Mengxue Hou
Mengxue Hou
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Robotic Planning
Dynamic Event-triggered Integrated Task and Motion Planning for Process-aware Source Seeking
The process-aware source seeking (PASS) problem in flow fields aims to find an informative trajectory to reach an unknown source …
Yingke Li
,
Mengxue Hou
,
Enlu Zhou
,
Fumin Zhang
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OceanChat: Piloting Autonomous Underwater Vehicles in Natural Language
In the trending research of fusing Large Language Models (LLMs) and robotics, we aim to pave the way for innovative development of AI …
Ruochu Yang
,
Mengxue Hou
,
Junkai Wang
,
Fumin Zhang
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Video
Mori-Zwanzig Approach for Belief Abstraction with Application to Belief Space Planning
We propose a learning-based method to extract symbolic representations of the belief state and its dynamics in order to solve planning …
Mengxue Hou
,
Tony X. Lin
,
Enlu Zhou
,
Fumin Zhang
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Code
Poster
Integrated Task and Motion Planning for Process-aware Source Seeking
The process-aware source seeking (PASS) problem in flow fields aims to find an informative trajectory to reach an unknown source …
Yingke Li
,
Mengxue Hou
,
Enlu Zhou
,
Fumin Zhang
PDF
Cite
Assured Abstraction for Robotic Hierarchical Planning
To enable a smart and autonomous system to be cognizant, taskable, and adaptive in exploring an unknown and unstructured environment, …
Feb 24, 2023 2:00 PM — Feb 14, 2023 3:00 PM
Video
An Interleaved Algorithm for Integration of Robotic Task and Motion Planning
We propose an interleaved method for robotic task and motion planning (TAMP) problems, which involves optimizing both continuous and …
Mengxue Hou
,
Yingke Li
,
Fumin Zhang
,
Shreyas Sundaram
,
Shaoshuai Mou
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High-dimensional Optimal Density Control with Wasserstein Metric Matching
We present a novel computational framework for density control in high-dimensional state spaces. The considered dynamical system …
Shaojun Ma
,
Mengxue Hou
,
Xiaojing Ye
,
Haomin Zhou
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Method of Evolving Junction on Optimal Path Planning in Flows Fields
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Haoyan Zhai
,
Mengxue Hou
,
Fumin Zhang
,
Haomin Zhou
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DOI
Mori-Zwanzig formalism based belief abstraction for uncertainty-aware decision-making
Decision-making in partially observable environments is one of the key challenges in robotic autonomy. In this talk, I will address the …
Feb 4, 2022 2:00 PM — 3:00 PM
Video
Belief Space Partitioning for Symbolic Motion Planning
We propose a memory-constrained partition-based method to extract symbolic representations of the belief state and its dynamics in …
Mengxue Hou
,
Tony X. Lin
,
Wei Zhang
,
Catherine R. Edwards
,
Fumin Zhang
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