1.Heat Pump Refrigerant Comparison. Low GWP refrigerant system performance improvement. Target: Paper on performance comparison; enter Regeneron ISEF regional fair.
2.AI model of heat pump operation optimum. Using neural networks to boost system COP and save energy. Target: Paper on performance comparison; enter Regeneron ISEF regional fair.
3.Rooftop heat pump with solar integration: Calculate potential, costs, savings, and payback using Bay Area solar data. Target: Paper for school journal; enter US Dept. of Energy's eCYBERMISSION.
4.AI model for school energy consumption: Predict and balance multi-building loads. Target: Paper for school journal; enter US Dept. of Energy's eCYBERMISSION.
5.Liquid cooling for AI chips: Measure heat flux density and propose solutions. Target: Paper for school journal; enter US Dept. of Energy's eCYBERMISSION.
6.Micro CHP with Stirling engine: Model for residential use, combining heat sources for power and heat. Targets CHP design patent and ASHRAE student design showcase.
7.Liquefied air energy storage: Explore cycle efficiency and scalability. Target: Paper on system performance and ASHRAE student design showcase.
8.Island hydro-power co-production: Integrate water and electricity for remote sites. Target: Paper on system design and ASHRAE student design showcase.
9.Pipeline flow resistance: Validate Darcy-Weisbach equation experimentally. Target: Paper on system design and ASHRAE student design showcase.
10.Wind site optimization: Use AI on maps/wind data for turbine layouts. Targets site planning paper and Inspirit AI sustainability projects.