Modeling drone swarms with a PDE extension of Lanchester’s laws

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Authors

Charles Randow
Ryan H Allaire
Antonio Mastroberardino

Issue Date

2026-04-03

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Article

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en_US

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Abstract

We extend the Lanchester equations of combat modeling by constructing a coupled system of partial differential equations with the goal of representing engagements between an attacking drone swarm and a layered defense. Our model includes an attacking force of drones traversing the battlefield (domain) in an attempt to reach its target. The defending force, which engages the incoming attackers, is made up of a static defense and a mobile drone force capable of intercepting and tracking the attackers. Drone swarm motion is modeled with advection–diffusion terms and engagement at range by nonlocal reaction terms. We solve the underlying model using a finite difference method and investigate how interaction range, swarm dispersion, and the allocation between static and mobile defenses affect attacker survivability. To account for expendable or single-use countermeasure platforms (e.g. kamikaze–style interceptors), we also examine how expendability affects the final engagement outcome. This study provides a foundation for modeling spatially distributed combat dynamics reflecting current and future combat scenarios.

Description

We extend the Lanchester equations of combat modeling by constructing a coupled system of partial differential equations with the goal of representing engagements between an attacking drone swarm and a layered defense. Our model includes an attacking force of drones traversing the battlefield (domain) in an attempt to reach its target. The defending force, which engages the incoming attackers, is made up of a static defense and a mobile drone force capable of intercepting and tracking the attackers. Drone swarm motion is modeled with advection–diffusion terms and engagement at range by nonlocal reaction terms. We solve the underlying model using a finite difference method and investigate how interaction range, swarm dispersion, and the allocation between static and mobile defenses affect attacker survivability. To account for expendable or single-use countermeasure platforms (e.g. kamikaze–style interceptors), we also examine how expendability affects the final engagement outcome. This study provides a foundation for modeling spatially distributed combat dynamics reflecting current and future combat scenarios.

Citation

Randow, C., Allaire, R. H., & Luo, R. (2026). Modeling drone swarms with a PDE extension of Lanchester’s laws. Advance online publication. https://doi.org/10.1177/15485129261436073

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The Journal of Defense Modeling and Simulation: Applications, Methodology, Technology

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