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Identifying key uncertainties in energy transitions with a Puerto Rico case study.
Kamiar Khayambashi1, Andres F Clarens1, William M Shobe2
1Department of Civil and Environmental Engineering, University of Virginia, Charlottesville, VA, USA.
Energy transition planning can be improved by identifying key uncertainties. This study found hurricane frequency and organizational inefficiency significantly impact costs for Puerto Rico
Area of Science:
- Energy Systems Analysis
- Decision Science
- Climate Change Adaptation
Background:
- Energy transition planning faces challenges due to high-dimensional uncertainties.
- Simplifying uncertainties can lead to suboptimal or uninformed decisions in energy planning.
Purpose of the Study:
- To develop a computationally efficient framework for identifying key uncertainty sources in energy transition planning.
- To guide decision-makers by highlighting critical factors influencing energy system costs.
Main Methods:
- Leveraged surrogate-based sensitivity analysis to pinpoint uncertainty drivers.
- Applied the framework to Puerto Rico's hurricane-prone power system.
- Analyzed total expected costs and scenario-specific operational costs.
Main Results:
- Hurricane frequency and organizational inefficiency are primary uncertainty sources for Puerto Rico's total expected energy system cost.
- Specific transition scenarios have unique key uncertainty drivers, such as biofuel prices for renewable systems.
- The framework effectively narrows the focus on critical uncertainties.
Conclusions:
- Sensitivity analysis is crucial for robust energy transition planning under uncertainty.
- Understanding specific uncertainty drivers allows for more targeted and efficient planning strategies.
- The proposed framework offers a practical tool for energy planners in complex systems.
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