354 results on '"Vittal, Vijay"'
Search Results
2. Peeping in on the cytoskeleton: light microscopy approaches to actin and microtubule organization
- Author
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Sahasrabudhe, Abhishek, Vittal, Vijay, and Ghose, Aurnab
- Published
- 2013
3. Scenario Generation of Wind Farm Power for Real-Time System Operation
- Author
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Werho, Trevor, Zhang, Junshan, Vittal, Vijay, Chen, Yonghong, Thatte, Anupam, and Zhao, Long
- Subjects
FOS: Computer and information sciences ,Applications (stat.AP) ,Statistics - Applications - Abstract
This work proposes a method of wind farm scenario generation to support real-time optimization tools and presents key findings therein. This work draws upon work from the literature and presents an efficient and scalable method for producing an adequate number of scenarios for a large fleet of wind farms while capturing both spatial and temporal dependencies. The method makes probabilistic forecasts using conditional heteroscedastic regression for each wind farm and time horizon. Past training data is transformed (using the probabilistic forecasting models) into standard normal samples. A Gaussian copula is estimated from the normalized samples and used in real-time to enforce proper spatial and temporal dependencies. The method is evaluated using historical data from MISO and performance within the MISO real-time look-ahead framework is discussed., 8 pages, 9 figures, submitted to IEEE transactions on Power Systems
- Published
- 2021
4. A practical evaluation of surge arrester placement for transmission line lightning protection
- Author
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Munukutla, Karthik, Vittal, Vijay, Heydt, Gerald T., Chipman, Daryl, and Keel, Brian
- Subjects
Lightning protection -- Methods ,Lightning-arresters -- Usage ,Power lines -- Equipment and supplies ,Business ,Computers ,Electronics ,Electronics and electrical industries - Published
- 2010
5. Impact of increased penetration of DFIG-based wind turbine generators on transient and small signal stability of power systems
- Author
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Gautam, Durga, Vittal, Vijay, and Harbour, Terry
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Air-turbines -- Design and construction ,Wind power -- Methods ,Electric power production -- Methods ,Business ,Electronics ,Electronics and electrical industries - Published
- 2009
6. Decision tree-based online voltage security assessment using PMU measurements
- Author
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Diao, Ruisheng, Sun, Kai, Vittal, Vijay, O'Keefe, Robert J., Richardson, Michael R., Bhatt, Navin, Stradford, Dwayne, and Sarawgi, Sanjoy K.
- Subjects
Security management -- Methods ,Electric power systems -- Design and construction ,Decision tree -- Usage ,Voltage -- Measurement ,Voltage -- Control ,Business ,Electronics ,Electronics and electrical industries - Abstract
Voltage collapse is a critical problem that impacts power system operational security. Timely and accurate assessment of voltage security is necessary to detect post-contingency voltage problems in order to prevent a large scale blackout. This paper presents an online voltage security assessment scheme using synchronized phasor measurements and periodically updated decision trees (DTs). The DTs are first trained offline using detailed voltage security analysis conducted using the past representative and forecasted 24-h ahead operating conditions. The DTs are also updated every hour by including newly predicted system conditions for robustness improvement. The associated synchronized critical attributes are obtained in real time from phasor measurement units (PMUs) and compared with the offline thresholds determined by the DTs to assess security. This approach is tested on the American Electric Power (AEP) system and properly trained DTs perform well in assessing voltage security. Several new ideas to improve DT performance are also introduced. Index Terms--Decision trees, online security assessment, phasor measurement units, voltage collapse.
- Published
- 2009
7. Smart City Energy Technology in the Face of Emergency Situations: Electric Supply, Electric Transportation, and Communication.
- Author
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Vittal, Vijay, Nair, Nirmal, and Rahmatian, Farnoosh
- Abstract
This article examines critical smart city infrastructure components, like electricity supply, transportation, and telecommunication, in the face of an emergency like COVID-19. The electricity infrastructure is a critical component of any smart city and significantly impacts other systems, like transportation, communication, and water delivery and treatment. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
8. A framework for evaluation of advanced direct load control with minimum disruption
- Author
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Ramanathan, Badri and Vittal, Vijay
- Subjects
Monte Carlo method -- Usage ,Dynamic programming -- Methods ,Business ,Electronics ,Electronics and electrical industries - Abstract
The advent of advanced sensor technology and the breakthroughs in telecommunication open up several new possibilities for demand-side management. More recently, there has been greater interest from utilities as well as system operators in utilizing load as a system resource through the application of new technologies. With the wider application of demand-side management, there is an increasing emphasis on control of loads with minimum disruption. This paper develops a new framework for designing as well as assessing such an advanced direct load control program with the objective of minimizing end-user discomfort and is formulated as an optimization problem. With a fairly general setup for demand-side management, a simulation-based framework is developed for the stochastic optimization problem. Next, using this framework, insights into the effect of different parameters and constraints in the model on load control are developed. Index Terms--Cold load pickup, demand-side management, direct load control, dynamic programming, minimum disruptive control, Monte Carlo simulations.
- Published
- 2008
9. Diakoptic state estimation using phasor measurement units
- Author
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Jiang, Weiqing, Vittal, Vijay, and Heydt, Gerald T.
- Subjects
Electric power systems -- United States ,Electric power systems -- Research ,Algorithms -- Usage ,Problem solving -- Methods ,Algorithm ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper presents a diakoptic-based distributed state estimation (SE) algorithm suitable for large-scale power systems. In the proposed approach the large-scale power system is divided into a certain number of subsystems by removing tie line measurements. Based on diakoptic theory, the SE problem is then partitioned into a number of subproblems which are solved for each subsystem using local computational resources. In subsequent steps, the intermediate subsystem SE solutions are sent to a central computer for completing the state estimation process by taking the tie line measurements into consideration. Phasor measurement units are used to make each subproblem solvable and to coordinate the voltage angles of each subsystem SE solution. Test results on the IEEE 14-bus test bed and IEEE 118-bus test bed are provided. Index Terms--Diakoptics, distributed state estimation, measurement tearing, phasor measurement units, state estimation.
