Using an Agent-Based Model Approach to Power Outage Restoration - - PowerPoint PPT Presentation

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Using an Agent-Based Model Approach to Power Outage Restoration - - PowerPoint PPT Presentation

Using an Agent-Based Model Approach to Power Outage Restoration Tara Walsh PhD Candidate Department of Civil and Environmental Engineering Project Development Increasing storm severity leading to more widespread damage during storms.


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Using an Agent-Based Model Approach to Power Outage Restoration

Tara Walsh PhD Candidate Department of Civil and Environmental Engineering

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Project Development

  • Increasing storm severity leading to more widespread damage

during storms.

  • Restoration based on emergency managers’ experience.
  • Limited models exist for storm restoration.

Utility crew working after Hurricane Sandy. Percentage of Connecticut Light and Power (now Eversource) customers without power after Hurricane Irene.

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How can we accurately simulate the decisions emergency managers make during storm restoration?

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Agent Based Models

Agent based models are most commonly used for complex systems. The goal of an ABM is to find emergent behavior. Only simple rules are assigned to agents.

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How does it work?

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Map and

  • utages

initiated Historic storm Random

  • utages

Local crews initiated Random Area work centers Search strategy chosen Most customers Nearest

  • utage

Most customers and nearest Fastest repair time Fastest and most customers Fastest and nearest Travel speed set Mutual Assistance Crews Number Time to Arrival

Model Setup

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Model setup Outage selected Mutual assistance crews added Pathfinder Travel at set speed Repair

  • utage

Outages remaining? yes End no

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Results

More Important Less Important Number of outages Travel speed Individual repair times Start location Number of crews Outage location The search strategy has shown inconclusive results. There are differences between strategies, but it varies from storm to storm.

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Model Limitations

Restoration does not strictly follow one strategy.

01

Restoration is controlled more

  • n a smaller

scale.

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The model does not include power flow considerations.

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Ongoing Work

Increase the granularity of the model down to area work centers.

01 01

Develop a web-based decision support tool for emergency managers.

02 02

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Thank you!

tara.walsh@uconn.edu Walsh, T., Layton, T., Wanik, D., Mellor, J., 2018. Agent Based Model to Estimate Time to Restoration of Storm-Induced Power Outages. Infrastructures 3, 33.https://doi.org/10.3390/infrastructures3030033.

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