Elastica: A compliant mechanics environment for soft robotic control
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Abstract (arXiv)
Soft robots are notoriously hard to control. This is partly due to the scarcity of models able to capture their complex continuum mechanics, resulting in a lack of control methodologies that take full advantage of body compliance. Currently available simulation methods are either too computational demanding or overly simplistic in their physical assumptions, leading to a paucity of available simulation resources for developing such control schemes. To address this, we introduce Elastica, a free, open-source simulation environment for soft, slender rods that can bend, twist, shear and stretch. We demonstrate how Elastica can be coupled with five state-of-the-art reinforcement learning algorithms to successfully control a soft, compliant robotic arm and complete increasingly challenging tasks.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Sep 2020.
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Citing papers per year: 2023: 2; 2024: 1; 2025: 5; 2026: 5.
13 papers.
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- 2023Domain Randomization for Robust, Affordable and Effective Closed-loop Control of Soft Robotscited by 2
- 2023Using Implicit Behavior Cloning and Dynamic Movement Primitive to Facilitate Reinforcement Learning for Robot Motion Planningcited by 2
- 2025Learning Soft Robotic Dynamics with Active Explorationcited by 2
- 2024Knowledge-based Neural Ordinary Differential Equations for Cosserat Rod-based Soft Robotscited by 1
- 2025Hysteresis-Aware Neural Network Modeling and Whole-Body Reinforcement Learning Control of Soft Robotscited by 1
- 2026HyReach: Vision-Guided Hybrid Manipulator Reaching in Unseen Cluttered Environmentscited by 1
- 2026ManiSoft: Towards Vision-Language Manipulation for Soft Continuum Roboticscited by 1
- 2025Revealing Microscopic Objects in Fluorescence Live Imaging by Video-to-video Translation Based on A Spatial-temporal Generative Adversarial Networkcited by 0
- 2025Contact-Aided Navigation of Flexible Robotic Endoscope Using Deep Reinforcement Learning in Dynamic Stomachcited by 0
- 2025Rapidly Learning Soft Robot Control via Implicit Time-Steppingcited by 0
- 2026OpenPRC: A Unified Open-Source Framework for Physics-to-Task Evaluation in Physical Reservoir Computingcited by 0
- 2026SoRoMoX: Fast, Differentiable, and Parallelizable Soft Robot Modelscited by 0
1 more
- 2026WireSeg-32K: A Physics-Grounded Synthetic Dataset for Wire Instance Segmentation2 Sep 2026
- 2026SoRoMoX: Fast, Differentiable, and Parallelizable Soft Robot Models6 Aug 2026
- 2026ManiSoft: Towards Vision-Language Manipulation for Soft Continuum Robotics18 May 2026
- 2026OpenPRC: A Unified Open-Source Framework for Physics-to-Task Evaluation in Physical Reservoir Computing8 Apr 2026
- 2026HyReach: Vision-Guided Hybrid Manipulator Reaching in Unseen Cluttered Environments22 Mar 2026
- 2025Rapidly Learning Soft Robot Control via Implicit Time-Stepping10 Nov 2025
- 2025Learning Soft Robotic Dynamics with Active Exploration31 Oct 2025
- 2025Contact-Aided Navigation of Flexible Robotic Endoscope Using Deep Reinforcement Learning in Dynamic Stomach30 Aug 2025
- 2025Hysteresis-Aware Neural Network Modeling and Whole-Body Reinforcement Learning Control of Soft Robots18 Apr 2025
- 2025Revealing Microscopic Objects in Fluorescence Live Imaging by Video-to-video Translation Based on A Spatial-temporal Generative Adversarial Network22 Feb 2025
- 2024Knowledge-based Neural Ordinary Differential Equations for Cosserat Rod-based Soft Robots14 Aug 2024
- 2023Using Implicit Behavior Cloning and Dynamic Movement Primitive to Facilitate Reinforcement Learning for Robot Motion Planning29 Jul 2023
- 2023Domain Randomization for Robust, Affordable and Effective Closed-loop Control of Soft Robotscited by 2
- 2023Using Implicit Behavior Cloning and Dynamic Movement Primitive to Facilitate Reinforcement Learning for Robot Motion Planningcited by 2
- 2025Learning Soft Robotic Dynamics with Active Explorationcited by 2
- 2024Knowledge-based Neural Ordinary Differential Equations for Cosserat Rod-based Soft Robotscited by 1
- 2025Hysteresis-Aware Neural Network Modeling and Whole-Body Reinforcement Learning Control of Soft Robotscited by 1
- 2026HyReach: Vision-Guided Hybrid Manipulator Reaching in Unseen Cluttered Environmentscited by 1
- 2026ManiSoft: Towards Vision-Language Manipulation for Soft Continuum Roboticscited by 1
- 2025Revealing Microscopic Objects in Fluorescence Live Imaging by Video-to-video Translation Based on A Spatial-temporal Generative Adversarial Networkcited by 0
- 2025Contact-Aided Navigation of Flexible Robotic Endoscope Using Deep Reinforcement Learning in Dynamic Stomachcited by 0
- 2025Rapidly Learning Soft Robot Control via Implicit Time-Steppingcited by 0
- 2026OpenPRC: A Unified Open-Source Framework for Physics-to-Task Evaluation in Physical Reservoir Computingcited by 0
- 2026SoRoMoX: Fast, Differentiable, and Parallelizable Soft Robot Modelscited by 0
12 most cited of 13 All 13 (JSON)
- 2026WireSeg-32K: A Physics-Grounded Synthetic Dataset for Wire Instance Segmentation2 Sep 2026
- 2026SoRoMoX: Fast, Differentiable, and Parallelizable Soft Robot Models6 Aug 2026
- 2026ManiSoft: Towards Vision-Language Manipulation for Soft Continuum Robotics18 May 2026
- 2026OpenPRC: A Unified Open-Source Framework for Physics-to-Task Evaluation in Physical Reservoir Computing8 Apr 2026
- 2026HyReach: Vision-Guided Hybrid Manipulator Reaching in Unseen Cluttered Environments22 Mar 2026
- 2025Rapidly Learning Soft Robot Control via Implicit Time-Stepping10 Nov 2025
- 2025Learning Soft Robotic Dynamics with Active Exploration31 Oct 2025
- 2025Contact-Aided Navigation of Flexible Robotic Endoscope Using Deep Reinforcement Learning in Dynamic Stomach30 Aug 2025
- 2025Hysteresis-Aware Neural Network Modeling and Whole-Body Reinforcement Learning Control of Soft Robots18 Apr 2025
- 2025Revealing Microscopic Objects in Fluorescence Live Imaging by Video-to-video Translation Based on A Spatial-temporal Generative Adversarial Network22 Feb 2025
- 2024Knowledge-based Neural Ordinary Differential Equations for Cosserat Rod-based Soft Robots14 Aug 2024
- 2023Using Implicit Behavior Cloning and Dynamic Movement Primitive to Facilitate Reinforcement Learning for Robot Motion Planning29 Jul 2023
12 newest of 13 All 13 (JSON)