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Statistical Analysis of Power System Faults
May 99-15 April 30, 1999 Corey Proctor EE Alvina Hendradi EE Chris Dennison EE Greg Bahl EE Advisor/client Dr. James D. McCalley
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Agenda Problem Statement Design Objectives End Product Description
Assumptions and Limitations Technical Approach Evaluation of Project Success Future Work Lesson Learned Conclusions Questions
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Problem Statement How do you balance the RISK with the BENEFIT for loading a conductor in a real power system using real statistical data?
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Problem Statement: Background Power Line Heating
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Problem Statement: Background Impacts of Thermal Loading
Loss of strength due to annealing. Loss of ground clearance due to sagging.
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Design Objectives Develop a report that will outline the following items Overview of the research including Description of the data Description of the statistical method Description of the transmission line Description of the process used to determine the associated risk Determine a recommendation for the transmission line Identify areas of further study
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End Product Description
Risk assessment of a transmission line. Real data Produces a method and a recommendation for a transmission line Analysis of weather Load growth Cost for reinforcement Client takes full ownership of project results
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Assumptions and Limitations
Statistics Wind and temperature are statistically independent Assumed load duration curve Assumed probability of outages per year Transmission lines 3.5% load growth per year 20 MW used for generation 15% interest rate for capital recovery Limitations Modeled only one load N-1 outage conditions System reduction Limited number of weather sites Risk assessment only for summer all other times risk = 0!
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Technical Approach Developed Design Flow Chart Researched
Studied Alternatives Compared Solutions Made a Decision
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Technical Approach: Research
Line Data Location Conductor Load Characteristics Cost of Transmission
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Technical Approach: Research
Weather Dates needed Cost of data (Benefit analysis) High Plains Climate Center Processing Implementation
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Weather Data Collector
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Technical Approach: Research Tools Used
EPRI Ipflow Research grade software (ISU)
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Technical Approach: Study Alternatives
Leave power line as is. Restrict future plant load. and/or take the risk. Re-build Add new power line Add onsite generation
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Technical Approach: Compare Solutions
Cost of Reinforcement Risk Feasibility
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Technical Approach: Make a Decision
Benefits Ease of implementation
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Evaluation of Progress Success
Success!: Delivered all objectives Description of: Data Statistical Method Transmission Line Process used to determine the associated risk Determined a recommendation for transmission line Identified further areas of study
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Recommendations for Additional Work
Promote as a risk tool Use a larger sampling of weather data Study: Conductor characteristics Statistical dependence of wind and temperature Economic value added instead of minimization of cost
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Financial and Human Budgets
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Lessons Learned Efficient time management
Increased understanding of statistical data manipulation. Increased understanding of real-world costs. Evaluating individual strengths and assigning work appropriately.
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Conclusion This assessment will provide planners and system operators a better understanding of system loading and financial costs associated with the risk of their actions.
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Questions ?
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