Routing Algorithms for Robot Assisted Precision Irrigation
Thomas C. Thayer, Stavros Vougioukas, Ken Goldberg, Stefano Carpin
- 发表年份
- 2018
- 引用次数
- 38
摘要
When robots navigate through vineyards to perform irrigation adjustments, an optimization problem emerges whereby robots are tasked with performing adjustments having the highest cumulative outcome within a given temporal budget due to limited battery charge. To this end, the robot needs to reach a set of spatially distributed sites, and the specific structure of the vineyard imposes various constraints on possible motions. In this paper we first demonstrate that this type of orienteering problem remains NP-hard even for the restricted class of graphs associated with precision irrigation. Then, we devise and analyze two greedy heuristics informed by the problem we consider. Finally, these algorithms are evaluated on settings associated with a commercial vineyard and we show that our methods favorably compare to solutions proposed in the past.
关键词
相关论文
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Fractional Differential Equations
Igor Podlubný
2025
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991