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Jochen Hemming Wageningen University & Research, The Netherlands - Testing and evaluation - Pepper cutting tool - Obstacle detection
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- Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

Aug 04, 2020

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Page 1: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

Jochen Hemming Wageningen University & Research, The Netherlands

- Testing and evaluation- Pepper cutting tool- Obstacle detection

Page 2: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

Testing and evaluation

Layout and definition of test scenarios and definition of performance measures.

Performing experiments with modules and integrated system in the laboratory and the greenhouse.

Analysing of experimental results.

Performance determination of realized prototype.

Page 3: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

First daft

Page 4: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing
Page 5: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing
Page 6: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing
Page 7: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

End-effector: cutting tool

Final designPepper catching device added

Concept

Page 8: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

Obstacle detection

Deep Learning convolutional neural network (CNN) applied for sweet-pepper plant part segmentation

Objective: plant main stem detection to calculate obstacle free approach direction for the robot

Page 9: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

Real-time deployment

Trained network is deployed for real-time determination of best end-effector alignment.

Page 10: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

Simulation tool for economic viability

A simulation tool for calculating the economic viability of the sweet pepper harvesting robot.

Main factors:

Cycle time

Success rate

Economic life cycle

Number of operators.

Percentage of 2nd quality due to robotic harvest.

Page 11: - Testing and evaluation - Pepper cutting tool - Obstacle ... · Testing and evaluation Layout and definition of test scenarios and definition of performance measures. Performing

Team

Jos Balendonck, Co-ordination.ator

Jochen Hemming, Computer Vision & Robotics, Lead of Applied testing.

Ruud Barth, Computer Vision, Deep Learning, Applied Testing.

Bart van Tuijl, Mechatronics, End-effector, Applied Testing.

Toon Tielen, Mechatronics, Applied Testing.

Marcel Raaphorst, Economics and Exploitation.

Jan Bontsema, Co-ordination until Oct. 2015.WP7 leader (Applied Testing)