複数充電拠点を持つバッテリー制約ロボットのエネルギー考慮型経路計画
Energy-Aware Route Planning for a Battery-Constrained Robot with Multiple Charging Depots
複数の充電拠点がある環境で、バッテリー切れを防ぎつつ全タスク地点を訪問する経路計画問題に対し、O(log D)近似アルゴリズムとヒューリスティック改善を提案し、ILPと比較評価した。
著者: Ahmad Bilal Asghar, Pratap Tokekar
分類: cs.RO
原文アブストラクト
This paper considers energy-aware route planning for a battery-constrained robot operating in environments with multiple recharging depots. The robot has a battery discharge time $D$, and it should visit the recharging depots at most every $D$ time units to not run out of charge. The objective is to minimize robot's travel time while ensuring it visits all task locations in the environment. We present a $O(\log D)$ approximation algorithm for this problem. We also present heuristic improvements to the approximation algorithm and assess its performance on instances from TSPLIB, comparing it to an optimal solution obtained through Integer Linear Programming (ILP). The simulation results demonstrate that, despite a more than $20$-fold reduction in runtime, the proposed algorithm provides solutions that are, on average, within $31\%$ of the ILP solution.
