activity
20172021
most citedFastron: An Online Learning-Based Model and Active Learning Strategy for Proxy Collision Detection

2 citations · 3 across the 5 of their papers we have counts for

collaborators

7 papers

cs.RO20211 cited

Optimal Multi-Manipulator Arm Placement for Maximal Dexterity during Robotics Surgery

James Di, Mingwei Xu, Nikhil Das +1

Robot arm placements are oftentimes a limitation in surgical preoperative procedures, relying on trained staff to evaluate and decide on the optimal positions for the arms. Given n…

cs.RO2020

Stochastic Modeling of Distance to Collision for Robot Manipulators

Nikhil Das, Michael C. Yip

Evaluating distance to collision for robot manipulators is useful for assessing the feasibility of a robot configuration or for defining safe robot motion in unpredictable environm…

cs.RO2020

Autonomous Navigation in Unknown Environments using Sparse Kernel-based Occupancy Mapping

Thai Duong, Nikhil Das, Michael Yip +1

This paper focuses on real-time occupancy mapping and collision checking onboard an autonomous robot navigating in an unknown environment. We propose a new map representation, in w…

cs.RO2019

Forward Kinematics Kernel for Improved Proxy Collision Checking

Nikhil Das, Michael C. Yip

Kernel functions may be used in robotics for comparing different poses of a robot, such as in collision checking, inverse kinematics, and motion planning. These comparisons provide…

cs.RO2019

Learning-Based Proxy Collision Detection for Robot Motion Planning Applications

Nikhil Das, Michael Yip

This paper demonstrates that collision detection-intensive applications such as robotic motion planning may be accelerated by performing collision checks with a machine learning mo…

cs.RO20172 cited

Fastron: An Online Learning-Based Model and Active Learning Strategy for Proxy Collision Detection

Nikhil Das, Naman Gupta, Michael Yip

We introduce the Fastron, a configuration space (C-space) model to be used as a proxy to kinematic-based collision detection. The Fastron allows iterative updates to account for a…