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Observability and sensor allocation for Boolean networks

机译:布尔网络的可观察性和传感器分配

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Observability of Boolean networks uniquely determines an initial condition of Boolean networks with a given output sequence. The objective of this study is to simplify the observability determination of Boolean networks and to offer a strategy to reconstruct states of Boolean networks with partial states' measurement. For a given Boolean dynamics and its measurement function, we extracted implicit useful information and deleted the redundant information based on its boolean dynamics and measurement function. Then, the extracted information was transferred to an undirected graph. We derived the necessary and sufficient condition of observability determination based on the corresponding undirected graph. Such necessary and sufficient condition significantly reduced the computational cost comparing with current methods. Further, we proposed a design method to determine the measurement function and reconstruct the unmeasured states. The effectiveness of the method was illustrated with an example. In conclusion, our result established an effective tool to determine the observability for Boolean networks with arbitrary number of nodes and Boolean functions, which further provided a novel way to allocate sensors for partial state measurement and to reconstruct the entire states.
机译:布尔网络的可观察性唯一地确定具有给定输出序列的布尔网络的初始条件。本研究的目的是简化布尔网络的可观察性确定,并提供与部分状态测量重建布尔网络状态的策略。对于给定的布尔动态及其测量功能,我们提取了隐式有用信息,并根据其布尔动力学和测量功能删除了冗余信息。然后,将提取的信息转移到无向图。我们基于相应的无向图派生可观察性确定的必要和充分条件。这种必要和充分的条件显着降低了与当前方法相比的计算成本。此外,我们提出了一种确定测量功能并重建未测量状态的设计方法。用示例说明了该方法的有效性。总之,我们的结果建立了一种有效的工具,可以确定具有任意数量的节点和布尔函数的布尔网络的可观察性,这进一步提供了一种用于分配用于部分状态测量的传感器并重建整个状态的新方法。

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