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Oscillation Monitoring System
Mani V. Venkatasubramanian
Washington State University, Pullman, WA
mani@eecs.wsu.edu
June 2015
Washington, DC
DOE/OE Transmission Reliability Program
Project Objectives
 Oscillation Monitoring System for large power systems
 Monitoring hundreds of PMUs simultaneously
 System modes are changing – adaptive engines needed
 Damping Monitor Engine – ambient data analysis
 Event Analysis Engine – detection and analysis of
ringdowns and oscillations
 Real-time engines and off-line engines
Two Analytical Engines
Event
Analysis
0.4 Hz at +10% damping. Inter-Area Mode.
Ambient Noise Analysis
0.4 Hz at +10% damping. Inter-Area Mode.
Complementary Engines
 Event Analysis Engine (EAE)
◦ Multiple algorithms
◦ Prony, Matrix Pencil, HTLS, ERA, MFRA, and METRA.
◦ Aimed at events resulting in sudden changes in damping
 Damping Monitor Engine (DME)
◦ Ambient noise based. Continuous. Provides early
warning on poorly damped modes.
◦ Several algorithms
◦ Fast Frequency Domain Decomposition (FFDD), Fast
Stochastic Subspace Identification (FSSI), DFDO,
Recursive Adaptive Stochastic Subspace Identification
(RASSI), FDSSI, DFDD, RFDD, and DRSSI
Key Accomplishments
 Fast algorithms developed for handling large number of PMU
measurements: Damping Monitor: FFDD, FSSI, Event Analysis:
Accelerated versions of Prony, Matrix Pencil, ERA and HTLS
 Theory for resonance effects between forced oscillations and
inter-area modes developed.
 Off-line beta versions Damping Monitor Offline (DMO) and
Event Analysis Offline (EAO) delivered to Entergy and Peak
Reliability Corporation. Has proved useful.
 Fast easy interface to PI historians major step forward for
Entergy. Can track/analyze oscillations from previous years.
Technical Objectives in FY15
 Damping Monitor Engine and Event Analysis Engine
 Support of off-line engines (Stage 3)
 Testing, Training
 Deliverables: Documentation (6/15), Training
(ongoing), and Support for Peak RC, WECC and
Entergy (ongoing)
 Development of on-line engines (Stage 3)
 Coding, Testing, Training
 Deliverables: Beta versions (8/15), Testing and
Training for Peak RC, and Entergy (ongoing)
Risk Factors in FY15
 Event Analysis Engine and Damping Monitor Engine
 PMU data quality
 Computational complexity of algorithms
 Real-time data issues
Technical Objectives in FY16
 Damping Monitor Engine and Event Analysis Engine
 On-line and Off-line Engines (Stage 3)
 Testing, Tuning, and Support
 Deliverables: Official versions for Entergy/WECC
(1/16), Training (ongoing), and Support (ongoing)
 Commercialization road-maps (12/15)
Publications
 RASSI, IEEE Trans. Power Systems, January 2014
 MFRA, IEEE Trans. Power Systems, March 2014
 PMU applications, Springer-Verlag, M. Kezunovic, S.
Meliopolous, V. Venkatasubramanian and V. Vittal, 2014
 Proc. HICSS: METRA, January 2014, iMETRA, January 2015
 FFDD, IEEE Trans. Electric Power Delivery, to appear
 Inter-area Resonance, IEEE Trans. Power Systems, to appear
 Fast SVD methods, IEEE Trans. Power Systems, to appear
 WSD, IEEE Trans. Smart Grid, to appear
 DFDD and DRSSI, IEEE Trans. Power Systems, to appear
 SSR, IEEE Trans. Power Systems, to appear
Turbo Oscillation Monitoring
 FFDD can process large number of signals
1000+ simultaneously in real-time: needed for
reliable estimation and source location.
 Offline mode: Can get a quick overview of
system modal properties by fast analysis of
historical data. Can study mode trends.
