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Posts
LLM agents (CS 294-196, Fa24)
Published:
This is a series of seminars by leading researchers and innovators from both academia and industry on the topic of agents empowered by large language models (LLM-agents). I will share my summary notes based on the course materials.
portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
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publications
Personalized local heating neutralizing individual, spatial, and temporal thermo-physiological variances in extreme cold environments
Published in Building and Environment, 2022
Personal comfort system (PCS) provides opportunity to create customized comfort with great energy saving. We are ambitious to understand its applicability and flexibility to the extreme. Users have full control on temperature of each body part with our modularized garment, and report acceptable in -15oC environment with personalized adjustments.
Recommended citation: Ju, Y., Ju, X., Zhang, H., Cao, B., Liu, B., & Zhu, Y. (2023). "Personalized local heating neutralizing individual, spatial, and temporal thermo-physiological variances in extreme cold environments." Building and Environment, 229, 109950.
Download Paper | Download Slides
Robo-chargers: optimal operation and planning of a robotic charging system to alleviate overstay
Published in IEEE Transactions on Smart Grid, 2023
We propose to incorporate Robo-chargers to alleviate overstay and enhance station capacity. We formalize the operation and planning model as MILP with the recognition of the combinatorial nature, charging dynamics and customer behaviors. Robo-chargers are suggested to be advantageous under a wide variety of scenarios, even perturbed with uncertainties.
Recommended citation: Ju, Y., Zeng, T., Allybokus, Z., & Moura, S. (2023). "Robo-Chargers: Optimal Operation and Planning of a Robotic Charging System to Alleviate Overstay." IEEE Transactions on Smart Grid, 15(1), 770-782.
Download Paper | Download Slides
Quantifying the impact of building load forecasts on optimizing energy storage systems
Published in Energy and Buildings, 2024
Recommended citation: Li, L., Ju, Y., & Wang, Z. (2024). "Quantifying the impact of building load forecasts on optimizing energy storage systems." Energy and Buildings, 307, 113913.
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talks
Pricing scheme design for vehicle-to-grid considering customers risk-aversive behaviors
Published:
This work was honored the Student Best Paper Award (2 out of 289). You can find the slides and practice recording.
Trajectory-Integrated Accessibility Analysis of Public Electric Vehicle Charging Stations
Published:
You can find the slides and practice recording.
teaching
E7: Introduction to Computer Programming for Scientists and Engineers
lower-division courses, College of Engineering, University of California, Berkeley, 2024
I lead two discussion sections (50 students each) per week, and hold office hours to help students review and practice programming principles and numerical methods taught by Prof. Mahamd Hallel in the lecture.