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Nikhil Somani

8 accepted papers

2020

Inferring the Geometric Nullspace of Robot Skills from Human Demonstrations

ICRA 2020poster

In this paper we present a framework to learn skills from human demonstrations in the form of geometric nullspaces, which can be executed using a robot. We collect data of human demonstrations, fit geometric nullspaces to them, and also infer their corresponding geometric constraint models. These ge…

Cited by 11SourceScholar
2018

An Efficient and Time-Optimal Trajectory Generation Approach for Waypoints Under Kinematic Constraints and Error Bounds

IROS 2018poster

This paper presents an approach to generate the time-optimal trajectory for a robot manipulator under certain kinematic constraints such as joint position, velocity, acceleration, and jerk limits. This problem of generating a trajectory that takes the minimum time to pass through specified waypoints…

Cited by 50SourceScholar
2016

Intuitive instruction of industrial robots: Semantic process descriptions for small lot production

IROS 2016poster

In this paper, we introduce a novel robot programming paradigm. It focuses on reducing the required expertise in robotics to a level that allows shop floor workers to use robots in their application domain without the need of extensive training. Our approach is user-centric and can interpret undersp…

Cited by 106SourceScholar
2016

Task level robot programming using prioritized non-linear inequality constraints

IROS 2016poster

In this paper, we propose a framework for prioritized constraint-based specification of robot tasks. This framework is integrated with a cognitive robotic system based on semantic models of processes, objects, and workcells. The target is to enable intuitive (re-)programming of robot tasks, in a way…

Cited by 32SourceScholar
2015

Analysis and semantic modeling of modality preferences in industrial human-robot interaction

IROS 2015poster

Intuitive programming of industrial robots is especially important for small and medium-sized enterprises. We evaluated four different input modalities (touch, gesture, speech, 3D tracking device) regarding their preference, usability, and intuitiveness for robot programming.

Cited by 48SourceScholar
2015

Constraint-based task programming with CAD semantics: From intuitive specification to real-time control

IROS 2015poster

In this paper, we propose a framework for intuitive task-based programming of robots using geometric inter-relational constraints. The intended applications of this framework are robot programming interfaces that use semantically rich task descriptions, allow intuitive (re-)programming, and are suit…

Cited by 39SourceScholar