From Knowledge-Based to Skill-Based Systems: Sailing as a Machine Learning Challenge

Abstract

This paper describes the Robosail project. It started in 1997 with the aim to build a self-learning auto pilot for a single handed sailing yacht. The goal was to make an adaptive system that would help a single handed sailor to go faster on average in a race. Presently, after five years of development and a number of sea trials, we have a commercial system available (www.robosail.com). It is a hybrid system using agent technology, machine learning, data mining and rule-based reasoning. Apart from describing the system we try to generalize our findings, and argue that sailing is an interesting paradigm for a class of hybrid systems that one could call Skill-based Systems.

Cite

Text

Adriaans. "From Knowledge-Based to Skill-Based Systems: Sailing as a Machine Learning Challenge." European Conference on Machine Learning, 2003. doi:10.1007/978-3-540-39857-8_1

Markdown

[Adriaans. "From Knowledge-Based to Skill-Based Systems: Sailing as a Machine Learning Challenge." European Conference on Machine Learning, 2003.](https://mlanthology.org/ecmlpkdd/2003/adriaans2003ecml-knowledgebased/) doi:10.1007/978-3-540-39857-8_1

BibTeX

@inproceedings{adriaans2003ecml-knowledgebased,
  title     = {{From Knowledge-Based to Skill-Based Systems: Sailing as a Machine Learning Challenge}},
  author    = {Adriaans, Pieter W.},
  booktitle = {European Conference on Machine Learning},
  year      = {2003},
  pages     = {1-8},
  doi       = {10.1007/978-3-540-39857-8_1},
  url       = {https://mlanthology.org/ecmlpkdd/2003/adriaans2003ecml-knowledgebased/}
}