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Fundamentals of Forced Oscillations JIM FOLLUM September 21, 2017 PNNL-SA-129294 1 Pacific Northwest National Laboratory NASPI-NERC SMS-IEEE PES Forced Oscillations Technical Workshop
Transcript
Page 1: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Fundamentals of Forced Oscillations

JIM FOLLUM

September 21, 2017 PNNL-SA-129294 1

Pacific Northwest National LaboratoryNASPI-NERC SMS-IEEE PES Forced Oscillations Technical Workshop

Page 2: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Overview of Forced Oscillations

Relatively common power system eventsPMUs have led to much greater awareness in recent yearsResonance can lead to system-wide oscillationsPotential to negatively impact equipment and operation

September 21, 2017 2

Page 3: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

The Power Grid as a System

September 21, 2017 3Image courtesy of: D. Trudnowski, M. Donnelly and E. Lightner, "Power-System Frequency and Stability Control using

Decentralized Intelligent Loads," 2005/2006 IEEE/PES Transmission and Distribution Conference and Exhibition, Dallas, TX, 2006, pp. 1453-1459.

Inputs Outputs

Page 4: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

The Power Grid as a System

September 21, 2017 4

Inputs, 𝑥𝑥 Outputs, 𝑦𝑦𝑦𝑦 = 𝑓𝑓(𝑥𝑥)

Page 5: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

The Power Grid as a System

InputsDisturbances that change the grid’s stateExamples

FaultTrip of a line, generator, or loadPersistent random load changesOscillatory load or generationControl actions

OutputsMeasurements distributed throughout the systemPMUs are crucial

SynchronizationHigh reporting rate

September 21, 2017 5

Page 6: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

What is a Forced Oscillation?

OscillationAn unintentional periodic exchange of energy across different components of a power gridCharacterized by a set of frequency, damping, amplitude, and phase terms

System responseAn output associated with a set of inputsTotal System Response = Natural Response + Forced Response

Natural Response: the portion of the response associated with the systemForced Response: the portion of the response associated with the input

Forced Oscillation: the forced response of a system to a periodic inputVisible in power, frequency, and voltage measurements

September 21, 2017 6

Page 7: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Example: System Response

September 21, 2017 7

𝐻𝐻 𝑧𝑧 =𝑍𝑍

𝑍𝑍 − �12

-1

0

1

2

0 5 10

Sample n

-1

0

1

2

0 2 4 6 8 10

Sample n

𝑦𝑦 𝑛𝑛 = −1 �12

𝑛𝑛+ 2

-1

0

1

2

0 2 4 6 8 10

Sample n

-1

0

1

2

0 2 4 6 8 10

Sample n

𝑦𝑦𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛 𝑛𝑛 = −1 �12

𝑛𝑛𝑦𝑦𝑓𝑓𝑓𝑓𝑛𝑛𝑓𝑓𝑓𝑓𝑓𝑓 𝑛𝑛 = 2

= +

SystemInput

Page 8: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

-3

0

3

0 10 20 30 40

Sample n

-6

0

6

0 10 20 30 40

Sample n

0

0.3

0.6

0 10 20 30 40

Sample n

-6

0

6

0 10 20 30 40

Sample n

Example: System Response to Periodic Input

September 21, 2017 8

𝑍𝑍𝑍𝑍 − �1

2

𝑦𝑦 𝑛𝑛

𝑦𝑦𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛𝑛 𝑛𝑛 𝑦𝑦𝑓𝑓𝑓𝑓𝑛𝑛𝑓𝑓𝑓𝑓𝑓𝑓 𝑛𝑛

= +

SystemInput

Page 9: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Implications

Appropriate action when a sustained oscillation appears depends on the oscillation’s type

Forced: disable the inputNatural (modal): adjust system operation to improve stability

Forced oscillations reflect the characteristics of a periodic input to the system

What are the periodic inputs?What are the characteristics of a forced oscillation?

September 21, 2017 9

Page 10: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Causes of Forced Oscillations

Sources are variedTraditional generation, e.g., fossil, hydro, and nuclear plantsAlternative generation, e.g., wind and solarCyclical loads, e.g., aluminum smeltingMalfunctioning controls

Examples from forthcoming NERC reliability guideline “Forced Oscillation Monitoring & Mitigation”

Broken valve on thermal unitOperation of hydro unit in rough zoneWind power plant controlHVDC controllerOperating mode of combined cycle plant

September 21, 2017 10

Page 11: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Characteristics of Forced Oscillations