- Published
- 2008
10. A comparative assessment of two techniques for modal identification from power system measurements
- Author
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Browne, Timothy James, Vittal, Vijay, Heydt, Gerald Thomas, and Messina, Arturo Roman
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Systems analysis -- Methods ,System design -- Methods ,Electric power systems -- United States ,Electric power systems -- Design and construction ,Electric power systems -- Management ,Decomposition (Mathematics) -- Evaluation ,Transformations (Mathematics) -- Evaluation ,Company business management ,System design ,Business ,Electronics ,Electronics and electrical industries - Abstract
Power system oscillatory behavior can be analyzed in terms of modes, expressed as exponentially modulated sinusoids, exhibited in signals measured on the system. These signals are driven by the behavior of a large, nonlinear, time-variant system. In this paper, two modal identification methods are examined comparatively: Prony analysis and a method based on the Hilbert transform. Considerable structural differences exist between the two methods. Prony analysis yields modes which are directly expressed as exponentially modulated sinusoids, whereas the Hilbert method provides a more general solution. Synthetic and measured signals are used in the comparison. Some general conclusions are drawn from the analysis of several signals, including two sets of measured field data. Index Terms--Dynamics, empirical mode decomposition (EMD), Hilbert transforms, Hilbert-Huang method, interarea oscillations, power system dynamic stability, power system measurements, power systems, prony analysis.
- Published
- 2008
11. Mechanical state estimation for overhead transmission lines with level spans
- Author
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Ramachandran, Poorani, Vittal, Vijay, and Heydt, Gerald Thomas
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Algorithms -- Usage ,Power lines -- Design and construction ,Power lines -- Mechanical properties ,Electric power transmission -- Buildings and facilities ,Electric power transmission -- Standards ,Electrical engineering -- Research ,Algorithm ,Electrical engineering ,Business ,Electronics ,Electronics and electrical industries - Abstract
Electric power transmission lines face increased threats from malicious attacks and natural disasters. This underscores the need to develop new techniques to ensure safe and reliable transmission of electric power. This paper deals with the development of an online monitoring technique based on mechanical state estimation to determine the sag levels of overhead transmission lines in real time and hence determine if these lines are in normal physical condition or have been damaged or downed. A computational algorithm based on least squares state estimation is applied to the physical transmission line equations to determine the conductor sag levels from measurements of tension, temperature, and other transmission line conductor parameters. The estimated conductor sag levels are used to generate warning signals of vertical clearance violations in the energy management system. These warning signals are displayed to the operator to make appropriate decisions to maintain the line within the prescribed clearance limits and prevent potential cascading failures. Index Terms--Clearance, conductor sag, mechanical state estimation, overhead conductor, ruling span, tension, transmission engineering.
- Published
- 2008
12. Latency viewed as a stochastic process and its impact on wide area power system control signals
- Author
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Stahlhut, Jonathan William, Browne, Timothy James, Heydt, Gerald Thomas, and Vittal, Vijay
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Control systems -- Methods ,Electric power systems -- United States ,Electric power systems -- Control ,Electric power transmission -- Control ,Business ,Electronics ,Electronics and electrical industries - Abstract
A method of calculating the communication delay (latency) for measurements and control signals in a power system is shown. The basis of the calculation is a dedicated communication channel for control signals. The time delay calculation is examined using a dynamic equivalent of the Western Electricity Coordinating Council transmission system. The impact on control system response is discussed. The application given is a wide area control system for interarea mode damping. Results demonstrate that control signal latency can degrade the performance of controls in a wide area control system. Index Terms--Damping, latency, network delay, power system control, power system stabilizer, queuing, wide area control systems, wide area measurement systems.
- Published
- 2008
13. An online dynamic security assessment scheme using phasor measurements and decision trees
- Author
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Sun, Kai, Likhate, Siddharth, Vittal, Vijay, Kolluri, V. Sharma, and Mandal, Sujit
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Electric power systems -- United States ,Electric power systems -- Management ,Security management -- Methods ,Company business management ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper describes an online dynamic security assessment scheme for large-scale interconnected power systems using phasor measurements and decision trees. The scheme builds and periodically updates decision trees offline to decide critical attributes as security indicators. Decision trees provide online security assessment and preventive control guidelines based on real-time measurements of the indicators from phasor measurement units. The scheme uses a new classification method involving each whole path of a decision tree instead of only classification results at terminal nodes to provide more reliable security assessment results for changes in system conditions. The approaches developed are tested on a 2100-bus, 2600-line, 240-generator operational model of the Entergy system. The test results demonstrate that the proposed scheme is able to identify key security indicators and give reliable and accurate online dynamic security predictions. Index Terms--Decision trees, online dynamic security assessment, phasor measurements, preventive control, transient stability.
- Published
- 2007
14. Normal form analysis of complex system models: a structure-preserving approach
- Author
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Martinez, Irma, Messina, A.R., and Vittal, Vijay
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Electric power systems -- United States ,Electric power systems -- Models ,Perturbation (Mathematics) -- Methods ,Business ,Electronics ,Electronics and electrical industries - Abstract
A modeling framework based on normal form theory and singular perturbation techniques is proposed for analyzing the nonlinear behavior of power system models described by nonlinear differential-algebraic equations (DAEs). The method exploits the time scale separation of power system dynamic processes, to avoid reduction of the original DAE model and may therefore be used to assess control effects and network characteristics on system behavior. This approach allows the full potential of the normal form formulation to be reached, and is applicable to a wide variety of nonlinear phenomena described by DAEs. Using a control theory framework, a constructive approach is outlined for transforming a system of DAEs to a state space approximation that is suitable for normal form analysis. By casting the problem in the context of singular perturbation theory, a structure-preserving nonlinear mathematical model of the power system is then established for the study of nonlinear behavior. Criteria for this representation are derived and implementation issues are discussed. The developed procedures are tested on a four-machine, two-area test system. The accuracy of the model is quantified by comparing normal form simulations with those from a commercial stability software. Index Terms--Nonlinear power system behavior, normal form theory, singular perturbation analysis.
- Published
- 2007
15. Extraction of dynamic patterns from wide-area measurements using empirical orthogonal functions
- Author
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Messina, A.R. and Vittal, Vijay
- Subjects
Measuring instruments -- Analysis ,Functions, Orthogonal -- Analysis ,Business ,Electronics ,Electronics and electrical industries - Abstract
An approach based on the empirical mode decomposition (EMD) technique and proper orthogonal decomposition is proposed to examine dynamic trends and phase relationships between key system signals from measured data. Drawing on the EMD approach, and the method of snapshots, a technique based on the notion of proper orthogonal modes, is used to express an ensemble of measured data as a linear combination of basis functions or modes. This approach improves the ability of the EMD technique to capture abrupt changes in the observed data. Analytical criteria to describe the energy relationships in the observed oscillations are derived and a physical interpretation of the system modes is suggested. It is shown that in addition to providing estimates of time dependent mode shapes, the analysis also provides a method to identify the modes with the most energy embedded in the underlying signals. The method is applied to conduct post-mortem analysis of measured data of a real event in northern Mexico and to transient stability data. Index Terms--Empirical eigen functions, inter-area oscillations, mode shape, phasor measurement units.
