activity
20182021
most citedFrontier-based Automatic-differentiable Information Gain Measure for Robotic Exploration of Unknown 3D Environments

9 citations · 14 across the 6 of their papers we have counts for

collaborators

9 papers

stat.ME20211 cited

Hierarchical Dynamic Modeling for Individualized Bayesian Forecasting

Anna K. Yanchenko, Di Daniel Deng, Jinglan Li +2

We present a case study and methodological developments in large-scale hierarchical dynamic modeling for personalized prediction in commerce. The context is supermarket sales, wher…

cs.RO2020

Robotic Exploration of Unknown 2D Environment Using a Frontier-based Automatic-Differentiable Information Gain Measure

Di Deng, Runlin Duan, Jiahong Liu +2

At the heart of path-planning methods for autonomous robotic exploration is a heuristic which encourages exploring unknown regions of the environment. Such heuristics are typically…

cs.RO20209 cited

Frontier-based Automatic-differentiable Information Gain Measure for Robotic Exploration of Unknown 3D Environments

Di Deng, Zhefan Xu, Wenbo Zhao +1

The path planning problem for autonomous exploration of an unknown region by a robotic agent typically employs frontier-based or information-theoretic heuristics. Frontier-based he…

cs.RO20202 cited

Coordinated Aerial-Ground Robot Exploration via Monte-Carlo View Quality Rendering

Di Deng, Zhefan Xu, Wenbo Zhao +1

We present a framework for a ground-aerial robotic team to explore large, unstructured, and unknown environments. In such exploration problems, the effectiveness of existing explor…

cs.RO2020

Autonomous UAV Exploration of Dynamic Environments via Incremental Sampling and Probabilistic Roadmap

Zhefan Xu, Di Deng, Kenji Shimada

Autonomous exploration requires robots to generate informative trajectories iteratively. Although sampling-based methods are highly efficient in unmanned aerial vehicle exploration…

cs.RO20202 cited

Multi-UAV Coverage Path Planning for the Inspection of Large and Complex Structures

Wei Jing, Di Deng, Yan Wu +1

We present a multi-UAV Coverage Path Planning (CPP) framework for the inspection of large-scale, complex 3D structures. In the proposed sampling-based coverage path planning method…