As a graduate research assistant, I apply operation research, machine learning and statistic methods to energy system problems. I have collaborated with economists, geologists, mathematician from other universities and DOE national labs.Here are main projects I have been doing at Penn State:* Reliability Analysis of Interdependent Infrastructure Systems under Different NetworkTopologies* A Stochastic Optimization Framework to Plan for Coupled Electric Power and Natural Gas… Show more As a graduate research assistant, I apply operation research, machine learning and statistic methods to energy system problems. I have collaborated with economists, geologists, mathematician from other universities and DOE national labs.Here are main projects I have been doing at Penn State:* Reliability Analysis of Interdependent Infrastructure Systems under Different NetworkTopologies* A Stochastic Optimization Framework to Plan for Coupled Electric Power and Natural Gas System Against Extreme Weather Events Using Machine Learning Algorithm* Assessment of Pennsylvania Energy Infrastructure Risk from Extreme Weather and Climate Events* Stochastic Power System Planning with Multi Objectives under Clean Energy Policies Show less

* Designed, prototyped, and implemented a stochastic optimization and forecast algorithm in python to incorporate price uncertainty data into the trading software for utility-scale energy storage assets.* Developed a data-driven time-dependent price distribution forecast feature and deployed it to production.* Delivered the team’s first effort to consider data-drive uncertainty information in the bidding algorithm to achieve the use cases of bid spreading and reducing the risk of… Show more * Designed, prototyped, and implemented a stochastic optimization and forecast algorithm in python to incorporate price uncertainty data into the trading software for utility-scale energy storage assets.* Developed a data-driven time-dependent price distribution forecast feature and deployed it to production.* Delivered the team’s first effort to consider data-drive uncertainty information in the bidding algorithm to achieve the use cases of bid spreading and reducing the risk of revenue loss. Show less

Consequential Life Cycle Assessment for Energy Storage Technologies

Model of Integrated Alternative Energy Systems

Thermochemical Conversion of Biomass Energy- Led a 5-person team to explore the optimum application of bamboo reed as alternative fuel