rates with different transport protocols such as user datagram protocol or transmission control protocol. The tool is capable of redistributing every packet it receives to a different device while recording the exact time this information is re-sent into the network. The results of measuring delays from a PMU using this tool are presented and compared with those of a conventional network analyzer. The results show that the tool presented in this paper measures delays more accurately and precisely than the conventional network analyzer.

More Details

Integrated Cyber/Physical Grid Resiliency Modeling

Dawson, Lon A.; Verzi, Stephen J.; Levin, Drew; Melander, Darryl; Sorensen, Asael H.; Cauthen, Katherine R.; Wilches-Bernal, Felipe; Berg, Timothy M.; Lavrova, Olga; Guttromson, Ross

This project explored coupling modeling and analysis methods from multiple domains to address complex hybrid (cyber and physical) attacks on mission critical infrastructure. Robust methods to integrate these complex systems are necessary to enable large trade-space exploration including dynamic and evolving cyber threats and mitigations. Reinforcement learning employing deep neural networks, as in the AlphaGo Zero solution, was used to identify "best" (or approximately optimal) resilience strategies for operation of a cyber/physical grid model. A prototype platform was developed and the machine learning (ML) algorithm was made to play itself in a game of 'Hurt the Grid'. This proof of concept shows that machine learning optimization can help us understand and control complex, multi-dimensional grid space. A simple, yet high-fidelity model proves that the data have spatial correlation which is necessary for any optimization or control. Our prototype analysis showed that the reinforcement learning successfully improved adversary and defender knowledge to manipulate the grid. When expanded to more representative models, this exact type of machine learning will inform grid operations and defense - supporting mitigation development to defend the grid from complex cyber attacks! This same research can be expanded to similar complex domains.

More Details

Analysis of the Effect of Communication Latencies on HVDC-Based Damping Control

Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference

Wilches-Bernal, Felipe; Schoenwald, David A.; Fan, Rui; Elizondo, Marcelo; Kirkham, Harold

A wide-area controller to damp inter-area oscillations in the North American Western Interconnection (WI) by modulating power transfers in a HVDC link is used in this paper to investigate the effects that latencies in its feedback signals have on its performance. This controller uses two feedback measurements to perform its control action. The analysis show that the stabilizing effect of the controller in transient stability and small signal stability is compromised as the feedback measurements experience higher delays. The results show that one of the feedback signals can tolerate more delay than the other. The analysis was performed with Bode plots and time domain simulations on a reduced order model of the WI from which a linear version was obtained.

More Details

Analysis of the Effect of Communication Latencies on HVDC-Based Damping Control

Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference

Wilches-Bernal, Felipe; Schoenwald, David A.; Fan, Rui; Elizondo, Marcelo; Kirkham, Harold

A wide-area controller to damp inter-area oscillations in the North American Western Interconnection (WI) by modulating power transfers in a HVDC link is used in this paper to investigate the effects that latencies in its feedback signals have on its performance. This controller uses two feedback measurements to perform its control action. The analysis show that the stabilizing effect of the controller in transient stability and small signal stability is compromised as the feedback measurements experience higher delays. The results show that one of the feedback signals can tolerate more delay than the other. The analysis was performed with Bode plots and time domain simulations on a reduced order model of the WI from which a linear version was obtained.

More Details

Structuring the Optimal Output Feedback Control Gain: A Soft Constraint Approach

Proceedings of the IEEE Conference on Decision and Control

Wilches-Bernal, Felipe; Copp, David A.; Bacelli, Giorgio; Byrne, Raymond H.

This paper discusses the optimal output feedback control problem of linear time-invariant systems with additional restrictions on the structure of the optimal feedback control gain. These restrictions include setting individual elements of the optimal gain matrix to zero and making the sum of certain rows of the gain matrix equal to desired values. The paper proposes a method that modifies the standard quadratic cost function to include soft constraints ensuring the satisfaction of these restrictions on the structure of the optimal gain. Necessary conditions for optimality with these soft constraints are derived, and an algorithm to solve the resulting optimal output feedback control problem is given. Finally, a power systems example is presented to illustrate the usefulness of proposed approach.

