Litcius/Paper detail

Data-Driven Model Construction for Anisotropic Dynamics of Active Matter

Mengyang Gu, Xinyi Fang, Yimin Luo

2023PRX Life11 citationsDOIOpen Access PDF

Abstract

This paper presents a hybrid approach for extracting features of collective cell migration on a complex substrate, offering enhanced interpretability compared to data-driven algorithms and greater flexibility over simplified physical models, making it suitable to study a wide range of active matter systems.

Topics & Concepts

InterpretabilityFlexibility (engineering)Active matterComputer scienceRange (aeronautics)AnisotropyDynamics (music)Substrate (aquarium)Artificial intelligenceData miningBiological systemPhysicsEngineeringMathematicsGeologyAerospace engineeringCell biologyStatisticsQuantum mechanicsAcousticsBiologyOceanographyMicro and Nano RoboticsModular Robots and Swarm IntelligenceMolecular Communication and Nanonetworks