ThermoLLM uses a physics-informed spatial-semantic knowledge graph with LLMs for HVAC control in a five-zone EnergyPlus simulation and reports the best energy-comfort trade-off plus lowest PMV violations among tested methods.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
UNVERDICTED 2representative citing papers
High-throughput experiments on Al-Ti-Nb-Zr-Ta alloys identify dominant BCC and B2 phases plus Zr/Ta-rich nanoscale precipitates, with measured compositions showing systematic deviations from CALPHAD predictions.
citing papers explorer
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ThermoLLM: Thermodynamics-Aware HVAC Control with Spatial-Semantic Knowledge Graph
ThermoLLM uses a physics-informed spatial-semantic knowledge graph with LLMs for HVAC control in a five-zone EnergyPlus simulation and reports the best energy-comfort trade-off plus lowest PMV violations among tested methods.
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Phase Equilibria of the Al-Ti-Nb-Zr-Ta System
High-throughput experiments on Al-Ti-Nb-Zr-Ta alloys identify dominant BCC and B2 phases plus Zr/Ta-rich nanoscale precipitates, with measured compositions showing systematic deviations from CALPHAD predictions.