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Recursive linear estimation in Krein spaces. I. Theory

机译:Kerin空间中的递归线性估计。一,理论

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We develop a self-contained theory for linear estimation in Krein spaces. The theory is based on simple concepts such as projections and matrix factorizations, and leads to an interesting connection between Krein space projection and the computation of the stationary points of certain second order (or quadratic) forms. We use the innovations process to obtain a rather general recursive linear estimation algorithm, which when specialized to a state space model yields a Krein space generalization of the celebrated Kalman filter with applications in several areas such as H/sup /spl infin//-filtering and control, game problems, risk sensitive control, and adaptive filtering.
机译:我们为Kerin空间中的线性估计开发了一个独立的理论。该理论基于简单的概念,例如投影和矩阵分解,并导致Kerin空间投影与某些二阶(或二次)形式的固定点的计算之间的有趣联系。我们使用创新过程来获得一种相当通用的递归线性估计算法,该算法在专门用于状态空间模型时会产生著名的卡尔曼滤波器的Kerin空间一般化,并应用于多个领域,例如H / sup / spl infin //-filtering和控制,游戏问题,风险敏感控制和自适应过滤。

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