Improving MPGAA* for Extended Visibility

Hernández Carlos; Baier, Jorge

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