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Learning identifiable representations and models from low-level observations is helpful for an intelligent spacecraft to complete downstream tasks reliably. For temporal observations, to ensure that the data generating process is provably…

机器学习 · 计算机科学 2024-12-05 Congxi Zhang , Yongchun Xie

In this work we introduce an approach for modeling and analyzing collective behavior of a group of agents using moments. We represent the group of agents via their distribution and derive a method to estimate the dynamics of the moments. We…

最优化与控制 · 数学 2020-04-30 Silun Zhang , Axel Ringh , Xiaoming Hu , Johan Karlsson

Animal behavior unfolds across many timescales, from fast movement patterns to slow changes in internal states such as hunger, arousal, and circadian phase. These slow variables are rarely measured directly and must instead be inferred from…

定量方法 · 定量生物学 2026-05-26 Rajpreet Kaur , Kanishk Jain , Gordon J. Berman

We develop a framework for self-induced phase changes in programmable matter in which a collection of agents with limited computational and communication capabilities can collectively perform appropriate global tasks in response to local…

分布式、并行与集群计算 · 计算机科学 2023-04-28 Shunhao Oh , Dana Randall , Andréa W. Richa

We consider an extension of the Rescorla-Wagner model which bridges the gap between conditioning and learning on a neural-cognitive, individual psychological level, and the social population level. In this model, the interaction among…

最优化与控制 · 数学 2018-09-25 Jieqiang Wei , Ehsan Nekouei , Junfeng Wu , Vladimir Cvetkovic , Karl H. Johansson

Non-Markovian dynamics pervades human activity and social networks and it induces memory effects and burstiness in a wide range of processes including inter-event time distributions, duration of interactions in temporal networks and human…

统计力学 · 物理学 2021-01-04 Hanshuang Chen , Shuang Wang , Chuansheng Shen , Haifeng Zhang , Ginestra Bianconi

Dynamic heterogeneity has often been modeled by assuming that a single-particle observable, fluctuating at a molecular scale, is influenced by its coupling to environmental variables fluctuating on a second, perhaps slower, time scale.…

凝聚态物理 · 物理学 2009-11-07 Gregor Diezemann , Gerald Hinze , Hans Sillescu

Model order reduction in high-dimensional, nonlinear dynamical systems if often enabled through fast-slow timescale separation. One such approach involves identifying a low-dimensional slow manifold to which the state rapidly converges and…

动力系统 · 数学 2026-05-14 Dan Wilson

The mean-field dynamics of a collection of stochastic agents with local versus nonlocal interactions is studied via analytically soluble models. The nonlocal interactions result from a barycentric modulation of the observation range of the…

适应与自组织系统 · 物理学 2012-06-01 Max-Olivier Hongler , Roger Filliger , Olivier Gallay

Multiscale dynamical systems characterized by interacting fast and slow processes are ubiquitous across scientific domains, from climate dynamics to fluid mechanics. Accurate modeling of such systems requires capturing both the long-term…

混沌动力学 · 物理学 2025-11-07 Giulio Del Felice , Ludovico Theo Giorgini

In this paper, we study the behavior of systems of individuals in confined environments that are driven by laws of self-organization. We propose that, under certain conditions, the long-term behavior of such systems will be global…

经典分析与常微分方程 · 数学 2020-05-14 Veronica Kalicki

We propose a system identification method, Non-Markovian Optimization-based Modeling for Approximate Dynamics with Spatially-homogeneous memory (NOMADS), for identifying linear dynamical systems from a set of multi-dimensional time-series…

最优化与控制 · 数学 2026-01-27 Ryoji Anzaki , Kazuhiro Sato

We study the collective behaviors of two second-order nonlinear consensus models with a bonding force, namely the Kuramoto model and the Cucker-Smale model with inter-particle bonding force. The proposed models contain feedback control…

动力系统 · 数学 2022-05-09 Hyunjin Ahn , Junhyeok Byeon , Seung-Yeal Ha , Jaeyoung Yoon

Based on Brownian dynamics simulations we study the collective behavior of a twodimensional system of repulsively interacting colloidal particles, where each particle is propelled by a repulsive feedback force with time delay $\tau$.…

软凝聚态物质 · 物理学 2023-07-12 Robin A. Kopp , Sabine H. L. Klapp

We introduce a stochastic agent-based model for the flocking dynamics of self-propelled particles that exhibit velocity-alignment interactions with neighbours within their field of view. The stochasticity in the dynamics of the model arises…

统计力学 · 物理学 2019-07-24 Trilochan Bagarti , Shakti N. Menon

In this paper we are concerned with multiscale modeling, control, and simulation of self-organizing agents leaving an unknown area under limited visibility, with special emphasis on crowds. We first introduce a new microscopic model…

最优化与控制 · 数学 2016-10-04 Giacomo Albi , Mattia Bongini , Emiliano Cristiani , Dante Kalise

The short time behavior of a disturbed system is influenced by off-shell motion and best characterized by the reduced density matrix possessing high energetic tails. We present analytically the formation of correlations due to collisions in…

量子物理 · 物理学 2016-11-23 Klaus Morawetz , Václav Špička , Pavel Lipavský

In animal groups, individual decisions are best characterised by probabilistic rules. Furthermore, animals of many species live in small groups. Probabilistic interactions among small numbers of individuals lead to a so called intrinsic…

种群与进化 · 定量生物学 2020-04-23 Jitesh Jhawar , Vishwesha Guttal

In this paper, we model a decision-making process involving a set of interacting agents. We use Markovian opinion dynamics, where each agent switches between decisions according to a continuous time Markov chain. Existing opinion dynamics…

系统与控制 · 电气工程与系统科学 2022-05-31 Carl-Johan Heiker , Paolo Falcone

Quantum information processing relies on how dynamics unfold in open quantum systems. In this work, we study the non-Markovian dynamics in the single mode spin-boson model at strong couplings. In order to apply perturbation theory, we…

量子物理 · 物理学 2025-01-03 Rayees A Mala , Mehboob Rashid , Muzaffar Qadir Lone