More Details

Use of Wind Turbine Kinetic Energy to Supply Transmission Level Services

Guttromson, Ross; Gravagne, Ian; White, Jonathan R.; Berg, Jonathan C.; Wilches-Bernal, Felipe; Paquette, Joshua A.; Hansen, Clifford

This paper discusses the broad use of rotational kinetic energy stored in wind turbine rotors to supply services to the electrical power grid. The grid services are discussed in terms of zero-net-energy, which do not require a reduction in power output via pitch control (spill), but neither do they preclude doing so. The services discussed include zero-net-energy regulation, transient and small signal stability, and other frequency management services. The delivery of this energy requires a trade-off between the frequency and amplitude of power modulation and is limited, in some cases, by equipment ratings and the unresearched long-term mechanical effects on the turbine. As wind displaces synchronous generation, the grid's inertial storage is being reduced, but the amount of accessible kinetic energy in a wind turbine at rated speed is approximately 6 times greater than that of a generator with only a 0.12% loss in efficiency and 75 times greater at 10% loss. The potential flexibility of the wind's kinetic storage is also high. However, the true cost of providing grid services using wind turbines, which includes a potential increase in operations and maintenance costs, have not been compared to the value of the services themselves.

More Details

Use and Testing of a Wind Turbine for the Supply of Balancing Reserves and Wide-Area Grid Stability

Guttromson, Ross; Gravagne, Ian; Berg, Jonathan C.; White, Jonathan R.; Wilches-Bernal, Felipe; Summers, Adam; Schoenwald, David A.

This report documents the use of wind turbine inertial energy for the supply of two specific electric power grid services; system balancing and real power modulation to improve grid stability. Each service is developed to require zero net energy consumption. Grid stability was accomplished by modulating the real power output of the wind turbine at a frequency and phase associated with wide-area modes. System balancing was conducted using a grid frequency signal that was high-pass filtered to ensure zero net energy. Both services used Phasor Measurement Units (PMUs) as their primary source of system data in a feedforward control (for system balancing) and feedback control (for system stability).

More Details

Simulation results for the pacific DC intertie wide area damping controller

IEEE Power and Energy Society General Meeting

Pierre, Brian J.; Wilches-Bernal, Felipe; Elliott, Ryan T.; Schoenwald, David A.; Neely, Jason C.; Byrne, Raymond H.; Trudnowski, Daniel J.

This paper presents simulation results of a control scheme for damping inter-area oscillations using high-voltage DC (HVDC) power modulation. The control system utilizes realtime synchrophasor feedback to construct a supplemental commanded power signal for the Pacific DC Intertie (PDCI) in the North American Western Interconnection (WI). A prototype of this controller has been implemented in hardware and, after multiple years of development, successfully tested in both open and closed-loop operation. This paper presents simulation results of the WI during multiple severe contingencies with the damping controller in both open and closed-loop. The primary results are that the controller adds significant damping to the controllable modes of the WI and that it does not adversely affect the system response in any of the simulated cases. Furthermore, the simulations show that a feedback signal composed of the frequency difference between points of measurement near the Washington-Oregon border and the California-Oregon border can be employed with similar results to a feedback signal constructed from measurements taken near the Washington-Oregon border and southern California. This is an important consideration because it allowed the control system to be designed without relying upon cross-system measurements, which would have introduced significant additional delay.

More Details

Effect of time delay asymmetries in power system damping control

IEEE Power and Energy Society General Meeting

Wilches-Bernal, Felipe; Concepcion, Ricky; Neely, Jason C.; Schoenwald, David A.; Byrne, Raymond H.; Pierre, Brian J.; Elliott, Ryan T.

Distributed control compensation based on local and remote sensor feedback can improve small-signal stability in large distributed systems, such as electric power systems. Long distance remote measurements, however, are potentially subject to relatively long and uncertain network latencies. In this work, the issue of asymmetrical network latencies is considered for an active damping application in a two-area electric power system. The combined effects of latency and gain are evaluated in time domain simulation and in analysis using root-locus and the maximum singular value of the input sensitivity function. The results aid in quantifying the effects of network latencies and gain on system stability and disturbance rejection.

More Details

Effect of time delay asymmetries in power system damping control

IEEE Power and Energy Society General Meeting

Wilches-Bernal, Felipe; Concepcion, Ricky; Neely, Jason C.; Schoenwald, David A.; Byrne, Raymond H.; Pierre, Brian J.; Elliott, Ryan T.

Distributed control compensation based on local and remote sensor feedback can improve small-signal stability in large distributed systems, such as electric power systems. Long distance remote measurements, however, are potentially subject to relatively long and uncertain network latencies. In this work, the issue of asymmetrical network latencies is considered for an active damping application in a two-area electric power system. The combined effects of latency and gain are evaluated in time domain simulation and in analysis using root-locus and the maximum singular value of the input sensitivity function. The results aid in quantifying the effects of network latencies and gain on system stability and disturbance rejection.

