Toward Efficient Calculation of Inverses in Control Allocation for Safety-Critical Applications

计算机科学 控制(管理) 数学优化 控制理论(社会学) 数学 人工智能
作者
Stefan Raab,Agnes Steinert,Simon Hafner,Florian Holzapfel
出处
期刊:Journal of Guidance Control and Dynamics [American Institute of Aeronautics and Astronautics]
卷期号:47 (11): 2316-2332
标识
DOI:10.2514/1.g008014
摘要

Many control allocation algorithms require the calculation of (pseudo)inverses of control effectiveness matrices, also referred to as a [Formula: see text] matrix, which for nonlinear systems might change over time. Such cases would require an online calculation of the respective inverses. Storage of all possible, offline precalculated inverses might exceed available memory sizes in common aircraft applications. This is especially relevant for systems with a high number of control effectors, like novel aircraft configurations. Several control allocation algorithms exist that require updates of the matrix to be inverted, the considered example being Redistributed Scaled Pseudoinverse. Within the Redistributed Scaled Pseudoinverse algorithm, the control allocation problem is solved iteratively by sequentially removing the columns of the [Formula: see text] matrix that belong to saturated effectors. An approach using the Sherman–Morrison formula is presented in this study, which calculates the inverses based on recursive updates. This proposed approach has the following advantages over conventional Redistributed Scaled Pseudoinverse algorithm: reduced computational load and ease of protection against run-time errors. These make it a candidate for use in the context of safety-critical applications. The approach gives promising results and shows significant decrease of computational time. However, specific numerical challenges require additional investigations.
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