 An hour of data from 200 PMU signals can be
analyzed in less than 2 minutes on a desktop
 Implemented in C# using Intel Math library.
Multi-threaded. Scalable solutions offered.
Forced Oscillations in WECC
• Summer 2013 24 hour data: 0.37 Hz oscillations
observed for several hours. Confirmed to be forced
oscillations at a hydro plant from vortex effect.
• 2014 data: Another 0.5 Hz oscillation also
observed. Source points to hydro unit as well.
And 0.7 Hz. And 1.12 Hz. And 2 Hz.
• Detection? Impact on nearby system modes?
• Resonance possible when system mode poorly
damped and close. Resonance observed in model
simulations.
Resonance with Inter-area Mode
Resonance effect high when:
• Forced Oscillation freq near System Mode freq
• System Mode poorly damped
• Forced Oscillation location near the two distant
ends of the System Mode
Resonance effect medium when:
• Some conditions hold
Resonance effect small when:
• None of the conditions holds
No resonance on June 13, 2013
Case 1
0.37 Hz
Forced Oscillation
Case 1
0.4 Hz at
15% Damping Ratio
Case 2
0.4 Hz at
14% Damping Ratio
Resonance effect low because system mode well-
damped and FO location near the center of the mode.
No tie-line oscillations from 10 MW forced oscilltion.
Medium Resonance on November 29, 2005
• 20 MW 0.26 Hz Forced Oscillation in Alberta Canada.
• 200 MW Oscillations on California-Oregon Inter-tie.
• System mode 0.27 Hz at 8% damping.
• Two out of the three conditions were true.
• Preparing a paper with detailed analysis….
Thanks to Armando Salazar (SCE) and Greg Stults (BPA)
Oscillation Monitoring Off-line
OpenPDC
OMS
Stand alone oscillation analysis programs for analyzing
historical PMU data.
Comtrade, CSV
PI historian
adapter
Historical
PMU data
OMS results
DMO
Visualization
CSV files
EAO
Damping Monitor Offline Demo

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Oscillation Monitoring Systems

  • 1. Oscillation Monitoring System Mani V. Venkatasubramanian Washington State University, Pullman, WA mani@eecs.wsu.edu June 2015 Washington, DC DOE/OE Transmission Reliability Program
  • 2. Project Objectives  Oscillation Monitoring System for large power systems  Monitoring hundreds of PMUs simultaneously  System modes are changing – adaptive engines needed  Damping Monitor Engine – ambient data analysis  Event Analysis Engine – detection and analysis of ringdowns and oscillations  Real-time engines and off-line engines
  • 3. Two Analytical Engines Event Analysis 0.4 Hz at +10% damping. Inter-Area Mode. Ambient Noise Analysis 0.4 Hz at +10% damping. Inter-Area Mode.
  • 4. Complementary Engines  Event Analysis Engine (EAE) ◦ Multiple algorithms ◦ Prony, Matrix Pencil, HTLS, ERA, MFRA, and METRA. ◦ Aimed at events resulting in sudden changes in damping  Damping Monitor Engine (DME) ◦ Ambient noise based. Continuous. Provides early warning on poorly damped modes. ◦ Several algorithms ◦ Fast Frequency Domain Decomposition (FFDD), Fast Stochastic Subspace Identification (FSSI), DFDO, Recursive Adaptive Stochastic Subspace Identification (RASSI), FDSSI, DFDD, RFDD, and DRSSI
  • 5. Key Accomplishments  Fast algorithms developed for handling large number of PMU measurements: Damping Monitor: FFDD, FSSI, Event Analysis: Accelerated versions of Prony, Matrix Pencil, ERA and HTLS  Theory for resonance effects between forced oscillations and inter-area modes developed.  Off-line beta versions Damping Monitor Offline (DMO) and Event Analysis Offline (EAO) delivered to Entergy and Peak Reliability Corporation. Has proved useful.  Fast easy interface to PI historians major step forward for Entergy. Can track/analyze oscillations from previous years.