- Published
- 2007
16. A distributed state estimator utilizing synchronized phasor measurements
- Author
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Jiang, Weiqing, Vittal, Vijay, and Heydt, Gerald T.
- Subjects
Electric power systems -- Measurement ,Algorithms -- Analysis ,Algorithm ,Business ,Electronics ,Electronics and electrical industries - Abstract
With the creation of balancing authorities by the North American Reliability Council that span large portions of the North American interconnection, and stringent requirements for real time monitoring of power system evolution, faster and more accurate state estimation algorithms that can efficiently handle systems of very large sizes are needed in the present environment. This paper presents a distributed state estimation algorithm suitable for large-scale power systems. Synchronized phasor measurements are applied to aggregate the voltage phase angles of each decomposed subsystem in the distributed state estimation solution. The aggregated state estimation solution is obtained from the distributed solution using a sensitivity analysis based update at chosen boundary buses. Placement of synchronized phasor measurements in the decomposed subsystems is also investigated in this paper. Test results on the IEEE 118-bus test bed are provided. Index Terms--Distributed state estimation, phasor measurement units, state estimation, synchronized phasor measurements.
- Published
- 2007
17. Application of sensor network for secure electric energy infrastructure
- Author
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Leon, Ramon A., Vittal, Vijay, and Manimaran, G.
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Sensors -- Models ,Simulation methods -- Analysis ,Business ,Computers ,Electronics ,Electronics and electrical industries - Abstract
Wireless sensor networks are becoming the technology of choice for sensing applications mostly due to their ease of installation and associated lower costs. This paper proposes a novel conceptual design for an application of wireless sensor technology for assessing the structural health of transmission lines and their implementation to improve the observability and reliability of power systems. A two-layer sensor network model is presented for overcoming the communication range limitations of smart sensors, and two operational modes for enhanced energy efficiency are introduced. Simulations integrating the output of the sensor network with an energy-management system were conducted, obtaining improvement in the security of the power system. Index Terms--Energy-management system (EMS), network sensitivity factors, power system security, power transmission lines, wireless sensor networks.
- Published
- 2007
18. A normal form analysis approach to siting power system stabilizers (PSSs) and assessing power system nonlinear behavior
- Author
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Liu, Shu, Messina, A.R., and Vittal, Vijay
- Subjects
Chaos theory -- Analysis ,Electric power systems -- Analysis ,Linear models (Statistics) -- Usage ,Business ,Electronics ,Electronics and electrical industries - Abstract
A nonlinear analysis framework based on normal form (NF) theory and center manifold reduction is proposed to determine the mosl effective selection of generating units to be equipped with power system stabilizers. The proposed method takes into account the nonlinear system structure and provides information on the effect of control action on nonlinear behavior and modal interaction. Based on a second-order NF representation of the system, the effect of control action on nonlinear behavior is approximated via suitable modification of the initial conditions in the nonlinear coordinate transformations which relate the physical system to the NF coordinates. On the basis of this model, nonlinear power system stabilizer (PSS) sensitivity indices are then proposed to determine the optimum sites to allocate PSS, and criteria to assess the effect of control action on linear modal interaction are developed. Examples of application of the developed approaches on a two-area four-machine test system are presented to estimate controllers' effects ,on system dynamic performance. The efficacy and accuracy of the method is demonstrated by comparisons to conventional analysis techniques. Index Terms--Nonlinear systems, normal forms, power system small-signal stability.
- Published
- 2006
19. Slow-coherency-based controlled islanding--a demonstration of the approach on the August 14, 2003 blackout scenario
- Author
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Yang, Bo, Vittal, Vijay, and Heydt, Gerald T.
- Subjects
Power failure -- Prevention ,Electric power systems -- Usage ,Company business management ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper demonstrates the use of a slow-coherency-based generator grouping algorithm and a graph theoretic approach to form controlled islands as a last resort to prevent cascading outages following large disturbances. The proposed technique is applied to a 30 000-bus, 5000-generator, 2004 summer peak load, Eastern Interconnection data and demonstrated on the August 14, 2003 blackout scenario. Adaptive rate of frequency decline-based load shedding schemes are used in the load rich islands to control frequency. The simulation results presented show the advantage of the proposed method in containing the impact of the disturbance within the islands formed and in preventing the impact of the disturbance from propagating to the rest of the system. This is demonstrated by the significant reduction in line flows in the rest of the system and by improved voltage and relative angle characteristics. Based on the suggestion in the joint U.S.-Canadian task force final report on the blackout, load shedding without any islanding is also performed, and results obtained are compared with the proposed controlled islanding method. The islanding method outperforms the load shedding-only method in reducing the transmission line flows, but both methods have similar effects on voltage and relative angle behavior. Index Terms--Blackout prevention, islanding, load shedding, power system stability, slow coherency.
- Published
- 2006
20. LP-based OPF for corrective FACTS control to relieve overloads and voltage violations
- Author
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Shao, Wei and Vittal, Vijay
- Subjects
Linear programming -- Analysis ,Electric controllers -- Analysis ,Electronic control -- Analysis ,Business ,Electronics ,Electronics and electrical industries - Abstract
In the restructured power industry environment, use of flexible ac transmission systems (FACTS) elements for steady-state corrective control has great economic advantage compared with other corrective control strategies, such as generation rescheduling and load shedding. Due to the requirements of both speed and accuracy for online corrective control, a new linear programming (LP)--based optimal power flow (OPF) algorithm for corrective FACTS control is proposed in this paper to relieve overloads and voltage violations caused by system contingencies. The optimization objective is chosen to minimize the average loadability on highly loaded transmission lines. A new set of parameter sensitivities of FACTS devices are derived to include the operational constraints of FACTS devices during optimization. In order to reduce the effect of errors due to linearization, all sensitivities can be updated during the OPF iterations. The algorithm is implemented with MATLAB and tested on the New England 39-bus system and the WECC 179-bus system. The simulation results show that the proposed LP-based OPF algorithm is effective, fast, and accurate in finding the optimal parameter settings for FACTS devices to solve the problem of overloads and voltage violations. Index Terms--Corrective control, flexible ac transmission systems (FACTS), linear programming (LP), optimal power flow (OPF), overloads, unified power flow controller (UPFC), voltage violations.
