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Observer design for Boolean control networks with unknown inputs

机译:输入未知的布尔控制网络的观测器设计

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摘要

In this paper, multi-input multi-output Boolean control networks are considered as polynomial discrete-time systems in the Galois field F2. Two algorithms are proposed to design observers, able to recognise the state and the input of the system in finite time, without any requirement on the structure of the Boolean control network. It is shown that such procedures can be used, in a wholly probabilistic framework, to estimate the state and the input, even when random noise is superimposed to the available measures. The interest in these methods relies on biological applications, as, for instance, regulatory networks, where the state and the input of the system need to be estimated from scarce and noisy data.
机译:在本文中,多输入多输出布尔控制网络被视为伽罗瓦域F2中的多项式离散时间系统。提出了两种算法来设计观察者,它们能够在有限的时间内识别系统的状态和输入,而对布尔控制网络的结构没有任何要求。结果表明,即使将随机噪声叠加到可用的度量上,也可以在完全概率的框架中使用此类过程来估计状态和输入。对这些方法的兴趣依赖于生物学应用,例如监管网络,在该网络中,需要从稀缺和嘈杂的数据中估算系统的状态和输入。

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