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We consider stochastic reaction networks modeled by continuous-time Markov chains. Such reaction networks often contain many reactions, potentially occurring at different time scales, and have unknown parameters (kinetic rates, total…

概率论 · 数学 2023-02-20 Linard Hoessly , Carsten Wiuf

Parametrized polynomial ordinary differential equation systems are broadly used for modeling, specially in the study of biochemical reaction networks under the assumption of mass-action kinetics. Understanding the qualitative behavior of…

分子网络 · 定量生物学 2018-10-15 Elisenda Feliu

We present a simple model of network dynamics that can be solved analytically for uniform networks. We obtain the dynamics of response of the system to perturbations. The analytical solution is an excellent approximation for random…

元胞自动机与格子气 · 物理学 2009-11-11 M. A. M. de Aguiar , Irving R. Epstein , Yaneer Bar-Yam

Which reaction networks, when taken with mass-action kinetics, have the capacity for multiple steady states? There is no complete answer to this question, but over the last 40 years various criteria have been developed that can answer this…

动力系统 · 数学 2015-08-21 Badal Joshi , Anne Shiu

We suggest a new perspective of research towards understanding the relations between structure and dynamics of a complex network: Can we design a network, e.g. by modifying the features of units or interactions, such that it exhibits a…

神经元与认知 · 定量生物学 2009-11-13 Raoul-Martin Memmesheimer , Marc Timme

Discrete dynamic models are a powerful tool for the understanding and modeling of large biological networks. Although a lot of progress has been made in developing analysis tools for these models, there is still a need to find approaches…

分子网络 · 定量生物学 2013-06-14 Jorge G. T. Zañudo , Réka Albert

In many applications, such as those arising from the field of cellular networks, it is often desired to determine the interaction (graph) structure of a set of differential equations, using as data measured sensitivities. This note proposes…

生物物理 · 物理学 2007-05-23 Boris N. Kholodenko , Eduardo D. Sontag

Symbolic models have recently spurred the interest of the research community because they offer a correct-by-design approach to the control of embedded and cyber-physical systems. In this paper we address construction of symbolic models for…

最优化与控制 · 数学 2014-08-15 Giordano Pola , Pierdomenico Pepe , Maria Domenica Di Benedetto

Identifying governing equations for a dynamical system is a topic of critical interest across an array of disciplines, from mathematics to engineering to biology. Machine learning -- specifically deep learning -- techniques have shown their…

动力系统 · 数学 2026-05-07 Nibodh Boddupalli , Timothy Matchen , Jeff Moehlis

We introduce the notion of corresponding a chemical reaction network to a split network translation, and use this novel process to extend the scope of existing network-based theory for characterizing the steady state set of mass-action…

动力系统 · 数学 2021-04-09 Matthew D. Johnston

We propose a probabilistic formulation that enables sequential detection of multiple change points in a network setting. We present a class of sequential detection rules for certain functionals of change points (minimum among a subset), and…

统计理论 · 数学 2012-07-09 Arash Ali Amini , XuanLong Nguyen

We consider a reaction-diffusion equation on a network subjected to dynamic boundary conditions, with time delayed behaviour, also allowing for multiplicative Gaussian noise perturbations. Exploiting semigroup theory, we rewrite the…

概率论 · 数学 2017-02-17 Francesco Cordoni , Luca Di Persio

This paper presents a novel framework for characterizing dissipativity of uncertain systems whose dynamics evolve according to differential-algebraic equations. Sufficient conditions for dissipativity (specializing to, e.g., stability or…

系统与控制 · 电气工程与系统科学 2024-05-13 Emily Jensen , Neelay Junnarkar , Murat Arcak , Xiaofan Wu , Suat Gumussoy

Complex systems often have features that can be modeled by advanced mathematical tools [1]. Of special interests are the features of complex systems that have a network structure as such systems are important for modeling technological and…

经典物理 · 物理学 2019-06-13 Nikolay K. Vitanov , Kaloyan N. Vitanov , Zlatinka I. Dimitrova

The paper discusses a simple method of using the parametric continuation method to designate complex diagrams of steady states. The main advantage of the discussed approach is the fact that it does not require the installation of huge…

综合数学 · 数学 2026-02-10 Marek Berezowski

We discuss a method to describe the qualitative dynamics of chemical reaction networks in terms of symbolic dynamics. The method, that can be applied to mass-action reaction networks with separated timescales, uses solutions of the partial…

分子网络 · 定量生物学 2022-05-17 Aurélien Desoeuvres , Peter Szmolyan , Ovidiu Radulescu

We consider the important problem of estimating parameter sensitivities for stochastic models of reaction networks that describe the dynamics as a continuous-time Markov process over a discrete lattice. These sensitivity values are useful…

概率论 · 数学 2018-01-12 Ankit Gupta , Muruhan Rathinam , Mustafa Khammash

This paper develops a mathematical framework to study signal networks, in which nodes can be active or inactive, and their activation or deactivation is driven by external signals and the states of the nodes to which they are connected via…

概率论 · 数学 2025-10-14 Bernd Heidergott , Frank den Hollander , Ines Lindner , Azadeh Parvaneh

We present an efficient finite difference method for the approximation of second derivatives, with respect to system parameters, of expectations for a class of discrete stochastic chemical reaction networks. The method uses a coupling of…

定量方法 · 定量生物学 2012-10-16 Elizabeth Skubak Wolf , David F. Anderson

The central theme of complex systems research is understanding the emergent macroscopic properties of a system from the interplay of its microscopic constituents. Here, we ask what conditions a complex network of microscopic dynamical units…

动力系统 · 数学 2012-07-25 Anne-Ly Do , Stefano Boccaletti , Jeremias Epperlein , Stefan Siegmund , Thilo Gross