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MuJoCo Simulator for Belt-Augmented Compliant Hand (Yilin Cai, Shenli Yuan 2023)

This repository tracks the research progress of an attempt to computationally simulate the BACH manipulator.

Student: Louis Abbott

Research Mentor: Podshara Chanrungmaneekul

Lab: RobotΠ Lab, directed by Dr. Kaiyu Hang

Overview

A simplified version of the BACH's kinematic tree was imported directly from OnShape, via OnShape-to-robot (https://onshape-to-robot.readthedocs.io/en/latest/index.html). It's worth noting for future use that the mates must be made in the outermost level of the assembly tree in order for this program to work. The resulting URDF was converted to MJCF, an XML langauge native to MuJoCo. So far the challenges this research has confronted are 1) making the finger backbone flex stably in simulation and according to the BACH's expected mechanical behavior, and 2) Reliably actuating a belt to spin around an object.

Toward Flexible Finger

This section contains work on building a flexible model of the finger backbone part using MuJoCo's flexcomp element. There are mulitple attempts to induce different behavior by scaling the robot up and down, as well as many different generated mesh models of the finger. Crucially, these tetrahedral mesh models were created using GMSH, the free meshing software. For best results, GMSH imports STEP geometry, meshes it, saves it as a surface and a volume in one file. MuJoCo only accepts MSH files with one (volume) entity, so this useful coverter removes extraneous data: https://github.com/mohammad200h/GMSHConverter/tree/tree.

In my experience, there are a few parameters that may determine the success of simulating a flexcomp with many verticies and edges, using the mujoco.elasticity.solid. The simulation timestep should be at most 0.001. The solver should be "CG," and the integrator "implicit fast." Flexcomp attributes should have selfcollide="none" and probably internal="false". Edge attributes should include equality="true" if possible. The young and poisson parameters are obviously model-dependent, but I believe it is easier to simulate flexible objects with lower poisson ratios and lower young moduli.

The efforts to obtain a stable simulation using GMSH and the flexcomp element were, unfortunately, largely unsuccessful. Even my most promising parameter combinations and simplified models would cause the simulation to diverge. Perhaps it is worth exploring this area more, but it may be that MuJoCo's method for simulating flexbibles is not robust enough for this project.

Toward Belt Simulation

This section contains work on building a model of the belts that can be actuated cleanly and reliably. So far, I have found success using MuJoCo's composite element to create a chain of links. It seems like the elasticity plugin does not suit our needs, however, and a combination of prismatic and revolute joints at each junction provides more desireable behavior. MuJoCo has no macros for this, so iterating the belt will be a challenge without a systematic way to generate the desired joints and links. The plan is to have a actuator placed on every link, pushing it along tangetially. So far this method has shown promise, but should it prove inadequate, I will try using small rollers on the finger's surface instead.

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