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Data-Driven Learning and Planning for Environmental Sampling
v1v2 (latest)

Data-Driven Learning and Planning for Environmental Sampling

7 February 2017
Kai-Chieh Ma
Lantao Liu
H. Heidarsson
Gaurav Sukhatme
ArXiv (abs)PDFHTML

Papers citing "Data-Driven Learning and Planning for Environmental Sampling"

16 / 16 papers shown
IA-TIGRIS: An Incremental and Adaptive Sampling-Based Planner for Online Informative Path Planning
IA-TIGRIS: An Incremental and Adaptive Sampling-Based Planner for Online Informative Path Planning
Brady G. Moon
Nayana Suvarna
Andrew Jong
S. Chatterjee
Junbin Yuan
Muqing Cao
Sebastian A. Scherer
267
2
0
21 Feb 2025
A Finite-Horizon Approach to Active Level Set Estimation
A Finite-Horizon Approach to Active Level Set EstimationFoundations of Data Science (FDS), 2023
Phillip Kearns
Bruno Jedynak
J. Lipor
174
2
0
18 Oct 2023
Multi-Robot Informative Path Planning from Regression with Sparse
  Gaussian Processes (with Appendix)
Multi-Robot Informative Path Planning from Regression with Sparse Gaussian Processes (with Appendix)IEEE International Conference on Robotics and Automation (ICRA), 2023
Kalvik Jakkala
Srinivas Akella
418
24
0
13 Sep 2023
Where to Drop Sensors from Aerial Robots to Monitor a Surface-Level
  Phenomenon?
Where to Drop Sensors from Aerial Robots to Monitor a Surface-Level Phenomenon?American Control Conference (ACC), 2023
Chak Lam Shek
Guan-Yu Shi
A. Asghar
Erfaun Noorani
327
1
0
10 Jul 2023
Multi-Objective and Model-Predictive Tree Search for Spatiotemporal
  Informative Planning
Multi-Objective and Model-Predictive Tree Search for Spatiotemporal Informative PlanningIEEE Conference on Decision and Control (CDC), 2019
Weizhe (Wesley) Chen
Lantao Liu
179
6
0
16 Jun 2023
Long-Term Autonomous Ocean Monitoring with Streaming Samples
Long-Term Autonomous Ocean Monitoring with Streaming Samples
Weizhe (Wesley) Chen
Lantao Liu
182
4
0
11 Jun 2023
Adaptive Robotic Information Gathering via Non-Stationary Gaussian
  Processes
Adaptive Robotic Information Gathering via Non-Stationary Gaussian Processes
Weizhe (Wesley) Chen
Roni Khardon
Lantao Liu
424
16
0
02 Jun 2023
AK: Attentive Kernel for Information Gathering
AK: Attentive Kernel for Information Gathering
Weizhe (Wesley) Chen
Roni Khardon
Lantao Liu
371
18
0
13 May 2022
Informative Planning for Worst-Case Error Minimisation in Sparse
  Gaussian Process Regression
Informative Planning for Worst-Case Error Minimisation in Sparse Gaussian Process RegressionIEEE International Conference on Robotics and Automation (ICRA), 2022
Jennifer Wakulicz
Ki Myung Brian Lee
C. Yoo
Teresa Vidal-Calleja
Robert Fitch
133
7
0
08 Mar 2022
Pareto Monte Carlo Tree Search for Multi-Objective Informative Planning
Pareto Monte Carlo Tree Search for Multi-Objective Informative Planning
Weizhe (Wesley) Chen
Lantao Liu
256
56
0
02 Nov 2021
Informative Planning in the Presence of Outliers
Informative Planning in the Presence of OutliersIEEE International Conference on Robotics and Automation (ICRA), 2021
Weizhe (Wesley) Chen
Lantao Liu
330
3
0
02 Nov 2021
Dynamic Compressed Sensing of Unsteady Flows with a Mobile Robot
Dynamic Compressed Sensing of Unsteady Flows with a Mobile Robot
Sachin Shriwastav
Gregory F. Snyder
Zhuoyuan Song
183
4
0
16 Oct 2021
An Information-Theoretic Approach to Persistent Environment Monitoring
  Through Low Rank Model Based Planning and Prediction
An Information-Theoretic Approach to Persistent Environment Monitoring Through Low Rank Model Based Planning and Prediction
Elizabeth A. Ricci
Madeleine Udell
Ross A. Knepper
166
0
0
02 Sep 2020
Roboat II: A Novel Autonomous Surface Vessel for Urban Environments
Roboat II: A Novel Autonomous Surface Vessel for Urban Environments
Wei Wang
Tixiao Shan
Pietro Leoni
D. Fernández‐Gutiérrez
Drew Meyers
C. Ratti
Daniela Rus
344
67
0
20 Jul 2020
State-Continuity Approximation of Markov Decision Processes via Finite
  Element Methods for Autonomous System Planning
State-Continuity Approximation of Markov Decision Processes via Finite Element Methods for Autonomous System Planning
Junhong Xu
Kai-Li Yin
Lantao Liu
152
1
0
03 Mar 2019
Multi-Modal Active Perception for Information Gathering in Science
  Missions
Multi-Modal Active Perception for Information Gathering in Science MissionsAutonomous Robots (Auton. Robots), 2017
Akash Arora
P. M. Furlong
Robert Fitch
Salah Sukkarieh
T. Fong
137
57
0
28 Dec 2017
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