Simulation First Framework for Industrial Robotic Arm Development

Simulation First Robot Development 

Simulation First Framework for Industrial Robotic Arm Development

Client

Industrial Robotics OEM

Industry

Industrial Automation Robotics

Service

Robotics Simulation Framework
Industrial Robot Controller Development

Use Case

Simulation Driven Robotic Arm Development
Controller Validation Before Deployment

Technology

MuJoCo
ROS2

Goal

Develop a simulation driven framework for an industrial robotics client to accelerate robotic arm development by reducing hardware dependent iterations and enabling controller validation before physical deployment. 

Problem Statement

The client was developing an Industrial Robotic Arm (RoARM) where every controller update required testing on physical hardware. This iterative approach increased development time, raised non-recurring engineering (NRE) costs, and limited the ability to validate complex motion scenarios before deployment. The client needed a faster and more efficient workflow that could closely replicate real hardware behaviour while minimizing dependence on physical prototypes. 

Solution Highlights

Vedya developed a simulation first robotics framework that enables developers to build, validate, and optimize robotic applications in a physics accurate virtual environment before deploying them on physical hardware. The solution combines a MuJoCo based digital twin with real time controller integration, allowing the same control software to operate seamlessly across simulation and the physical robot. 

Physics Accurate Digital Twin

MuJoCo based digital twin was developed to accurately replicate the kinematics, dynamics, and control behaviour of the Industrial RoARM, enabling realistic validation of robot motion before hardware deployment. 

Unified Controller Development

A low power MCU based RoARM controller interfaces with both the simulation environment and the physical robot through a common adapter layer, allowing developers to validate the same control logic across both environments.

Accelerated Development Cycle

Developers can evaluate motion planning, dynamics, and control strategies entirely within simulation, significantly reducing hardware iterations and improving deployment readiness. 

Industrial Ready Integration

The framework supports standard industrial communication interfaces including EtherCAT, USB, UART, and TCP/IP, enabling seamless integration into existing robotic development workflows. 

Comprehensive Development Ecosystem

The solution combines MuJoCo, ROS2, micro-ROSEtherCAT, AutoCAD, Python, and C++ into a unified development environment that supports simulation, controller development, and deployment. 

Performance Achieved

The simulation first framework significantly reduced hardware dependent development iterations while enabling early validation of robot motion and control strategies. By shifting development into a virtual environment, the client was able to shorten development cycles, reduce engineering costs, and accelerate deployment readiness. 

Conclusion

By combining physics accurate simulation with real time controller integration, Vedya enabled the client to transform its robotic arm development workflow from a hardware intensive process into a simulation driven engineering approach. The framework provides a scalable foundation for faster robotic application development while improving validation quality and reducing overall development effort.