On the complexity of enumerating possible dynamics of sparsely connected Boolean network automata with simple update rules
نویسنده
چکیده
We study how hard is to determine some fundamental properties of dynamics of certain types of network automata. We address the computational complexity of determining how many different possible dynamic evolutions can arise from some structurally very simple, deterministic and sparsely connected network automata. In this as well as our prior, related work, we try to push the limits on the underlying simplicity of two structural aspects of such network automata: (i) the uniform sparseness of their topologies, and (ii) severely restricted local behaviors of the individual agents (that is, the local update rules of the network nodes).
منابع مشابه
Phase Transitions in Possible Dynamics of Cellular and Graph Automata Models of Sparsely Interconnected Multi-Agent Systems
We are interested in Communicating Finite State Machine (CFSM) based models of large-scale multi-agent systems and their emerging behavior. CFSM-based models are suitable for studying large ensembles of simple reactive agents, and collective dynamics of such ensembles. In this paper, we focus on the asymptotic dynamics of a class of the classical (finite) Cellular Automata (CA) and more general...
متن کاملComputational Complexity of Some Enumeration Problems About Uniformly Sparse Boolean Network Automata
We study the computational complexity of counting the fixed point configurations (FPs), the predecessor configurations and the ancestor configurations in certain classes of network automata viewed as discrete dynamical systems. Some early results of this investigation are presented in [38, 39]. In particular, it is proven in [39] that both exact and approximate counting of FPs in the two closel...
متن کاملOn Complexity of Counting Fixed Point Configurations in Certain Classes of Graph Automata
We study computational complexity of counting the fixed point configurations (FPs) in certain discrete dynamical systems. We prove that counting FPs in Sequential and Synchronous Dynamical Systems (SDSs and SyDSs, respectively) is computationally intractable, even when each node is required to update according to a symmetric Boolean function. We also show that the problems of counting the garde...
متن کاملBlock-sequential update schedules and Boolean automata circuits
Our work is set in the framework of complex dynamical systems and, more precisely, that of Boolean automata networks modeling regulation networks. We study how the choice of an update schedule impacts on the dynamics of such a network. To do this, we explain how studying the dynamics of any network updated with an arbitrary blocksequential update schedule can be reduced to the study of the dyna...
متن کاملOn Computational Complexity of Counting Fixed Points in Symmetric Boolean Graph Automata
We study computational complexity of counting the fixed point configurations (FPs) in certain classes of graph automata viewed as discrete dynamical systems. We prove that both exact and approximate counting of FPs in Sequential and Synchronous Dynamical Systems (SDSs and SyDSs, respectively) are computationally intractable, even when each node is required to update according to a symmetric Boo...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2010