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首页> 外文期刊>Journal of intelligent & fuzzy systems: Applications in Engineering and Technology >Optimal drug scheduling for cancer chemotherapy using two degree of freedom fractional order PID scheme
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Optimal drug scheduling for cancer chemotherapy using two degree of freedom fractional order PID scheme

机译:二维自由分数PID方案的癌症化疗最佳药物调度

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This article presents optimal drug scheduling in chemotherapeutic treatment for eradication of cancerous cells while maintaining tolerable toxicity for the complete period of treatment. For this purpose a cascade control technique is designed wherein individual 2DOF FOPID controllers are employed to regulate drug concentration and toxicity. Conventional schemes fail to address the needs of divergent objectives of cancer chemotherapy which motivates the authors to employ a multi-objective optimization technique, NSGA-II to optimally tune the controller parameters. 2DOF FOPID, its integer order counterpart and PID control schemes are tested on cancer patient model for comparative analysis. The performance of proposed controller is evaluated on the basis of number of cancer cells and normal cells remaining at the end of treatment. Further robustness of the controller is analysed for parametric uncertainty in patient model and disturbance in infusion pump which affects the input drug dosages. The results reveal that proposed control scheme provides optimal drug scheduling and is significantly robust in the presence of uncertainty and disturbances.
机译:本文介绍了化学治疗的最佳药物调度,以消除癌细胞,同时保持完整的治疗时间的耐受性毒性。为此目的,设计了级联控制技术,其中使用单独的2DOF FoPID控制器来调节药物浓度和毒性。传统方案未能解决癌症化疗的不同目标的需求,这激励作者采用多目标优化技术,NSGA-II最佳地调整控制器参数。 2DOF FOPID,其整数顺序对应和PID控制方案在癌症患者模型上进行了对比较分析。基于治疗结束时剩余的癌细胞数和正常细胞的癌细胞数评估所提出的控制器的性能。分析了控制器的进一步稳健性,用于患者模型和输液泵干扰中的参数不确定度,影响输入药物剂量。结果表明,提出的控制方案提供了最佳的药物调度,并且在存在不确定和干扰的情况下是非常稳健的。

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