Improving MPGAA* for Extended Visibility
Keywords: Incremental Heuristic Search
Abstract
Multipath Generalized Adaptive A* (MPGAA*) is an A*- based incremental search algorithm for dynamic terrain that can outperform D* for the (realistic) case of limited visibility ranges. A first contribution of this paper is a brief analysis studying why MPGAA* has poor performance for extended visibility ranges, which concludes that MPGAA* carries out an excessive number of heuristic updates. Our second contribution is a method to reduce the number of heuristic updates that preserves optimality. Finally, a third contribution is a variant of MPGAA*, MPGAA*-back, which we show outperforms MPGAA* and D* on a wide range of dynamic grid pathfinding scenarios, and visibility ranges.
Más información
Fecha de publicación: | 2017 |
Año de Inicio/Término: | June 18 - 23, 2017 |
Página de inicio: | 149 |
Página final: | 153 |
Idioma: | English |
URL: | https://aaai.org/ocs/index.php/ICAPS/ICAPS17/paper/viewFile/15764/15099 |