Pachauri, N., Yadav, D., Sharma, T. K., Verma, O. P., & Ahn, C. W. (2022). Closed loop fractional order drug delivery control scheme for chemotherapy. Results in Control and Optimization, 6, 100097. https://doi.org/10.1016/j.rico.2022.100097
E191-01 - Forschungsbereich Cyber-Physical Systems
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Zeitschrift:
Results in Control and Optimization
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ISSN:
2666-7207
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Datum (veröffentlicht):
14-Feb-2022
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Verlag:
Elsevier BV
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Peer Reviewed:
Ja
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Keywords:
Chemotherapy; Drug concentration; FOIMC; FOPID; IPD; Whale optimization algorithm
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Abstract:
Chemotherapy is one of the most extensively utilized cancer treatment strategies worldwide. It is intended to eliminate fast-developing cancer cells in a patient's body. The amount of chemotherapeutic drug that must be administered precisely into a patient's body determines the efficacy of the treatment and governs the patient survival during chemotherapy. Therefore, controlling the chemotherapeutic drug dose delivered to the patient is essential. This research aims to propose a two-degree-of-freedom fractional order proportional–integral–derivative (2FOPID) controller with a set point filter for implementing an automatic drug delivery control scheme during chemotherapy. The Whale optimization algorithm (WOA) is used to tune the parameters of the 2FOPID controller, resulting in a WOA-tuned 2FOPID controller (W2FOPID). The performance of the proposed W2FOPID is compared with the Integral–Proportional–Derivative (IPD), Internal Model Control (IMC), and Fractional Order IMC (FOIMC) schemes. The experimental results demonstrate that the proposed W2FOPID controller is effective, accurate, and robust for drug concentration control during chemotherapy. W2FOPID outperforms IPD, IMC, and FOIMC schemes in terms of Integral Absolute Error by 79.9%, 25.3%, and 23.36%, respectively. In addition, W2FOPID exhibits excellent set-point tracking, noise suppression and uncertainty handling capabilities.
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Forschungsschwerpunkte:
Computer Engineering and Software-Intensive Systems: 100%