More Details

Initial closed-loop testing results for the pacific DC intertie wide area damping controller

IEEE Power and Energy Society General Meeting

Trudnowski, Daniel; Pierre, Brian J.; Wilches-Bernal, Felipe; Schoenwald, David A.; Elliott, Ryan T.; Neely, Jason C.; Byrne, Raymond H.; Kosterev, Dmitry

Lightly damped electromechanical oscillations are a source of concern in the western interconnect. Recent development of a reliable real-time wide-area measurement system (WaMS) has enabled the potential for large-scale damping control approaches for stabilizing critical oscillation modes. a recent research project has focused on the development of a prototype feedback modulation controller for the Pacific DC Intertie (PDCI) aimed at stabilizing such modes. The damping controller utilizes real-time WaMS signals to form a modulation command for the DC power on the PDCI. This paper summarizes results from the first actual-system closed-loop tests. Results demonstrate desirable performance and improved modal damping consistent with previous model studies.

More Details

Communication enabled—fast acting imbalance reserve (CE-FAIR)

IEEE Transactions on Power Systems

Wilches-Bernal, Felipe; Concepcion, Ricky; Neely, Jason C.; Ellis, Abraham

This letter presents a new frequency control strategy that takes advantage of communications and fast responding resources such as photovoltaic generation, energy storage, wind generation, and demand response, termed collectively as converter interfaced generators (CIGs). The proposed approach uses an active monitoring of power imbalances to rapidly redispatch CIGs. This approach differs from previously proposed frequency control schemes in that it employs feed-forward control based on a measured power imbalance rather than relying on a frequency measurement. Time-domain simulations of the full Western Electricity Coordinating Council system are conducted to demonstrate the effectiveness of the proposed method, showing improved performance.

More Details

Effects of communication latency and availability on synthetic inertia

2017 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2017

Concepcion, Ricky; Wilches-Bernal, Felipe; Byrne, Raymond H.

This paper proposes a method of enabling photovoltaic (PV) power plants to participate in primary frequency response by providing synthetic inertia (SI). This variation, referred to as communication enabled synthetic inertia (CE-SI), utilizes communication capabilities to provide global system frequency information to PV plants to emulate the inertial response of synchronous generators. The performance of CE-SI is analyzed with respect to the challenges associated with communication, such as latency and availability. Results indicate improvements in frequency response over SI using local frequency measurements when communication latency is sufficiently small.

More Details

Design and Implementation of a Wide-Area Damping Controller Using High Voltage DC Modulation and Synchrophasor Feedback

IFAC-PapersOnLine

Schoenwald, David A.; Pierre, Brian J.; Wilches-Bernal, Felipe; Trudnowski, Daniel J.

This paper describes the design strategy and testing results of a control system to improve damping of inter-area oscillations in the western North American Power System (wNAPS) in order to maintain dynamic stability of the grid. Extensive simulation studies and actual test results on the wNAPS demonstrate significant improvements in damping of inter-area oscillations of most concern without reducing damping of peripheral oscillations. The design strategy of the control system features three novel attributes: (1) The feedback law for the control system is constructed using real-time measurements acquired from Phasor Measurement Units (PMUs) located throughout the power grid. (2) Control actuation is delivered by the modulation of real power flow through a High Voltage Direct Current (HVDC) transmission line. (3) A supervisory system, integrated into the control system is in charge of determining damping effectiveness, maintaining failsafe operation, and ensuring that no harm is done to the grid.

More Details

PDCI Wide-Area Damping Control: PSLF Simulations of the 2017 Test Plan - Light Summer Case

Wilches-Bernal, Felipe; Pierre, Brian J.; Elliott, Ryan T.; Schoenwald, David A.; Byrne, Raymond H.; Neely, Jason C.; Trudnowski, Daniel J.; Donnelly, Matthew K.

To demonstrate and validate the performance of the wide-area damping control system, the project plans to conduct closed-loop tests on the PDCI in spring/summer 2017. A test plan details the open and closed loop tests to be conducted on the PDCI using the wide-area damping control system. To ensure the appropriate level of preparedness, simulations were performed in order to predict and evaluate any possible unsafe operations before hardware experiments are attempted. This report contains the results from these simulations using the power system dynamics software PSLF (Power System Load Flow, trademark of GE). The simulations use the WECC (Western Electricity Coordinating Council) 2016 light summer and heavy summer base cases and the 2014 dual export base case. Because of the large volume of plots, the results were divided into three reports corresponding to the three base cases. This report contains results from the 2016 light summer base case.

