real time applications using linear state estimation ... · real time applications using linear...

24
Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group [email protected] JSIS May 30-31, 2019 Salt Lake City, UT DOE/OE Transmission Reliability Program

Upload: others

Post on 29-Jun-2020

11 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Real Time Applications Using Linear State Estimation Technology

(RTA/LSE)

Ken Martin Electric Power Group

[email protected] JSIS

May 30-31, 2019 Salt Lake City, UT

DOE/OE Transmission Reliability Program

Page 2: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Introduction

• Project: Real Time Applications Using Linear State Estimation Technology

– DOE Grant Award DE-OE0000849

• Primary recipient: Electric Power Group, LLC

• Project Partners (host site & cost share):

– Bonneville Power Administration

– New York Power Authority

• Added project host site

– Duke Energy

Page 3: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

• Implement 3 applications to monitor power system

• Test with simulated and recorded data

• Demonstrate at host utilities

Project approach

Phasor

Data

Stream

Data:

Concentration,

Validation,

Alignment –

PDC and LSE

Real-time

Contingency

Analysis (RTCA)

Area angle stability

detection

Voltage corridor

stability detection

Operator

notification

Page 4: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

REAL-TIME CONTINGENCY ANALYSIS (RTCA)

Page 5: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Methodology

• Uses a base case (power flow model) as input and updates the observable area using eLSE results

• Run all contingencies from a list using Power flow solution (FDLF/NR)

• Detect voltage & power flow limit violations

• Use full system model covering utility with surrounding connections

• Challenges – Base case may not match current system

– Obtaining accurate results with small number of PMU measurements

Page 6: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

RTCA Results Visualization

Violations for Individual Contingencies

List of Contingencies Causing Violations

Trend of Historical RTCA Results

List of Recent

RTCA results

Menu – Options, Settings

Real-time Mode vs Manual Study Mode

Page 7: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

VOLTAGE CORRIDOR STABILITY LIMIT MONITORING

Page 8: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Transmission Corridor VSI Index

• Uses PMU measurements of V & I at both ends of a transmission corridor to compute complex power

• Computes a stability index that is simply the voltage across the system divided by the load voltage

• Limits are set based on local limitations

• Technique will handle a transmission corridor with a network of lines and multiple input and output points

Page 9: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

VSI configuration

Loading Malin Voltage VSI

1 Base Case (3807 MW) 514.8 kV 16.61

2 4353 MW 504.8 kV 19.11

3 4667 MW 493.7 kV 21.21

4 4917 MW 480.2 kV 23.38

5 5125 MW 472.5 kV 24.87

6 5150 MW 471.5 kV 25.03

7 5160 MW 466.6 kV 25.93

8 5205 MW NA Diverges

Alarm levels were determined: • Alert: 19

• Alarm: 23

• Establish VSI limits based on various severe contingencies

• For BPA, used maximum generator & DC intertie – Example - Loss of Two Palo Verde Units

Page 10: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

VSI Visualization in Real-Time (Loss of 2 Palo Verde Units with 4667 MW initial loading on corridor)

VSI Plot

Alarm color-coded VSI

visualization on map

Corridor Bus Voltages Corridor Power Flows

Alarm Threshold

VSI Exceeds

Alarm Threshold

Page 11: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

AREA ANGLE LIMIT MONITORING

Page 12: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Area Angle Monitoring (AAM) – Overview

• Power flow creates a phase angle. Higher angles result from – Higher power flow

– Higher impedance (fewer lines carrying flow)

• High Angle can indicate excessive stress or a lost transmission line

Power

flow into

an area

Power

flow out

of an area

Page 13: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Calculation of Area Angle

Area angle calculation

An area with border buses

Weights of border buses are

calculated with Kron

reduction

• Select an area with a through power flow & PMU measurement on boundary busses

• Determine a weighting for each boundary bus based on the network admittances

• Study outages to relate area angle to relate area angle to allowable power flow through the area

Page 14: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Visualization of AAM On RTDMS Client