  • 6. Technical Objectives in FY15  Damping Monitor Engine and Event Analysis Engine  Support of off-line engines (Stage 3)  Testing, Training  Deliverables: Documentation (6/15), Training (ongoing), and Support for Peak RC, WECC and Entergy (ongoing)  Development of on-line engines (Stage 3)  Coding, Testing, Training  Deliverables: Beta versions (8/15), Testing and Training for Peak RC, and Entergy (ongoing)
  • 7. Risk Factors in FY15  Event Analysis Engine and Damping Monitor Engine  PMU data quality  Computational complexity of algorithms  Real-time data issues
  • 8. Technical Objectives in FY16  Damping Monitor Engine and Event Analysis Engine  On-line and Off-line Engines (Stage 3)  Testing, Tuning, and Support  Deliverables: Official versions for Entergy/WECC (1/16), Training (ongoing), and Support (ongoing)  Commercialization road-maps (12/15)
  • 9. Publications  RASSI, IEEE Trans. Power Systems, January 2014  MFRA, IEEE Trans. Power Systems, March 2014  PMU applications, Springer-Verlag, M. Kezunovic, S. Meliopolous, V. Venkatasubramanian and V. Vittal, 2014  Proc. HICSS: METRA, January 2014, iMETRA, January 2015  FFDD, IEEE Trans. Electric Power Delivery, to appear  Inter-area Resonance, IEEE Trans. Power Systems, to appear  Fast SVD methods, IEEE Trans. Power Systems, to appear  WSD, IEEE Trans. Smart Grid, to appear  DFDD and DRSSI, IEEE Trans. Power Systems, to appear  SSR, IEEE Trans. Power Systems, to appear
  • 10. Turbo Oscillation Monitoring  FFDD can process large number of signals 1000+ simultaneously in real-time: needed for reliable estimation and source location.  Offline mode: Can get a quick overview of system modal properties by fast analysis of historical data. Can study mode trends.  An hour of data from 200 PMU signals can be analyzed in less than 2 minutes on a desktop  Implemented in C# using Intel Math library. Multi-threaded. Scalable solutions offered.
  • 11. Forced Oscillations in WECC • Summer 2013 24 hour data: 0.37 Hz oscillations observed for several hours. Confirmed to be forced oscillations at a hydro plant from vortex effect. • 2014 data: Another 0.5 Hz oscillation also observed. Source points to hydro unit as well. And 0.7 Hz. And 1.12 Hz. And 2 Hz. • Detection? Impact on nearby system modes? • Resonance possible when system mode poorly damped and close. Resonance observed in model simulations.
  • 12. Resonance with Inter-area Mode Resonance effect high when: • Forced Oscillation freq near System Mode freq • System Mode poorly damped • Forced Oscillation location near the two distant ends of the System Mode Resonance effect medium when: • Some conditions hold Resonance effect small when: • None of the conditions holds
  • 13. No resonance on June 13, 2013 Case 1 0.37 Hz Forced Oscillation Case 1 0.4 Hz at 15% Damping Ratio Case 2 0.4 Hz at 14% Damping Ratio Resonance effect low because system mode well- damped and FO location near the center of the mode. No tie-line oscillations from 10 MW forced oscilltion.
  • 14. Medium Resonance on November 29, 2005 • 20 MW 0.26 Hz Forced Oscillation in Alberta Canada. • 200 MW Oscillations on California-Oregon Inter-tie. • System mode 0.27 Hz at 8% damping. • Two out of the three conditions were true. • Preparing a paper with detailed analysis…. Thanks to Armando Salazar (SCE) and Greg Stults (BPA)
  • 15. Oscillation Monitoring Off-line OpenPDC OMS Stand alone oscillation analysis programs for analyzing historical PMU data. Comtrade, CSV PI historian adapter Historical PMU data OMS results DMO Visualization CSV files EAO