- Published
- 2006
21. Decision tree assisted controlled islanding
- Author
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Senroy, Nilanjan, Heydt, Gerald T., and Vittal, Vijay
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Decision tree -- Analysis ,Machine learning -- Analysis ,Electric power systems -- Management ,Company business management ,Business ,Electronics ,Electronics and electrical industries - Abstract
Controlled islanding refers to the controlled separation of an interconnected power system into electrically isolated regions. The objective of this paper is to develop adaptive controlled islanding as a component of an emergency power system control strategy. There are two primary aspects of controlled islanding: 1) where to island and 2) when to island? Assisted by a decision tree (DT) approach, this paper seeks to address the 'when to island' aspect. A decision tree based tool is proposed to recognize conditions existing in the system that warrant controlled islanding. A 29-generator, 179-bus system is employed to demonstrate the tool. Simulation data are used to train DTs, and the online performance of DTs is then evaluated as part of a controlled islanding strategy. Index Terms--Controlled islanding, decision tree, machine learning, power system stability, R-Rdot relay, self healing, special protection systems.
- Published
- 2006
22. Interpretation and visualization of wide-area PMU measurements using Hilbert analysis
- Author
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Messina, A.R., Vittal, Vijay, Ruiz-Vega, Daniel, and Enriquez-Harper, G.
- Subjects
Real-time control -- Analysis ,Real-time systems -- Analysis ,Time-series analysis ,Real-time system ,Business ,Electronics ,Electronics and electrical industries - Abstract
Characterization of the dynamic phenomena that arise when the system is subjected to a perturbation is important in real-time power system monitoring and analysis. This paper discusses the use of Hilbert spectral analysis to visualize and characterize nonlinear oscillations from synchronized wide-area measurements. The method has the potential to be applied for real-time, wide-area monitoring and analysis. As an illustrative example, synchronized phasor measurements of a real event in northern Mexico are used to examine the potential usefulness of nonlinear time series analysis techniques to characterize the time evolution of nonlinear, nonstationary oscillations and to determine the nature and propagation of the system disturbance. The proposed approach is also compared with Prony analysis. Index Terms--Interarea oscillations, spectral analysis, wide-area measurements.
- Published
- 2006
23. Expansion of system operating range by an interpolated LPV FACTS controller using multiple Lyapunov functions
- Author
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Liu, Qian, Vittal, Vijay, and Elia, Nicola
- Subjects
Electric power systems -- Research ,Liapunov functions -- Research ,Electric controllers -- Research ,Electronic control -- Research ,Business ,Electronics ,Electronics and electrical industries - Abstract
In this paper, a new gain-scheduling control design approach is applied to a supplementary damping controller (SDC) design for a FACTS device in the IEEE 50-machine system. The power system model with the FACTS device is linearized at different operating points to obtain an LPV open-loop model, whose state-space entries depend continuously on a time-varying parameter vector. A synthesis procedure for an improved LPV controller using multiple parameter-dependent Lyapunov functions and an interpolation scheme is presented and applied to the static VAr compensator (SVC) SDC design. Comparisons from simulation results are presented among the interpolated LPV controller designed using multiple parameter-dependent Lyapunov functions (MLPV SDC), the LPV controller designed using a single parameter-dependent Lyapunov function (SLPV SDC), and a conventional controller designed using the Root-locus method (RL SDC), which show that with an interpolated MLPV SDC for the SVC device, the system can achieve better robustness in an extended operating range. Index Terms--Damping controller, FACTS, gain-scheduling, IEEE 50-machine test system, linear parameter varying (LPV), Lyapunov function,
- Published
- 2006
24. LPV supplementary damping controller design for a Thyristor Controlled Series Capacitor (TCSC) device
- Author
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Liu, Qian, Vittal, Vijay, and Elia, Nicola
- Subjects
Capacitors -- Design and construction ,Business ,Electronics ,Electronics and electrical industries - Abstract
In this paper, the Linear Parameter Varying (LPV) controller design technique is applied in the design of a supplementary damping controller (SDC) for a Thyristor Controlled Series Capacitor (TCSC). The power system model with TCSC devices is linearized at different operating points to obtain an LPV open loop model, whose state space entries depend continuously on a time varying parameter vector. Appropriate scheduling parameters are chosen and a suitable grid is formed in the entire parameter space. The locations of the TCSCs with their controllers are carefully chosen based on the analysis of mode shapes as well as the calculation of the modal controllability. An LPV damping controller for TCSC is then designed based on a single Lyapunov function under some realistic constraints. Comparisons from simulation resuits are presented between an LPV SDC and an [H.sub.[infinity]] SDC, which show that the LPV SDC can guarantee robustness over a wider operating range as well as allow more flexibility in achieving specific performance objectives at each operating point. Index Terms--Damping controller, IEEE 50-machine test system, linear parameter varying (LPV) controller, thyristor controlled series capacitor (TCSC).
- Published
- 2006
25. Nonlinear, non-stationary analysis of interarea oscillations via hilbert spectral analysis
- Author
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Messina, A.R. and Vittal, Vijay
- Subjects
Electric power systems -- Analysis ,Electric power systems -- United States ,Business ,Electronics ,Electronics and electrical industries - Abstract
Hilbert spectral analysis (HSA) is used to characterize the time evolution of non-stationary power system oscillations following large perturbations. Using an analytical procedure based on the Hilbert-Huang Technique (HHT), data from transient stability simulations are decomposed into a finite number of time-varying oscillating components that can be associated with different time scales. Hilbert analysis is then utilized to characterize the time evolution of critical components giving rise to the observed oscillations. The objectives of this study are to obtain information of a quantitative nature on nonlinear processes in power system oscillatory phenomena and assess the applicability of the developed procedures to track the evolving dynamics of critical system modes. A six-area, 377-machine power system is analyzed to examine the onset of nonlinear, non-stationary behavior. Examples of the developed procedures to detect and quantify the strength of nonlinear interaction in power system behavior and to estimate the distribution of the non-stationarity are provided. Index Terms--Nonlinear systems, power system dynamic stability, spectral analysis.
- Published
- 2006
26. Small-disturbance angle stability enhancement through direct load control Part I--framework development
- Author
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Ramanathan, Badri and Vittal, Vijay
- Subjects
Electric power systems -- Protection and preservation ,Electric power systems -- Methods ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper is the first of a two-part paper on the application of selective direct control of loads for small-disturbance angle stability enhancement in power systems. The change in the utility business model and developments in enabling technologies open up new possibilities for power system reliability enhancement. This paper proposes preventive modulation of selected loads through direct control for small-disturbance angle stability enhancement. An analysis framework based on the structured singular value theory has been proposed in which the controllable load range at selected buses that satisfies the desired stability robustness performance criterion is determined. Two conceptually different approaches for analysis of load modulation have been presented. Results have been presented on an equivalent of the Western Electric Coordinating Council system in the second part of this paper. Index Terms-[micro]-analysis, direct load control, robust performance, skewed-[micro], small-disturbance angle stability.
