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Resilient set-membership state estimation for nonlinear complex networks with time-delay and incomplete measurements

机译:具有时滞和不完整测量的非线性复合网络的弹性设定 - 成员资格状态估计

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Taking the incomplete measurements and the weighted try-once-discard (WTOD) protocol into account, this paper develops a novel resilient set-membership state estimation (RSMSE) method for time-varying nonlinear complex networks with time-invariant delay. A classic interval matrix technique is utilized to describe incomplete measurements. The Taylor series expansion is applied to dispose the nonlinearities, where the high-order terms of the linearization errors are described by norm-bounded uncertainties. To mitigate the communication burden, the WTOD protocol is introduced, where only one node can send updated data through a shared communication network at each certain transmission step. Using the recursive linear matrix inequalities (RLMIs), a series of ellipsoidal sets including the state vector can be determined. The desirable estimator gain and a smallest possible estimation ellipsoid can be calculated via solving the convex optimization problem. Lastly, we use an illustrative example to show the feasibility of the introduced RSMSE technique.
机译:考虑到不完整的测量和加权试验丢弃(WTOD)协议,这篇论文开发了一种新的弹性设定级别估计(RSMSE)方法,用于具有时间不变延迟的时变非线性复杂网络。经典间隔矩阵技术用于描述不完整的测量。泰勒序列扩展被应用于设置非线性,其中线性化误差的高阶项被规范的不确定性描述。为了缓解通信负担,介绍了WTOD协议,其中仅一个节点可以通过在每个特定传输步骤中通过共享通信网络发送更新的数据。使用递归线性矩阵不等式(RLMI),可以确定包括状态向量的一系列椭圆形集。可以通过求解凸优化问题来计算所需的估计增益和最小可能的估计椭圆体。最后,我们使用说明性示例来显示介绍的RSMSE技术的可行性。

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