Flexible computational loads as demand-side resources for surplus renewable energy: A review of siting criteria, thermal management, and operational strategies

Citations

SCOPUS

0

초록

Renewable curtailment often occurs behind local transmission constraints, yet studies rarely examine whether flexible loads are located where surplus arises. This review assesses when Bitcoin mining, deferrable artificial-intelligence and machine-learning (AI/ML), and high-performance-computing (HPC) workloads can use otherwise-curtailed electricity. A PRISMA-informed search, citation tracking, targeted searches, and institutional records produced a 99-record source set. The synthesis follows five steps: verify surplus, match workload flexibility, screen site and thermal feasibility, select an operating pathway, and bound claims. The positive-part Normalized Surplus Index is proposed as a screening concept. A California Independent System Operator audit shows that balancing-area records cannot support nodal NSI without pre-curtailment availability and boundary-consistent absorption and export allocations. Siting criteria include electrical access, communications, cooling and water, land and environmental constraints, and heat sinks; local stakeholder elicitation is required for weighting. Reviewed models support rapid downward interruption of controllable Bitcoin-mining loads, whereas AI/ML and HPC flexibility is slower and schedule-dependent. Surplus absorption requires separately verified upward activation in the same location and time window. No operator-grade nodal validation, site ranking, field deployment, or grid-service qualification is demonstrated. Flexible compute is therefore a conditional demand-side resource, not a general curtailment solution. © 2026

키워드

Demand response; Flexible computational load; Normalized surplus index; Renewable energy curtailment; Siting criteria; Thermal management
제목
Flexible computational loads as demand-side resources for surplus renewable energy: A review of siting criteria, thermal management, and operational strategies
저자
Shin, Youngjae
DOI
10.1016/j.epsr.2026.114293
발행일
2027-04
유형
Review
저널명
Electric Power Systems Research
권
265