- Published
- 2006
27. Small-disturbance angle stability enhancement through direct load control Part II--numerical simulations and results
- Author
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Ramanathan, Badri and Vittal, Vijay
- Subjects
Electric power systems -- Protection and preservation ,Electric power systems -- Methods ,Business ,Electronics ,Electronics and electrical industries - Abstract
In this second part of this paper, numerical simulations and test results have been presented on a 29-generator, 179-bus equivalent of the WECC system for both approaches of load modulation analysis developed in Part I. The accuracy of the robust performance analysis framework as well as the analysis approaches have been established through results characterizing different operating conditions. The robustness of the proposed scheme for small-disturbance angle stability enhancement has also been demonstrated through these results. Index Terms--[mu]-analysis, direct load control, preventive control, robust performance, skewed-#, small-disturbance angle stability.
- Published
- 2006
28. Corrective switching algorithm for relieving overloads and voltage violations
- Author
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Shao, Wei and Vittal, Vijay
- Subjects
Algorithms -- Research ,Algorithms -- Technology application ,Electric power distribution -- Research ,Electric power distribution -- Management ,Algorithm ,Technology application ,Company business management ,Business ,Electronics ,Electronics and electrical industries - Abstract
It is widely known that corrective switching, including transmission line switching, bus-bar switching, and shunt element switching, may change the states of the power systems, and consequently, affect the distribution of power flows, transmission losses, short circuit currents, voltage profiles as well as transient stability of power systems. In this paper, a new algorithm is developed to find the best line and bus-bar switching action for relieving overloads and voltage violations caused by system contingencies based on a sparse inverse technique and fast decoupled power flow with limited iteration count. A general model of bus-bar switching action is also presented such that the new algorithm can simulate any kind of complicated bus-bar switching action. Furthermore, on the basis of a newly proposed voltage distribution factor by multiple iterations in power flow calculation, a novel algorithm for corrective voltage control by shunt switching is developed. These two algorithms are then integrated into a corrective switching algorithm. Simulation results on the WECC 179-bus system indicate that the new corrective switching algorithm proposed in this paper can effectively solve certain problems of line overloads and voltage violations. The computation time required is also satisfactory. Index Terms--Bus-bar switching, corrective switching, fast decoupled power flow, line switching, overload, shunt switching, voltage distribution factor, voltage violation.
- Published
- 2005
29. Online parameter estimation of round rotor synchronous generators including magnetic saturation
- Author
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Kyriakides, Elias, Heydt, Gerald Thomas, and Vittal, Vijay
- Subjects
Saturation (Electronics) ,Parameter estimation ,Estimation theory ,Energy conversion (Power resources) ,Business ,Electronics ,Electronics and electrical industries - Abstract
Round rotor synchronous generator parameters are identified from online data measured at the terminals of the machine. Parameter estimation results from two generators are presented. Data sets at different operating points are considered to examine the consistency of the proposed method at varying operating conditions. A magnetic saturation model is implemented in the estimation procedure to account for the effect of saturation on generator inductances. Inclusion of saturation in the machine model is found to improve the estimation results. Noise filtering and bad data detection and rejection techniques are employed to increase the reliability of the estimates. An observer is used to estimate the damper winding currents that are otherwise unknown. The estimated parameters are compared to available manufacturer data and the accuracy of the method is assessed. Index Terms--Damper currents, modeling, online measurements, parameter estimation, saturation, state estimation, synchronous generator.
- Published
- 2005
30. Assessing placement of controllers and nonlinear behavior using normal form analysis
- Author
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Liu, Shu, Messina, A.R., and Vittal, Vijay
- Subjects
Nonlinear theories ,Electric power systems ,Chaos theory ,Business ,Electronics ,Electronics and electrical industries - Abstract
Normal form (NF) theory is used to characterize and quantify nonlinear modal interaction near critical equilibria. This study focuses on the analysis of second-order modal interaction and the study of nonlinear aspects of system behavior which are of interest to the design and location of system controllers. A systematic approach to deriving second-order NF representations in the neighborhood of equilibrium points is presented. On the basis of this model, nonlinear interaction measures are then obtained to assess the extent and distribution of nonlinearity in the system. Analytical criteria are developed to predict the existence of nonlinear modal interactions that significantly affect system dynamic performance. To demonstrate the effect of nonlinear interaction, a case study of locating controllers to damp electromechanical oscillations is developed. Examples of application of the developed approaches on a two-area four-machine test system are presented to determine the strength of nonlinear interactions in the system response, and estimating its effects on system dynamic performance and control design. Index Terms--Nonlinear systems, normal forms, power system small-signal stability.
- Published
- 2005
31. Tracing generator coherency indices using the continuation method: a novel approach
- Author
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Wang, Xiaoming, Vittal, Vijay, and Heydt, Gerald T.
- Subjects
Business ,Electronics ,Electronics and electrical industries - Abstract
Slow coherency-based generator grouping in power systems is primarily dependent on the participation of generators in the slow modes. In the literature, generator coherency has been typically obtained at a specific operating point. This paper presents a new approach using the continuation method to trace the loci of the coherency indices of the slow modes in the system with respect to variation in system conditions to obtain the updated coherency information between generators. The approach has been applied to a 10-generator 39-bus New England system, and a 29-generator 179-bus model of the WECC system and the impact of load variation on generator coherency indices has been investigated. Index Terms--Continuation method, generator coherency indices tracing, power system dynamics, slow coherency based grouping.
- Published
- 2005
32. Assessment of nonlinear interaction between nonlinearly coupled modes using higher order spectra
- Author
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Messina, A.R. and Vittal, Vijay
- Subjects
Dynamical systems -- Research ,Electric power systems -- Research ,Business ,Electronics ,Electronics and electrical industries - Abstract
Higher order spectral analysis techniques are used to identify nonlinear interaction involving the electromechanical modes of oscillation in complex power systems. First, the presence and extent of nonlinear interactions between frequency components in oscillatory processes following large perturbations are identified using bispectrum and bicoherence analysis methods. Then, the strength and distribution of nonlinear couplings between frequency components is investigated using the phase relationships between spectral components. A case study with a 377-generator model of the Mexican interconnected system is used to illustrate nonlinear aspects arising from the nonlinear interaction of the different low-frequency inter-area modes. The results of the numerical simulations show that low-frequency modes may interact nonlinearly producing intermodulation components at the sum and/or difference frequency of the fundamental modes of oscillation. Such an identification can be used as a benchmark for validation of nonlinear analysis methods, and to reduce the burden associated with these methods. Index Terms--Nonlinear systems, power system dynamic stability, spectral analysis, statistics.
