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STOCHASTIC OPTIMAL ENHANCEMENT OF IMMUNE RESPONSE

机译:随机优化免疫反应

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摘要

Therapeutic enhancement of innate immune response to microbial attack is addressed as the optimal control of a dynamic system. Without therapy, the modeled response depends upon the initial concentration of pathogens in the simulated attack. Immune response can be augmented by therapeutic agents that kill the pathogen directly, that stimulate the production of plasma cells or antibodies, or that enhance organ health. Previous papers demonstrated open- and closed-loop optimal control solutions that defeat the pathogen and preserve organ health, given initial conditions that otherwise would be lethal Therapies based on separate and combined application of the agents were derived by minimizing a quadratic cost function that weighted both system response and control usage, providing implicit control over harmful side effects. We focus on the effects that corrupted or incomplete measurements may have on the effectiveness of neighboring-optimal feedback control, which combines the open-and closed-loop control. We show the number of measurements that provide complete observability of the perturbed state, as well as the impact of imperfect measurements on therapy. We conclude that effective therapy can be obtained over a broad range of uncertainty in initial conditions, disturbance inputs, or feedback measurements.
机译:对微生物攻击的先天免疫应答的治疗增强被认为是动态系统的最佳控制。如果不进行治疗,则模拟的反应取决于模拟攻击中病原体的初始浓度。可以通过直接杀死病原体,刺激浆细胞或抗体产生或增强器官健康的治疗剂来增强免疫应答。在给定的初始条件下,先前的论文证明了可以克服病原体并保护器官健康的开环和闭环最优控制解决方案,否则这些方法将是致命的。系统响应和控制用法,对有害副作用提供隐式控制。我们关注的是损坏的或不完整的测量结果可能对结合开环和闭环控制的邻域最优反馈控制的有效性产生的影响。我们显示了可提供对扰动状态的完全可观察性的测量值的数量,以及不完善的测量值对治疗的影响。我们得出的结论是,可以在初始条件,干扰输入或反馈测量的广泛不确定性范围内获得有效的治疗方法。

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