Analysis and Control of Boolean Networks [electronic resource] : A Semi-tensor Product Approach / by Daizhan Cheng, Hongsheng Qi, Zhiqiang Li.Material type: TextLanguage: English Series: Communications and Control Engineering: Publisher: London : Springer London : Imprint: Springer, 2011Description: XVI, 472 p. online resourceContent type: text Media type: computer Carrier type: online resourceISBN: 9780857290977Subject(s): Mathematics | Computer science | Biological models | Systems theory | Mathematics | Systems Theory, Control | Control | Mathematical and Computational Biology | Biological Networks, Systems Biology | Systems Biology | Mathematical Logic and Formal LanguagesAdditional physical formats: Printed edition:: No titleDDC classification: 519 LOC classification: Q295QA402.3-402.37Online resources: Click here to access online
Propositional Logic -- Semi-tensor Product of Matrices -- Matrix Expression of Logic -- Logical Equation -- Topological Structure of Boolean Networks -- Input-state Approach of Boolean Control Networks -- Controllability and Observability of BCN -- Realization of BCN -- Stability and Stabilization -- Disturbance Decoupling -- k-valued Network -- Input–Output Decomposition -- Random Boolean Network -- Appendix: Numerical Algorithms.
The Boolean network has become a powerful tool for describing and simulating cellular networks in which the elements behave in an on–off fashion. Analysis and Control of Boolean Networks presents a systematic new approach to the investigation of Boolean control networks. The fundamental tool in this approach is a novel matrix product called the semi-tensor product (STP). Using the STP, a logical function can be expressed as a conventional discrete-time linear system. In the light of this linear expression, certain major issues concerning Boolean network topology – fixed points, cycles, transient times and basins of attractors – can be easily revealed by a set of formulae. This framework renders the state-space approach to dynamic control systems applicable to Boolean control networks. The bilinear-systemic representation of a Boolean control network makes it possible to investigate basic control problems including controllability, observability, stabilization, disturbance decoupling, identification, optimal control, etc. The book is self-contained, requiring only knowledge of linear algebra and the basics of the control theory of linear systems. It begins with a short introduction to prepositional logic and the concepts and properties of the STP and progressing via the (bi)linear expression of Boolean (control) networks to disturbance decoupling and decomposition of Boolean control systems. Finally multi-valued logic is considered as a more precise way of describing real networks and stochastic Boolean networks are touched upon. Relevant numerical calculations are explained in an appendix and a MATLAB® toolbox for the algorithms in the book can be downloaded from http://lsc.amss.ac.cn/~dcheng/. Analysis and Control of Boolean Networks will be a fundamental reference for researchers in systems biology, control, systems science and physics. The book was developed for a short course for graduate students and is suitable for that purpose. Computer scientists and logicians may also find this book to be of interest.