- Published
- 2005
33. Decentralized power system stabilizer design using linear parameter varying approach
- Author
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Qiu, Wenzheng, Vittal, Vijay, and Khammash, Mustafa
- Subjects
Electric power systems -- Design and construction ,Electric power systems -- United States ,Business ,Electronics ,Electronics and electrical industries - Abstract
In this paper, the power system model is formulated as a finite dimensional linear system whose state-space entries depend continuously on a time varying parameter vector called the scheduling variables. This system is referred to as the linear parameter varying (LPV) system. Although the trajectory of the changing parameters such as load levels and tie line flows is not known in advance, in most situations, they can be measured in real time. The LPV technique is applied to the decentralized design of power system stabilizers (PSS) for large systems. In the approach developed, instead of considering the complete system model with all the interconnections, we develop a decentralized approach where each individual machine is considered separately with arbitrarily changing real and reactive power output in a defined range. These variables are chosen as the scheduling variables. The designed controller automatically adjusts its parameters depending on the scheduling variables to coordinate with change of operating conditions and the dynamics of the rest of the system. The resulting decentralized PSSs give good performance in a large operating range. Design procedures are presented and comparisons are made between the LPV decentralized PSSs and conventionally designed PSSs on the 50-generator IEEE test system. Index Terms--Decentralized control, gain scheduling, LPV, oscillation damping, power system stabilizer.
- Published
- 2004
34. On-line estimation of synchronous generator parameters using a damper current observer and a Graphic User Interface
- Author
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Kyriakides, Elias, Heydt, Gerald T., and Vittal, Vijay
- Subjects
Electric generators -- Research ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper presents a method to identify synchronous generator parameters from on-line data measured at the terminals of the machine. An observer for estimation of synchronous generator damper currents is designed and implemented. The observer-estimator is used in a Graphic User Interface (GUI) application. Possible internal machine fault conditions can be detected and remedial action can be applied. Noise filtering and bad data detection and rejection are implemented to increase the reliability of the estimates. Saturation of the synchronous generator inductances is also considered. Secondary objectives include calculation of the error characteristics of the estimation, development of an index of confidence, study of the observability of generator parameters, and evaluation of alternative GUI features. Index Terms--Damper currents, filtering, graphic user interface, modeling, observer, on-line measurements, parameter estimation, pseudoinverse, saturation, state estimation, synchronous generator, visualization.
- Published
- 2004
35. Definition and classification of power system stability
- Author
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Kundur, Prabha, Paserba, John, Ajjarapu, Venkat, Andersson, Goran, Bose, Anjan, Canizares, Claudio, Hatziargyriou, Nikos, Hill, David, Stankovic, Alex, Taylor, Carson, Van Cutsem, Thierry, and Vittal, Vijay
- Subjects
Electric power systems -- Research ,Business ,Electronics ,Electronics and electrical industries - Abstract
The problem of defining and classifying power system stability has been addressed by several previous CIGRE and IEEE Task Force reports. These earlier efforts, however, do not completely reflect current industry needs, experiences and understanding. In particular, the definitions are not precise and the classifications do not encompass all practical instability scenarios. This report developed by a Task Force, set up jointly by the CIGRE Study Committee 38 and the IEEE Power System Dynamic Performance Committee, addresses the issue of stability definition and classification in power systems from a fundamental viewpoint and closely examines the practical ramifications. The report aims to define power system stability more precisely, provide a systematic basis for its classification, and discuss linkages to related issues such as power system reliability and security. Index Terms--Frequency stability, Lyapunov stability, oscillatory stability, power system stability, small-signal stability, terms and definitions, transient stability, voltage stability.
- Published
- 2004
36. Slow coherency-based islanding
- Author
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You, Haibo, Vittal, Vijay, and Wang, Xiaoming
- Subjects
Electric power systems -- Research ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper provides the analytical basis for an application of slow coherency theory to the design of an islanding scheme, which is employed as an important part of a corrective control strategy to deal with large disturbances [1]. The analysis is conducted under varying networks conditions and loading conditions. The results indicate that the slow coherency based grouping is almost insensitive to locations and severity of the initial faults. However, because of the loosely coherent generators and physical constraints the islands formed change slightly based on location and severity of the disturbance, and loading conditions. A detailed description of the procedure to form the islands after having determined the grouping of generators using slow coherency is presented. The verification of the islanding scheme is proven with simulations on a 179-bus, 29-generator test system. Index Terms--Determination of islands, nonlinear verification of grouping, sensitivity to loading conditions and network configuration, slow coherency-based grouping.
- Published
- 2004
37. The state of electric power engineering education
- Author
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Sauer, Peter W., Heydt, Gerald T., and Vittal, Vijay
- Subjects
Electrical engineering -- Study and teaching ,Electrical engineering ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper provides a summary of the state of electric power engineering education through descriptions of professional society activities, Internet resources, and results of a worldwide survey conducted in March 2003. Index Terms--Engineering education, Internet resources.
- Published
- 2004
38. Software implementation of online risk-based security assessment
- Author
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Ni, Ming, McCalley, James D., Vittal, Vijay, Greene, Scott, Ten, Chee-Wooi, Ganugula, Vijaya Sudhakar, and Tayyib, Tayyib
- Subjects
Electric power systems -- Research ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper describes software implementation for online risk-based security assessment which computes indices based on probabilistic risk for use by operators in the control room to assess system security levels as a function of existing and near-future network conditions. The paper focuses on speed enhancement techniques that are essential for online application and result visualization methods that offer clear and meaningful ways to enhance human assimilation and comprehension of security levels. Results of testing on a series of 1600 bus power flow models retrieved from the energy management system of a large U.S. utility are presented and serve to illustrate the benefits of the software. Index Terms--Cascading, control center, decision-making, operations, overload, probabilistic risk, security assessment, uncertainty, visualization, voltage instability.