SetupAny periodic input can be written as 𝑥𝑥(t) = 𝑎𝑎0 + ∑ℎ=1∞ 𝑎𝑎1 cos ℎ𝜔𝜔0𝑡𝑡 + 𝜃𝜃ℎPower systems tend to behave linearly about an operating pointThe system applies a frequency-dependent gain and phase shift to each componentMeasured outputs take the form 𝑦𝑦 𝑡𝑡 = 𝑏𝑏0 + ∑ℎ=1∞ 𝑏𝑏1 cos ℎ𝜔𝜔0𝑡𝑡 + 𝜙𝜙ℎ

September 21, 2017 11

System

0 5 10 15 20

Time (sec)

-0.5

0

0.5

Input (at the generator)

0 5 10 15 20

Time (sec)

-2

-1

0

1

2Measured Output (PMU data)

Page 12: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Characteristics of Forced Oscillations

September 21, 2017 12

𝑦𝑦 𝑡𝑡 = 𝑏𝑏0 + �ℎ=1

𝑏𝑏1 cos ℎ𝜔𝜔0𝑡𝑡 + 𝜙𝜙ℎ

Narrow frequency componentsHarmonics

Frequencies are integer multiples

Consistent oscillation frequency throughout the systemShape

Observed amplitude and phase in different parts of the system

Page 13: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Characteristics of Forced Oscillations

September 21, 2017 13

𝑦𝑦 𝑡𝑡 = 𝑏𝑏0 + �ℎ=1

𝑏𝑏1 cos ℎ𝜔𝜔0𝑡𝑡 + 𝜙𝜙ℎ

Narrow frequency componentsHarmonics

Frequencies are integer multiples

Consistent oscillation frequency throughout the systemShape

Observed amplitude and phase in different parts of the system

Page 14: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Characteristics of Forced Oscillations

September 21, 2017 14

𝑦𝑦 𝑡𝑡 = 𝑏𝑏0 + �ℎ=1

𝑏𝑏1 cos ℎ𝜔𝜔0𝑡𝑡 + 𝜙𝜙ℎ

Narrow frequency componentsHarmonics

Frequencies are integer multiples

Consistent oscillation frequency throughout the systemShape

Observed amplitude and phase in different parts of the system

Page 15: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Characteristics of Forced Oscillations

September 21, 2017 15

𝑦𝑦 𝑡𝑡 = 𝑏𝑏0 + �ℎ=1

𝑏𝑏1 cos ℎ𝜔𝜔0𝑡𝑡 + 𝜙𝜙ℎ

Narrow frequency componentsHarmonics

Frequencies are integer multiples

Consistent oscillation frequency throughout the systemShape

Observed amplitude and phase of the oscillation in different parts of the system

Page 16: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Characteristics of Forced Oscillations

September 21, 2017 16

𝑦𝑦 𝑡𝑡 = 𝑏𝑏0 + �ℎ=1

𝑏𝑏1 cos ℎ𝜔𝜔0𝑡𝑡 + 𝜙𝜙ℎ

Damping?Like mode shape, damping is a characteristic of the systemObservable in ambient and transient data because they are naturalresponsesA forced oscillation’s undamped nature does not reflect the system’s dampingExample:

Fit measured data to 𝑦𝑦 = 𝑎𝑎𝑥𝑥2 + 𝑏𝑏𝑥𝑥 + 𝑐𝑐𝑎𝑎 ≈ 0 indicates that the data is linear𝑦𝑦 = 𝑚𝑚𝑥𝑥 + 𝑏𝑏 is a superior model

Low damping estimates indicate either…A forced oscillation with nearly constant amplitude is present, orA system mode has poor damping – don’t rule this out immediately!

Page 17: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Potential Impacts of Forced Oscillations

Equipment fatigueDamage to rotor shaftsPoor power qualityReduced productionLimited transfer capabilityGenerator trippingImpeded efforts to monitor modal oscillations

September 21, 2017 17

Page 18: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Analysis of Forced Oscillations

DetectionDetermine that a sustained oscillation is present

IdentificationFrequency

Harmonics?AmplitudeStart and end timePhase

ClassificationNatural or forced?Widespread or local?

Localization

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Page 19: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Analysis: Detection

A variety of detectors have been suggestedEnergy [1]

Increased signal energy in predefined frequency bandsPeriodogram [2]

Increased signal power at individual frequenciesCoherence [3, 4]

Significant coherence over time (single channel) or across the system (multichannel)

Oscillation Monitor [5]Damping estimates near zero

Performance aspects of oscillation detectorsDelay – How long before the oscillation is detected?Reliability – How many false alarms for each detected event?Selectivity – Are only forced oscillations detected?Robustness – How does performance vary under different conditions?