More Details

PDCI Wide-Area Damping Control: PSLF Simulations of the 2017 Test Plan - Heavy Summer Case

Wilches-Bernal, Felipe; Pierre, Brian J.; Elliott, Ryan T.; Schoenwald, David A.; Byrne, Raymond H.; Neely, Jason C.; Trudnowski, Daniel J.; Donnelly, Matthew K.

To demonstrate and validate the performance of the wide-area damping control system, the project plans to conduct closed-loop tests on the PDCI in spring/summer 2017. A test plan details the open and closed loop tests to be conducted on the PDCI using the wide-area damping control system. To ensure the appropriate level of preparedness, simulations were performed in order to predict and evaluate any possible unsafe operations before hardware experiments are attempted. This report contains the results from these simulations using the power system dynamics software PSLF (Power System Load Flow, trademark of GE). The simulations use the WECC (Western Electricity Coordinating Council) 2016 light summer and heavy summer base cases and the 2014 dual export base case. Because of the large volume of plots, the results were divided into three reports corresponding to the three base cases. This report contains results from the 2016 heavy summer base case.

More Details

PDCI Wide-Area Damping Control: PSLF Simulations of the 2017 Test Plan - Dual Export Case

Wilches-Bernal, Felipe; Pierre, Brian J.; Elliott, Ryan T.; Schoenwald, David A.; Byrne, Raymond H.; Neely, Jason C.; Trudnowski, Daniel J.; Donnelly, Matthew K.

To demonstrate and validate the performance of the wide-area damping control system, the project plans to conduct closed-loop tests on the PDCI in spring/summer 2017. A test plan details the open and closed loop tests to be conducted on the PDCI using the wide-area damping control system. To ensure the appropriate level of preparedness, simulations were performed in order to predict and evaluate any possible unsafe operations before hardware experiments are attempted. This report contains the results from these simulations using the power system dynamics software PSLF (Power System Load Flow, trademark of GE). The simulations use the WECC (Western Electricity Coordinating Council) 2016 light summer and heavy summer base cases and the 2014 dual export base case. Because of the large volume of plots, the results were divided into three reports corresponding to the three base cases. This report contains results from the 2014 dual export base case.

More Details

PDCI Wide-Area Damping Control: PSLF Simulations of the 2016 Open and Closed Loop Test Plan

Wilches-Bernal, Felipe; Pierre, Brian J.; Elliott, Ryan T.; Schoenwald, David A.; Byrne, Raymond H.; Neely, Jason C.; Trudnowski, Daniel J.; Donnelly, Matthew K.

To demonstrate and validate the performance of the wide-are a damping control system, the project plans to conduct closed-loop tests on the PDCI in summer/fall 2016. A test plan details the open and closed loop tests to be conducted on the P DCI using the wide-area damping control system. To ensure the appropriate level of preparedness, simulations were performed in order to predict and evaluate any possible unsafe operations before hardware experiments are attempted. This report contains the result s from these simulations using the power system dynamics software PSLF (Power System Load Flow, trademark of GE). The simulations use the WECC (Western Electricity Coordinating Council) 2016 light summer and heavy summer base cases.

More Details

Small signal stability of the western North American power grid with high penetrations of renewable generation

2017 IEEE 44th Photovoltaic Specialist Conference, PVSC 2017

Byrne, Raymond H.; Concepcion, Ricky; Neely, Jason C.; Wilches-Bernal, Felipe; Elliott, Ryan T.; Lavrova, Olga; Quiroz, Jimmy E.

The goal of this effort was to assess the effect of high penetration solar deployment on the small signal stability of the western North American power system (wNAPS). Small signal stability is concerned with the system response to small disturbances, where the system is operating in a linear region. The study area consisted of the region governed by the Western Electricity Coordinating Council (WECC). General Electric's Positive Sequence Load Flow software (PSLF®) was employed to simulate the power system. A resistive brake insertion was employed to stimulate the system. The data was then analyzed in MATLAB1® using subspace methods (Eigensystem Realization Algorithm). Two different WECC base cases were analyzed: 2022 light spring and 2016 heavy summer. Each base case was also modified to increase the percentage of wind and solar. In order to keep power flows the same, the modified cases replaced conventional generation with renewable generation. The replacements were performed on a regional basis so that solar and wind were placed in suitable locations. The main finding was that increased renewable penetration increases the frequency of inter-area modes, with minimal impact on damping. The slight increase in mode frequency was consistent with the loss of inertia as conventional generation is replaced with wind and solar. Then, distributed control of renewable generation was assessed as a potential mitigation, along with an analysis of the impact of communications latency on the distributed control algorithms.

More Details
125 Results
125 Results