- Published
- 2003
39. Robust power system stabilizer design using [H.sub.[infinity]] loop shaping approach
- Author
-
Zhu, Chuanjiang, Khammash, Mustafa, Vittal, Vijay, and Qiu, Wenzheng
- Subjects
Electric power systems -- Models ,Electric power systems -- United States ,Business ,Electronics ,Electronics and electrical industries - Abstract
A robust power system stabilizer (PSS) is designed using Glover-McFarlane's [H.sub.[infinity]] loop shaping design procedure. Guidance for setting the feedback configuration for loop shaping and [H.sub.[infinity]] synthesis are presented. The resulting PSS ensures the stability of a set of perturbed plants with respect to the nominal system and has good oscillation damping ability. Comparisons are made between the resulting PSS, a conventionally designed PSS, and a controller designed based on the structured singular value theory. Index Terms--Gap metric, loop shaping, oscillation damping, power system stabilizer, structured singular value.
- Published
- 2003
40. Online risk-based security assessment
- Author
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Ni, Ming, McCalley, James D., Vittal, Vijay, and Tayyib, Tayyib
- Subjects
Voltage -- Safety and security measures ,Voltage -- Measurement ,Electric power systems -- Management ,Electric power systems -- Safety and security measures ,Electric power systems -- United States ,Company business management ,Business ,Electronics ,Electronics and electrical industries - Abstract
The work described in this paper was motivated by a perceived increase in the frequency at which power system operators are encountering high stress in bulk transmission systems and the corresponding need to improve security monitoring of these networks. Online risk-based security assessment provides rapid online quantification of a security level associated with an existing or forecasted operating condition. One major advantage of this approach over deterministic online security assessment is that it condenses contingency likelihood and severity into indices that reflect probabilistic risk. Use of these indices in control room decision making leads to increased understanding of potential network problems, including overload, cascading overload, low voltages, and voltage instability, resulting in improved security-related decision making. Test results on large-scale transmission models retrieved from the energy-management system of a U.S. utility company are described. Index Terms--Cascading, control center, decision making, operations, overload, probabilistic risk, security assessment, uncertainty, voltage instability.
- Published
- 2003
41. Self-healing in power systems: an approach using islanding and rate of frequency decline-based load shedding
- Author
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You, Haibo, Vittal, Vijay, and Yang, Zhong
- Subjects
Electric power systems -- Management ,Electric power systems -- Safety and security measures ,Electric power systems -- United States ,Company business management ,Business ,Electronics ,Electronics and electrical industries - Abstract
This paper provides a self-healing strategy to deal with catastrophic events when power system vulnerability analysis indicates that the system is approaching an extreme emergency state. In our approach, the system is adaptively divided into smaller islands with consideration of quick restoration. Then, a load shedding scheme based on the rate of frequency decline is applied. The proposed scheme is tested on a 179-bus, 20-generator sample system and shows very good performance. Index Terms--Islanding, load shedding, self-healing, slow-coherency-based grouping.
- Published
- 2003
42. Coordinated Wide-Area Damping Control Using Deep Neural Networks and Reinforcement Learning.
- Author
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Gupta, Pooja, Pal, Anamitra, and Vittal, Vijay
- Subjects
REINFORCEMENT learning ,STATIC VAR compensators ,LINEAR matrix inequalities ,DEEP learning ,ARTIFICIAL intelligence - Abstract
This paper proposes the design of two coordinated wide-area damping controllers (CWADCs) for damping low frequency oscillations (LFOs), while accounting for the uncertainties present in the power system. The controllers based on Deep Neural Network (DNN) and Deep Reinforcement Learning (DRL), respectively, coordinate the operation of different local damping controls such as power system stabilizers (PSSs), static VAr compensators (SVCs), and supplementary damping controllers for DC lines (DC-SDCs). The DNN-CWADC learns to make control decisions using supervised learning; the training dataset consisting of polytopic controllers designed with the help of linear matrix inequality (LMI)-based mixed $H_2/H_\infty$ optimization. The DRL-CWADC learns to adapt to the system uncertainties based on its continuous interaction with the power system environment by employing an advanced version of the state-of-the-art deep deterministic policy gradient (DDPG) algorithm referred to as bounded exploratory control-based DDPG (BEC-DDPG). The studies performed on a 33 machine, 127 bus equivalent model of the Western Electricity Coordinating Council (WECC) system-embedded with different types of damping controls demonstrate the effectiveness of the proposed CWADCs. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
43. Mitigation of Saturated Cut-Sets During Multiple Outages to Enhance Power System Security.
- Author
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SenBiswas, Reetam, Pal, Anamitra, Werho, Trevor, and Vittal, Vijay
- Subjects
SECURITY systems ,ELECTRIC power failures ,UNINTERRUPTIBLE power supply ,ALGORITHMS - Abstract
Ensuring reliable operation of large power systems subjected to multiple outages is a challenging task because of the combinatorial nature of the problem. Traditional approaches for security assessment are often limited by their scope and/or speed, resulting in missing of critical contingencies that could lead to cascading failures. This paper proposes a two-component methodology to enhance power system security. The first component combines an efficient algorithm to detect cut-set saturation (called the feasibility test (FT) algorithm) with real-time contingency analysis (RTCA) to create an integrated corrective action (iCA), whose goal is to secure the system against cut-set saturation as well as critical branch overloads. The second component only employs the results of the FT to create a relaxed corrective action (rCA) to secure the system against post-contingency cut-set saturation. The first component is more comprehensive, but the latter is computationally more efficient. The effectiveness of the two components is evaluated based upon the number of cascade triggering contingencies alleviated, and the computation time. The results obtained by analyzing different case-studies on the IEEE 118-bus and 2000-bus synthetic Texas systems indicate that the proposed two-component methodology successfully enhances the scope and speed of power system security assessment during multiple outages. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
44. A Future With Inverter-Based Resources: Finding Strength From Traditional Weakness.
- Author
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Matevosyan, Julia, MacDowell, Jason, Miller, Nick, Badrzadeh, Babak, Ramasubramanian, Deepak, Isaacs, Andrew, Quint, Ryan, Quitmann, Eckard, Pfeiffer, Ralph, Urdal, Helge, Prevost, Thibault, Vittal, Vijay, Woodford, Dennis, Huang, Shun Hsien, and O'Sullivan, Jon
- Abstract
The global, rapid evolution of power systems introduces a wide array of technologies that use power electronics to interface with the grid. As the generation portfolio changes, synchronous equipment that traditionally provided services necessary for stable grid operation is being displaced by inverter-based resources (IBRs), such as wind, solar photovoltaic, and battery storage. In the next few years, with the ever-growing dependence on IBRs, some synchronous areas will be operating, at least occasionally, with 100% (or nearly 100%) IBRs (see “What Is 100%?”). Therefore, IBRs must become a primary support of stable grids. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
