This paper investigates the optimal control problem generated in Tumor Treating Fields (TTFields). TTFields is an emerging cancer treatment method with several advantages including the convenience of treatment, fewer side effects, and a better quality of life for patients. Therefore, it holds significant promise for applications in cancer treatments and other fields. In view of such an immense potential, in this work, we are motivated to determine the optimal arrangement of electrodes for TTFields. The paper begins by presenting a comprehensive modeling process for TTFields, followed by the establishment of an optimal control problem that involves finding the optimal configuration of the electrode array. To solve this problem, the particle swarm optimization (PSO) algorithm, which is a type of intelligent algorithm, is employed, and is further improved on to address various situations. Finally, the model is validated and the effectiveness of the PSO algorithm is verified through numerical examples.
机构:
Beth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Beth Israel Deaconess Med Ctr, Neurooncol Unit, Boston, MA 02215 USA
US Oncol Signature Healthcare Brockton, Dept Radiat Oncol, Brockton, MA 02302 USABeth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Lok, Edwin
San, Pyay
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机构:
Beth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Beth Israel Deaconess Med Ctr, Neurooncol Unit, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
San, Pyay
White, Victoria
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机构:
Beth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Beth Israel Deaconess Med Ctr, Neurooncol Unit, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
White, Victoria
Liang, Olivia
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Beth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Beth Israel Deaconess Med Ctr, Neurooncol Unit, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Liang, Olivia
Widick, Page C.
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Beth Israel Deaconess Med Ctr, Dept Med, Div Hematol Oncol, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Widick, Page C.
Reddy, Sindhu Pisati
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Beth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Beth Israel Deaconess Med Ctr, Neurooncol Unit, Boston, MA 02215 USA
Southern Illinois Univ, Sch Med, Dept Neurol, Carbondale, IL USABeth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Reddy, Sindhu Pisati
Wong, Eric T.
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Beth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
Beth Israel Deaconess Med Ctr, Neurooncol Unit, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Brain Tumor Ctr, Boston, MA 02215 USA
机构:
HonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Univ Arizona, Dept Med, Coll Med Phoenix, Phoenix, AZ USA
HonorHlth Res & Innovat Inst, 10510 N 92nd St Ste 200, Scottsdale, AZ 85258 USAHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Moser, Justin C.
Salvador, Ellaine
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Univ Wurzburg, Dept Neurosurg, Sect Expt Neurosurg, Wurzburg, GermanyHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Salvador, Ellaine
Deniz, Karina
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Univ Minnesota, Dept Med, Div Hematol Oncol & Transplant, Minneapolis, MN USAHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Deniz, Karina
Swanson, Kenneth
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Massachusetts Gen Hosp, Cutaneous Biol Res Ctr, Charlestown, MA USAHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Swanson, Kenneth
Tuszynski, Jack
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Univ Alberta, Dept Phys, Edmonton, AB, CanadaHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Tuszynski, Jack
Carlson, Kristen W.
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Harvard Med Sch, Beth Israel Deaconess Med Ctr, Dept Neurosurg, Boston, MA USAHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Carlson, Kristen W.
Karanam, Narasimha Kumar
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Univ Texas Southwestern Med Ctr, Dept Radiat Oncol, Dallas, TX USAHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Karanam, Narasimha Kumar
Patel, Chirag B.
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机构:
Univ Texas MD Anderson Canc Ctr, Dept Neurooncol, Houston, TX USA
Univ Texas MD Anderson Canc Ctr UTHlth, Neurosci & Canc Biol Grad Programs, Grad Sch Biomed Sci, Houston, TX USAHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Patel, Chirag B.
Story, Michael
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Univ Texas Southwestern Med Ctr, Dept Radiat Oncol, Dallas, TX USAHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Story, Michael
Lou, Emil
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机构:
Univ Minnesota, Dept Med, Div Hematol Oncol & Transplant, Minneapolis, MN USAHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
Lou, Emil
Hagemann, Carsten
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机构:
Univ Wurzburg, Dept Neurosurg, Sect Expt Neurosurg, Wurzburg, GermanyHonorHlth Res & Innovat Inst, Scottsdale, AZ USA
机构:
Heidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, GermanyHeidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, Germany
Schlieper-Scherf, S.
Hausmann, D.
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机构:
German Canc Res Ctr, Clin Cooperat Unit Neurooncol, German Canc Consortium, Heidelberg, GermanyHeidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, Germany
Hausmann, D.
Jung, E.
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机构:
German Canc Res Ctr, Clin Cooperat Unit Neurooncol, German Canc Consortium, Heidelberg, Germany
Univ Hosp Heidelberg, Neurol Clin, Heidelberg, Germany
Univ Hosp Heidelberg, Natl Ctr Tumor Dis, Heidelberg, GermanyHeidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, Germany
Jung, E.
Maier, E.
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机构:
Heidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, GermanyHeidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, Germany
Maier, E.
Ratliff, T. M.
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机构:
Heidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, GermanyHeidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, Germany
Ratliff, T. M.
Etminan, N.
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机构:
Heidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, GermanyHeidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, Germany
Etminan, N.
Winkler, F.
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机构:
German Canc Res Ctr, Clin Cooperat Unit Neurooncol, German Canc Consortium, Heidelberg, Germany
Univ Hosp Heidelberg, Neurol Clin, Heidelberg, Germany
Univ Hosp Heidelberg, Natl Ctr Tumor Dis, Heidelberg, GermanyHeidelberg Univ, Univ Med Ctr Mannheim, Dept Neurosurg, Mannheim, Germany