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Kevin Rice, Senior R&D Engineer, Mechatronic Systems & Controls DTU High-Tech Summit October 11 th 2018 Automation of Heavy Machinery Development using hardware- and model-in-loop verification We specialize in solving complex technology challenges for businesses

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Page 1: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Kevin Rice,

Senior R&D Engineer,

Mechatronic Systems & Controls

DTU High-Tech Summit

October 11th 2018

Automation of Heavy

Machinery – Development using hardware- and

model-in-loop verification

We specialize in solving complex technology challenges for businesses

Page 2: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Project Overview (Confidential)

We specialize in solving complex technology challenges for businesses 2

Operator & GUI

Automation

Controller Construction

Machine

• Automation project of heavy duty construction machinery (confidential)

• Automation solution for existing construction machine.

• Retrofit with new hardware, develop automation controller and user interface

Sensor &

Positioning

Actuator

Input

System Data

& User Input

Page 3: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Development using Digital Twin

We specialize in solving complex technology challenges for businesses 3

• Limited tests on actual machine during development Expensive

to take out of production.

• Development using a digital twin of the actual machine

• Automation solution developed using digital twin in-loop simulation

• Model-in-Loop (MiL) and Hardware-in-Loop (HiL)

Page 4: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Developing the Digital Twin I

• Digital Twin Must represent the actual system

• Cyber-physical modelling.

• Hydraulic actuation system

• Robotics and vehicle dynamics / kinematics

• Sensor modeling

4

[1]

We specialize in solving complex technology challenges for businesses

[3]

Page 5: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Developing the Digital Twin II

• Certain components may be modelled in hardware – electronics of sensor, valve

dynamics, etc.

• Digital twin will never match actual system 100%.

• Sufficient accuracy with engineering intuition and system understanding.

• Accuracy of system vs. modelling effort vs. simulation time should always be considered.

5 We specialize in solving complex technology challenges for businesses

[2]

Page 6: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Development Methodology and Workflow

• Development approach using

V-cycle.

• Traceability between requirements,

implementation and validation.

• System and integration testing very fast

when developing on digital twin

• High confidence of solution with

continuous HiL and MiL simulations.

6

Requirements

& Specifications

System

Design

Architecture

Design

Module

Design

Implementation

Functional &

Unit Testing

Integration

Testing

System

Testing

Acceptance

Testing

Implementation according

to specification

Unit and

functional testing System & integration

testing

We specialize in solving complex technology challenges for businesses

Page 7: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Take-Away and Advantages of R&D with a Digital Twins II

• Much faster development time, and high confidence in developed solution

• With digital twin, testing for failure modes and fault handling becomes easy

(Typically expensive tests requiring damaged hardware by design)

7

Mechanical & Electronics Software Design

Traditional product development

Mechanical & Electronics

Software Design

Development with digital twins

Smarter Products

Project Time Line

We specialize in solving complex technology challenges for businesses

Page 8: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Take-Away and Advantages of R&D with a Digital Twins II

• Possible to perform product / system analysis though batch simulations.

• Sensitivity analysis and parameter sweeps – typically expensive in hardware.

• Digital twin will never match physical system 100%

• Software and control strategies developed up against a digital twin, will require online tuning

and adjustments on the actual system.

• Integration and system test should be performed on physical system in parallel with

development on digital twin (effective V-cycle development).

8 We specialize in solving complex technology challenges for businesses

Page 9: Automation of Heavy Machinery · •Automation project of heavy duty construction machinery (confidential) •Automation solution for existing construction machine. ... •Robotics

Reference

[1] Fluid Power Systems – Modelling and Analysis, T. O Andersen, Department of

Energy Technology Lecture Notes, Aalborg University, 2nd Edition, 2003.

[2] Robust Control of Industrial Hydraulic Cylinder Drives - with Special Reference to

Sliding Mode- & Finite-Time Control, L. Schmidt, PhD Dissertation, Department of

Energy Technology, Aalborg University, 2014

[3] Adaptive Neuro-Fuzzy Technique for Autonomous Ground Vehicle Navigation, A.

Al-Mayyahi, W. Wang and P. Birch, Robotics 2014, 3(4), 349-370, 2014.

We specialize in solving complex technology challenges for businesses 9