• Monitor an area in BPA

• Contingency: Loss of John day–Grizzly #1 and #2 and the line Grizzly–Malin

Alarm color-coded AAM

visualization on map

Area angle curve

Emergency threshold

Warning threshold

23.50 degree

21.29 degree

Page 15: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Applications Benefits

• RTCA Improves Situational Awareness & provides Actionable Intelligence – Based on eLSE which always solves

• Provides Backup to Conventional RTCA • VSI covers transmission corridors rather than

specific lines – Covers less well defined transmission flows

• Area angle can detect weakness in the bulk grid – Does not depend on individual flow measurements – Other measurement techniques do not provide angle

• Both applications back up existing flow and stability indices

Page 16: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

• Application developments are complete

• Prototype demonstration was made to DOE and project participants in Feb 2019

• BPA implementation complete in June 2019

– Factory tests (FAT) in May & installation in June

– Site tests (SAT) after on-site tuning

• Implementation for NYPA under way

– Implementation for Duke to follow

Project status

Page 17: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Looking Forward

• Activities through FY 2019

– Complete adaptation for NYPA and Duke

– Perform FAT tests for both

– Deploy at host sites & SAT tests

– Monitor operation & improve operation as needed

• FY 2020:

– Monitor and improve applications

– Final project report

– Produce commercialization plan

Page 18: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Thank You!

Page 19: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Reserve

• Delete at end

Page 20: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Advisors & observers

• Project Advisors – Anjan Bose – Washington State University – Ian Dobson – Iowa State University – Dejan Sobajic – Grid Engineering – Anurag Srivastava – Washington State University

• Project Observers – Dominion Virginia Power (Dominion) - Kyle Thomas – Peak Reliability - Hongming Zhang – PJM - Emanuel Bernabeu, Ryan Nice

Page 21: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Project Objective

• Develop Real Time Applications Using Phasor Data and Linear State Estimator Technology

– Provide operators with actionable intelligence on contingencies, voltage margins, & phase angle limits

• Applications include

– Real Time Contingency Analysis

– Voltage Stability Monitoring

– Area Angle Limit Monitoring

4-13-2017

Page 22: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

Project Timeline Task Deliverable Completion Date Documentation & notes

1 Project Management Plan 4/12/2017 Project management plan document

2 Research, Design & Development of Prototype

2.1 RTA/LSE Design & enhanced

LSE implementation

7/28/2017 Design specification document

2.2 Offline study 9/6/2017 Offline study report

2.3 Real time applications

prototype, and development

and testing

1/29/2019 Test cases and test results

2.4 Prototype Demonstration for

DoE and all the participants

3/31/2019 Demonstration at EPG

3 Deployment, Testing & Acceptance

3.1 Factory Acceptance Tests 7/24/2019 Test cases and test results

3.2 Site Acceptance Tests 10/15/2019 Test cases and test results

4 Demonstration at utility host

site, training and a report

12/20/2019 Demonstration, training and report

5 Marketing and Outreach

5.1 Marketing Plan 2/1/2020 Marketing plan

5.2 Outreach 3/14/2020 Industry presentations and briefing documents

Page 23: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

RTCA - Overview

• Real-time Contingency Analysis - Application performs Contingency Analysis using PMU Data and enhanced Linear State Estimation (eLSE)

• Study what-if Contingency Scenarios to assess System Violations

• Contingencies Include – Loss of Lines, Transformers, Generators (N-1, N-2, N-k) etc.

Page 24: Real Time Applications Using Linear State Estimation ... · Real Time Applications Using Linear State Estimation Technology (RTA/LSE) Ken Martin Electric Power Group martin@electricpowergroup.com

RTCA Benefits

• High-level view of risks and potential severe problems – Contingencies Causing Violations & List Violations by

Category

– Detailed Results for each contingency

• Offers Real-time and Manual study Modes

• Improves Situational Awareness & provides Actionable Intelligence

• Based on eLSE which always solves

• Provides Backup to Conventional RTCA