Game Engine Architecture

Pathfinding at Scale: Jump Point Search (JPS) & Hierarchical A* (HPA*) Algorithms

Standard A* pathfinding evaluates every neighboring grid cell, quickly choking CPU threads when dozens of enemy units navigate large maps simultaneously. Jump Point Search (JPS) speeds up grid pathfinding by up to 30x by pruning symmetric paths and jumping horizontally and vertically until an obstacle or turning point is encountered.

1. Pathfinding Algorithm Performance Comparison

AlgorithmGrid Evaluation StrategyNodes Expanded (512x512 Map)Relative Execution Time
Standard A* (Euclidean)Checks all 8 adjacent orthogonal/diagonal neighbors.~15,000 nodes100% (Baseline)
Jump Point Search (JPS)Prunes symmetries; jumps along straight lines.~600 nodes~3% – 8% (12x – 30x faster)
Hierarchical A* (HPA*)Pre-computes portal graphs between 16x16 chunk clusters.~250 nodes~2% – 5% (Ultra-fast long distance)
Robert Baindourov

Written by Robert Baindourov & CodeInFlash Interactive Systems Council

Senior interactive systems architect and graphics engineer specializing in HTML5 Canvas 2D game loops, WebGL shader pipelines, WebAssembly physics integration, and digital game preservation.

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