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Girish Krishnan

15 accepted papers

2025

A Neural Network-Based Framework for Fast and Smooth Posture Reconstruction of a Soft Continuum Arm

ICRA 2025

A neural network-based framework is developed and experimentally demonstrated for the problem of estimating the shape of a soft continuum arm (SCA) from noisy measurements of the pose at a finite number of locations along the length of the arm. The neural network takes as input these measurements an

Cited by 0SourceScholar
2025

Precision Harvesting in Cluttered Environments: Integrating End Effector Design with Dual Camera Perception

ICRA 2025

Due to labor shortages in specialty crop industries, a need for robotic automation to increase agricultural efficiency and productivity has arisen. Previous manipulation systems harvest well in uncluttered and structured environments. High tunnel environments are more compact and cluttered in nature

Cited by 2SourceScholar
2022

A physics-informed, vision-based method to reconstruct all deformation modes in slender bodies

ICRA 2022poster

This paper is concerned with the problem of estimating (interpolating and smoothing) the shape (pose and the six modes of deformation) of a slender flexible body from multiple camera measurements. This problem is important in both biology, where slender, soft, and elastic structures are ubiquitously…

Cited by 9SourcecodeScholar
2022

Hybrid Eye-in-Hand/Eye-to-Hand Image Based Visual Servoing for Soft Continuum Arms

RA-L 2022

Soft continuum arms (SCAs) that are controlled by visual servoing (VS) present trade-offs between the camera range and tracking accuracy. Cameras placed at a distance (eye-to-hand) can observe a larger workspace area and the SCA tip, while a camera at the end effector (eye-in-hand) can more accurate

Cited by 24SourceScholar
2022

Visual Servoing for Pose Control of Soft Continuum Arm in a Structured Environment

RA-L 2022

For soft continuum arms, visual servoing is a popular control strategy that relies on visual feedback to close the control loop. However, robust visual servoing is challenging as it requires reliable feature extraction from the image, accurate control models and sensors to perceive the shape of the

Cited by 22SourceScholar
2021

Vision-Based Shape Reconstruction of Soft Continuum Arms Using a Geometric Strain Parametrization

ICRA 2021poster

Interest in soft continuum arms has increased as their inherent material elasticity enables safe and adaptive interactions with the environment. However to achieve full autonomy in these arms, accurate three-dimensional shape sensing is needed. Vision-based solutions have been found to be effective…

Cited by 20SourceScholar
2020

A Berry Picking Robot With A Hybrid Soft-Rigid Arm: Design and Task Space Control

RSS 2020poster

We present a hybrid rigid-soft arm and manipulator for performing tasks requiring dexterity and reach in cluttered environments. Our system combines the benefit of the dexterity of a variable length soft manipulator and the rigid support capability of a hard arm. The hard arm positions the extendabl…

Cited by 43SourcePDFScholar
2019

Characterizing Architectures of Soft Pneumatic Actuators for a Cable-Driven Shoulder Exoskeleton

ICRA 2019poster

Low weight and innate compliance make soft pneumatic actuators an attractive method for actuating wearable robots. Performance of soft pneumatic actuators can be tailored to an application by combining them in novel architectures. We modeled and constructed nested linear and pennate architectures us…

Cited by 23SourceScholar
2019

Open Loop Position Control of Soft Continuum Arm Using Deep Reinforcement Learning

ICRA 2019poster

Soft robots undergo large nonlinear spatial deformations due to both inherent actuation and external loading. The physics underlying these deformations is complex, and often requires intricate analytical and numerical models. The complexity of these models may render traditional model-based control…

Cited by 118SourceScholar
2018

Augmented Joint Stiffness and Actuation Using Architectures of Soft Pneumatic Actuators

ICRA 2018poster

Soft robotic actuators are well suited for use in exoskeleton applications due to their innate compliance and low weight. We have developed a wearable soft robotic sleeve that uses fiber reinforced elastomeric enclosures (FREEs) to provide actuation and stiffness at the elbow for augmented lifting a…

Cited by 14SourceScholar
2017

Designing systems of fiber reinforced pneumatic actuators using a pseudo-rigid body model

IROS 2017poster

Fiber Reinforced Elastomeric Enclosures (FREEs) are fundamental building blocks of pneumatic soft robots, with McKibben muscles as common examples. When a system of FREEs are arranged in a planar configuration, they undergo large bending deformations due to internal loads and moments. This paper mod…

Cited by 15SourceScholar
2015

An isoperimetric formulation to predict deformation behavior of pneumatic fiber reinforced elastomeric actuators

IROS 2015poster

Fiber reinforced elastomeric actuators are popular actuators for soft robots because of their inherent safety, energy density and a large repertoire of spatial motion patterns. However, a small subset of these actuators alone known as McKibben pneumatic muscles with antisymmetric fiber orientations…

Cited by 38SourceScholar