45. Definition and Classification of Power System Stability – Revisited & Extended.
- Author
-
Hatziargyriou, Nikos, Milanovic, Jovica, Rahmann, Claudia, Ajjarapu, Venkataramana, Canizares, Claudio, Erlich, Istvan, Hill, David, Hiskens, Ian, Kamwa, Innocent, Pal, Bikash, Pourbeik, Pouyan, Sanchez-Gasca, Juan, Stankovic, Aleksandar, Van Cutsem, Thierry, Vittal, Vijay, and Vournas, Costas
- Subjects
TASK forces ,PHASE-locked loops ,ELECTRONIC equipment ,DEFINITIONS ,TASKS ,ELECTRIC power system stability - Abstract
Since the publication of the original paper on power system stability definitions in 2004, the dynamic behavior of power systems has gradually changed due to the increasing penetration of converter interfaced generation technologies, loads, and transmission devices. In recognition of this change, a Task Force was established in 2016 to re-examine and extend, where appropriate, the classic definitions and classifications of the basic stability terms to incorporate the effects of fast-response power electronic devices. This paper based on an IEEE PES report summarizes the major results of the work of the Task Force and presents extended definitions and classification of power system stability. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
46. A Graph Theoretic Approach to Power System Vulnerability Identification.
- Author
-
Biswas, Reetam Sen, Pal, Anamitra, Werho, Trevor, and Vittal, Vijay
- Subjects
SYSTEM identification ,SITUATIONAL awareness ,ELECTRIC lines - Abstract
During major power system disturbances, when multiple component outages occur in rapid succession, it becomes crucial to quickly identify the transmission interconnections that have limited power transfer capability. Understanding the impact of an outage on these critical interconnections (called saturated cut-sets) is important for enhancing situational awareness and taking correct actions. This paper proposes a new graph theoretic approach for analyzing whether a contingency will create a saturated cut-set in a meshed power network. A novel feature of the proposed algorithm is that it lowers the solution time significantly making the approach viable for real-time operations. It also indicates the minimum amount by which the power transfer through the critical interconnections should be reduced so that post-contingency saturation does not occur. Robustness of the proposed algorithm for enhanced situational awareness is demonstrated using the IEEE-118 bus system as well as a 17,000+ bus model of the Western Interconnection (WI). Comparisons made with different approaches for power system vulnerability assessment prove the utility of the proposed scheme for aiding power system operations during extreme exigencies. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
47. A Comparative Study of Interface Techniques for Transmission and Distribution Dynamic Co-Simulation
- Author
-
Huang, Qiuhua, Huang, Renke, Fan, Rui, Fuller, Jason, Hardy, Trevor, Zhenyu, Huang, and Vittal, Vijay
- Subjects
FOS: Electrical engineering, electronic engineering, information engineering ,Computer Science - Systems and Control ,Systems and Control (eess.SY) - Abstract
Transmission and distribution dynamic co-simulation is a practical and effective approach to leverage existing simulation tools for transmission and distribution systems to simulate dynamic stability and performance of transmission and distribution systems in a systematic manner. Given that these tools are developed as stand-alone programs and there are inherent differences between them, interface techniques become critical to bridge them. Two important unsolved questions are: 1) which interface technique is better and should be used, and 2) how the modeling and simulation capabilities in these tools that are available and can be exploited for co-simulation should be considered when selecting an interface technique. To address these questions, this paper presents a comparative study for different interface techniques that can be employed for T and D dynamic co-simulation. The study provides insights into the pros and cons of each interface technique, and helps researchers make informed decisions on choosing the interface techniques., 5 Pages, submitted to IEEE PES GM 2018
- Published
- 2017
48. Our Technical Council: The Voice of the Governing Board [Leader's Corner].
- Author
-
Vittal, Vijay
- Published
- 2020
- Full Text
- View/download PDF
49. Effect of accurate modelling of converter interfaced generation on a practical bulk power system.
- Author
-
Huang, Qiuhua, Ramasubramanian, Deepak, Vittal, Vijay, Keel, Brian, and Silva, Jose
- Abstract
With increased penetration of converter interfaced generation (CIG) in power systems, the suitability of modelling approaches and models dependent on the system conditions has to be studied. However, their suitability has yet to be systematically analysed. In this study, the authors first develop a methodology for identifying the maximum penetration of aggregated rooftop sources that can be represented as negative loads in both the steady state and dynamic analysis. Then they verify the suitability of a positive‐sequence performance‐based model and a detailed electromagnetic transient (EMT) model for utility‐scale photovoltaic (PV) plants under different fault conditions. Based on the results, they perform dynamic simulations on a large practical system with both positive‐sequence transient stability (TS) and EMT‐TS hybrid simulation. This study shows that positive‐sequence performance based PV plant model is more suitable for study cases with faults relatively far away from the point of connection. In addition, the results indicate that positive‐sequence models and TS simulation approach can produce comparable results with reference to the EMT‐TS hybrid simulation with EMT detailed models for normally‐cleared single‐line‐to‐ground faults, but the inadequacy of positive‐sequence based model and simulation approach becomes obvious for prolonged‐tripping of unbalanced faults in the proximity of the PV plants. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
50. Importance Sampling Using Multilabel Radial Basis Classification for Composite Power System Reliability Evaluation.
- Author
-
Urgun, Dogan, Singh, Chanan, and Vittal, Vijay
- Abstract
Resource additions to electric power grids are planned in advance to maintain reliability of electric power supply. This is achieved by performing reliability studies for calculating reliability indices at the planning stage to ensure that the required levels of reliability will be met. This article proposes a new state classification approach to calculate power system reliability indices using a combination of multilabel radial basis function (MLRBF) networks and importance sampling (IS) within the framework of Monte Carlo simulation process. Multilabel classification algorithms are different from single-label approaches, in which each instance can be assigned to multiple classes. This characteristic gives MLRBF the capability to classify composite power system states (success or failure), at the bus as well as system level. Bus level indices provide useful reliability information for locational reliability, which allows more rational and equitable distribution of resources. MLRBF classification does not require optimal power flow (OPF) analysis; however, OPF is required for the training and cross-entropy optimization phases. This article shows that the scope and computational efficiency to evaluate reliability indices can be significantly increased if the proposed MLRBF classifier is used together with well-known variance reduction technique of IS. As the classifier is trained to recognize the reliability status of a system state, it can also be used in operational planning when a number of scenarios need to be evaluated in a short time for their ability to satisfy load. The proposed method is illustrated using the IEEE reliability test system for different load levels. The outcomes of case studies show that MLRBF algorithm together with IS provides excellent classification accuracy in reliability evaluation while substantially reducing computation time and enhancing the scope of evaluation. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
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