September 21, 2017 19

Page 20: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Analysis: Source Location

ChallengesOscillation shape

Forced oscillation shape conforms to mode shape when frequencies closeAmplitude may be largest far from source – see example in [5]

Model must be accurate to be utilizedSource variety

ApproachesHuge variety: traveling wave, damping torque, mode shape, energy,…Applicability

Variety: forced, modal, agnosticForced oscillation source: conventional generation, renewable generation, etc.

For a survey, see [6]

September 21, 2017 20

Page 21: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

IEEE PES Task Force on Oscillation Source Location

September 21, 2017 21

August 2016 – December 2019Scope

Test case library: http://curent.utk.edu/research/test-casesSummarize approachesTheoretical investigationOnline algorithm development

Page 22: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Works Cited

[1] Kosterev, D., Burns, J., Leitschuh, N., Anasis, J., Donahoo, A., Trudnowski, D., Donnelly, M., Pierre, J. (2016). Implementation and Operating Experience with Oscillation Detection Application at Bonneville Power Administration. Proceedings of CIGRE 2016 Grid of the Future.Philadelphia.

[2] Follum, J., & Pierre, J. W. (2016, May). Detection of Periodic Forced Oscillations in Power Systems. IEEE Transactions on Power Systems, 31(3), 2423-2433.

[3] Zhou, N. (2013, July). A coherence method for detecting and analyzing oscillations. Power and Energy Society General Meeting (PES), 2013 IEEE, (pp. 1-5).

[4] Zhou, N., & Dagle, J. (2015, Jan). Initial Results in Using a Self-Coherence Method for Detecting Sustained Oscillations. Power Systems, IEEE Transactions on, 30(1), 522-530.

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Page 23: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Works Cited

[5] Sarmadi, S. A. N. & Venkatasubramanian, V., "Inter-Area Resonance in Power Systems From Forced Oscillations," in IEEE Transactions on Power Systems, vol. 31, no. 1, pp. 378-386, Jan. 2016.

[6] Wang B., & Sun, K., “Location Methods of Oscillation Sources in Power Systems: A Survey”, Journal of Modern Power Systems and Clean Energy, 2016. DOI: 10.1007/s40565-016-0216-5

September 21, 2017 23

Page 24: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Additional NASPI References

Oscillation Detection and Analysis Tools used in IndustryNing, J., Zhang, H., Wu, T., Bowles, M., & Venkatasubramanian, M., “Real-time

Forced Oscillation Detection and Source Location in the Western Interconnection,” NASPI Work Group Meeting, March 2017, Available online: naspi.org.

Maslennikov, S., & Litvinov, E., “Oscillation Source Locating Tool at ISO New England,” NASPI Work Group Meeting, March 2017, Available online: naspi.org.

Donnelley, M., “Implementation and Operating Experience with Oscillation Detection at Bonneville Power Administration,” NASPI Work Group Meeting, October 2016, Available online: naspi.org.

Liu, J., “Oscillation Detection and Mitigation at PJM,” NASPI Work Group Meeting, March 2016, Available online: naspi.org.

September 21, 2017 24

Page 25: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Additional NASPI References

Relevant ReportsFollum, J., Tuffner, F., Dosiek, L., & Pierre, J., “Power System Oscillatory

Behaviors: Sources, Characteristics, & Analyses,” NASPI Report, May 2017, Available online: naspi.org.

Silverstein, A., “Diagnosing Equipment Health and Mis-operations with PMU Data,” NASPI Report, May 2015, Available online: naspi.org.

September 21, 2017 25

Page 26: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Additional NASPI References

Relevant PresentationsVenkatasubramanian, M. V., O’Brien, J., Zhang, H., Yuan, H., Wu, T., & Ning,

A., “Wide-Area Oscillation Resonance Event in the Western Interconnection on September 5 2015,” NASPI Work Group Meeting, March 2017, Available online: naspi.org.

Sun, K., Wang, B., Maslennikov, S., Zhang, F., & Luo, X., “A Test Cases Library for Methods of Locating the Sources of Sustained Oscillations,” NASPI Work Group Meeting, March 2016, Available online: naspi.org.

Venkatasubramanian, M. V., Wu, T., Bestebreur, J., Blood, E., & Zweigle, G., “Analysis of Eastern Interconnection Modes and Oscillations using SEL Archived PMU Data,” NASPI Work Group Meeting, March 2016, Available online: naspi.org.

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Page 27: Fundamentals of Forced Oscillations - NASPI · What is a Forced Oscillation? Oscillation. An unintentional periodic exchange of energy across different components of a power grid

Questions?

September 21, 2017 27

Jim [email protected]

509-375-6978


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