Table 1

Hierarchical decision framework specifications

LevelTime horizon (s)State dimensionAction dimensionUpdate frequencyTypical decisions
Strategic300–600128320.1 HzFormation, pressing strategy, tempo
Tactical30–60256641 HzPassing patterns, defensive shape
Technical0.1–151212810 HzMovement, ball control, execution

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