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Tractor Assistance Systems Using Machine Learning

Tractor Assistance Systems Using Machine Learning Assistance Systems D E V E L O P M EN T A S SISTA n CE Sy STE M S © AVL A U T HOR S Tractor Assistance Systems Using Machine Learning Johannes Riedl is Development Engineer at AVL CDTE in Steyr (Austria). Modern tractors offer a wide range of operating options that present challenges even for experienced drivers. For this reason, assistance systems are offered to support Daniel Puckmayr is Lead Engineer Off-Road the driver in adjusting the tractor and implements. AVL Software at AVL CDTE in Steyr (Austria). has now developed a system that can dynamically iden- tify not only individual work processes but also corre- sponding transitions, such as headland and road travel. Dominik Brunner is Lead Engineer Integration & Validation at AVL CDTE in Steyr (Austria). 5 0 Assistance Systems M OTIVATIO N dently, without input from the driver. make use of these potentials. In the proj- The identified class should not only ect described here 119 signals were sam- The operating requirements of modern simplify the operation and automation pled on the CAN bus of a tractor, at a fre- mobile machines are becoming a chal- of the tractor-implement combination, quency of http://www.deepdyve.com/assets/images/DeepDyve-Logo-lg.png ATZoffhighway worldwide Springer Journals

Tractor Assistance Systems Using Machine Learning

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Publisher
Springer Journals
Copyright
Copyright © Springer Fachmedien Wiesbaden GmbH, part of Springer Nature 2020
eISSN
2524-8774
DOI
10.1007/s41321-020-0079-6
Publisher site
See Article on Publisher Site

Abstract

Assistance Systems D E V E L O P M EN T A S SISTA n CE Sy STE M S © AVL A U T HOR S Tractor Assistance Systems Using Machine Learning Johannes Riedl is Development Engineer at AVL CDTE in Steyr (Austria). Modern tractors offer a wide range of operating options that present challenges even for experienced drivers. For this reason, assistance systems are offered to support Daniel Puckmayr is Lead Engineer Off-Road the driver in adjusting the tractor and implements. AVL Software at AVL CDTE in Steyr (Austria). has now developed a system that can dynamically iden- tify not only individual work processes but also corre- sponding transitions, such as headland and road travel. Dominik Brunner is Lead Engineer Integration & Validation at AVL CDTE in Steyr (Austria). 5 0 Assistance Systems M OTIVATIO N dently, without input from the driver. make use of these potentials. In the proj- The identified class should not only ect described here 119 signals were sam- The operating requirements of modern simplify the operation and automation pled on the CAN bus of a tractor, at a fre- mobile machines are becoming a chal- of the tractor-implement combination, quency of

Journal

ATZoffhighway worldwideSpringer Journals

Published: Jun 19, 2020

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