Signature work
Trustworthy AI
xt = argminx ft(x) + λ‖st − stref‖²online convex optimization + SoC reference learning + tracking
ESI Highly Cited & Hot Paper
Applied Energy 2025 ·
Applied Energy 2026 ·
IEEE TSG 2026 ·
Applied Energy 2026
Optimization under uncertainty
ℙξ∼P(u)[ g(u, ξ) ≤ 0 ] ≥ 1 − εuncertainty realization ξ coupled with decision u
Best Conference Paper, IEEE PES GM 2024
IEEE TSTE 2023 ·
IEEE TSTE 2026 ·
PES GM 2024
Move the pointer across the chart to change the decision.
Trustworthy AI
minΩr Σξ |cost(x*Ωr, ξ) − cost(x*ξ, ξ)|minimize the optimality gap of the reduced scenario set Ωr
IEEE TPWRS 2025 · IEEE TPWRS 2025 · EPSR / PSCC 2026 · Applied Energy 2025
Market design
ℙ[ b(SoC, σ) ≤ q ≤ b(SoC, σ) ] ≥ 1 − αcharge and discharge bid bounds reliably bracket the future opportunity cost q; both rise with uncertainty σ and fall with SoC
Build-first Export-oriented Supply-strained Limited potential fossil fuel (oil, LNG) synthetic fuel build at home
Energy policy and energy security
cost premium − security value ≤ 0⇒ build at home
① normal trade
Nature Energy, under review
Project page