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Updated: Jan 22, 2026

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对竞争的多代理动态系统的培训策略

Haotian Dai1, Marco G Mazza2, Yunyun Li3

  • 1Loughborough University, Department of Physics, Loughborough LE11 3TU, United Kingdom.

Physical review. E
|January 21, 2026
PubMed
概括

在多代理系统中的强化学习表明,在使用混合策略时,对捕食者-猎物动态的顺序训练是优越的. 只有在自然政策下,同时进行培训才更好.

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A servo system exemplifies a second-order system, featuring a proportional controller and load elements that ensure the output position aligns with the input position. The relationship between these components is described by a second-order differential equation. Applying the Laplace transform under zero initial conditions yields the transfer function, showing how inputs are converted to outputs in the system.
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A reversible chemical reaction represents a chemical process that proceeds in both forward (left to right) and reverse (right to left) directions. When the rates of the forward and reverse reactions are equal, the concentrations of the reactant and product species remain constant over time and the system is at equilibrium. A special double arrow is used to emphasize the reversible nature of the reaction. The relative concentrations of reactants and products in equilibrium systems vary greatly;...
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