A spatiotemporal EV energy model shows traffic-extended trip duration dominates HVAC variability over temperature in UK cities, producing an interpretable closed-form HVAC equation from ambient temperature, average speed, and trip distance.
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An agentic aggregator framework couples optimization-based electric bus scheduling with agents for disturbance detection and tariff adaptation, evaluated in a depot case study that shows feasible adaptive coordination but a profit-oriented trade-off that can extract value from the PTO.
A new Multidimensional Resilience Index shows that simultaneous failures across physical, cyber, and exogenous dimensions produce 46-fold greater resilience loss in power systems than isolated stress.
The paper generates high-fidelity CFD datasets of PWR lower-plenum and core-inlet flow and evaluates ML models for assembly-level mass-flow reconstruction and short-term autoregressive prediction.
Metal foam flow field cells outperform serpentine ones under 0.3 V constant voltage cold start, and a variable current mode that raises current density early improves heat generation while limiting water production.
A hybrid MILP-NLP-complementarity decomposition solved via spatial/temporal ADMM yields up to 13x speedup on unbalanced AC power flow-constrained DES design for networks with 55 loads, with maximum 0.61% optimality gap.
Energy system modeling shows methanol backstop increases costs 2.4% over hydrogen in high-electrification carbon-neutral scenarios while simplifying logistics.
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Distributed Energy System Design including Unbalanced AC Power Flow for Large LV Networks with ADMM
A hybrid MILP-NLP-complementarity decomposition solved via spatial/temporal ADMM yields up to 13x speedup on unbalanced AC power flow-constrained DES design for networks with 55 loads, with maximum 0.61% optimality gap.