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20172022
most citedInformation-Guided Robotic Maximum Seek-and-Sample in Partially Observable Continuous Environments

44 citations · 70 across the 5 of their papers we have counts for

collaborators

5 papers

cs.RO2022★ 3 cited

Robotic Planning under Uncertainty in Spatiotemporal Environments in Expeditionary Science

Victoria Preston, Genevieve Flaspohler, Anna P. M. Michel +2

In the expeditionary sciences, spatiotemporally varying environments -- hydrothermal plumes, algal blooms, lava flows, or animal migrations -- are ubiquitous. Mobile robots are uni…

cs.RO2019★ 44 cited

Information-Guided Robotic Maximum Seek-and-Sample in Partially Observable Continuous Environments

Genevieve Flaspohler, Victoria Preston, Anna P. M. Michel +2

We present PLUMES, a planner to localizing and collecting samples at the global maximum of an a priori unknown and partially observable continuous environment. The "maximum-seek-an…

cs.RO2019★ 14 cited

Streaming Scene Maps for Co-Robotic Exploration in Bandwidth Limited Environments

Yogesh Girdhar, Levi Cai, Stewart Jamieson +4

This paper proposes a bandwidth tunable technique for real-time probabilistic scene modeling and mapping to enable co-robotic exploration in communication constrained environments…

cs.LG2017★ 9 cited

Feature discovery and visualization of robot mission data using convolutional autoencoders and Bayesian nonparametric topic models

Genevieve Flaspohler, Nicholas Roy, Yogesh Girdhar

The gap between our ability to collect interesting data and our ability to analyze these data is growing at an unprecedented rate. Recent algorithmic attempts to fill this gap have…

cs.RO2017

Near-optimal irrevocable sample selection for periodic data streams with applications to marine robotics

Genevieve Flaspohler, Nicholas Roy, Yogesh Girdhar

We consider the task of monitoring spatiotemporal phenomena in real-time by deploying limited sampling resources at locations of interest irrevocably and without knowledge of futur…