FEM-based Parametric Optimization of a Measurement Setup for Sensitivity Improvement in Insulin Absorption Assessment

被引:0
|
作者
Manzo, Rosanna [1 ]
Arpaia, Pasquale [2 ]
Balato, Marco [2 ]
Cuneo, Davide [2 ]
Mancino, Francesca [2 ]
Minucci, Simone [3 ]
Moccaldi, Nicola [4 ]
Petrarca, Carlo [2 ]
机构
[1] Univ Naples Federico II, Dept Publ Hlth & Prevent Med, Naples, Italy
[2] Univ Naples Federico II, Dept Elect Engn & Informat Technol DIETI, Naples, Italy
[3] Univ Tuscia, Dept Econ Engn Soc & Business Org DEIm, Viterbo, Italy
[4] Univ Salento, Dept Engn Innovat, Lecce, Italy
来源
2024 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE, I2MTC 2024 | 2024年
关键词
insulin absorption measurement; FEM; parametric optimization; Taguchi experimental plan; ADULTS; AGE;
D O I
10.1109/I2MTC60896.2024.10560806
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A finite element model of human abdominal tissue for improving the percentage relative sensitivity of a bioimpedance spectroscopy-based method for insulin absorption measurements was proposed. The model was realised by considering only four layers of the abdomen (dry and wet skin, fat, and muscle) electrically characterized with models already validated in the scientific literature. A parametric optimization was carried out to maximize the relative sensitivity of the proposed measurement method. In particular, a fractional factorial plan approach (Taguchi L18) was implemented to analyze different setups of the measurement apparatus in terms of signal frequency and dimensions and electrodes mutual distance. ANOM and ANOVA were conducted to assess the impact of each parameter on the measurement percentage relative sensitivity. The analysis revealed that the distance between the amperometric and voltammetric electrode as the most influencing factor on the percentage relative sensitivity. Considering the constraints related to the direction of the total current density field and the electrodes positioning, the value of the distance maximizing the sensitivity results the optimum one. A range of percentage relative sensitivity variation of 29.25 % was obtained in the experimental plan investigated. The highest percentage relative sensitivity of 29.78 % was obtained with the optimum measurement setup, in the case of 100 ml insulin injected. An improvement in percentage relative sensitivity by a factor of 30 was achieved with the optimum measurement setup with respect to the measurement setup proposed in literature.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] FEM-Based Statistical Data-Driven Modeling Approach for MFT Design Optimization
    Mogorovic, Marko
    Dujic, Drazen
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2020, 35 (10) : 10863 - 10872
  • [22] FEM-based optimization of machining operations of aerospace parts made of Inconel 718 superalloy
    Nieslony, Piotr
    Grzesik, Wit
    Jarosz, Krzysztof
    Laskowski, Piotr
    8TH CIRP CONFERENCE ON HIGH PERFORMANCE CUTTING (HPC 2018), 2018, 77 : 570 - 573
  • [23] FEM-based Topological Optimization on the Spindle Box of Heavy Duty CNC Lathe Machine
    Gao, Changshui
    Liu, Zhuang
    Zhao, Jianshe
    Zhang, Leping
    Zhao, Yishun
    ADVANCED MATERIALS, MECHANICS AND INDUSTRIAL ENGINEERING, 2014, 598 : 229 - 232
  • [24] Development and validation of an automated FEM-based design optimization tool for continuum compliant structures
    Coemert, Suat
    Yalvac, Baturay
    Bott, Vincent
    Sun, Yilun
    Lueth, Tim C.
    INTERNATIONAL JOURNAL OF MECHANICS AND MATERIALS IN DESIGN, 2021, 17 (02) : 245 - 269
  • [25] Reduction of calibration effort in FEM-based optimization via numerical and experimental data fusion
    Colosimo, Bianca Maria
    Pagani, Luca
    Strano, Matteo
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2015, 51 (02) : 463 - 478
  • [26] Reduction of calibration effort in FEM-based optimization via numerical and experimental data fusion
    Bianca Maria Colosimo
    Luca Pagani
    Matteo Strano
    Structural and Multidisciplinary Optimization, 2015, 51 : 463 - 478
  • [27] Development and validation of an automated FEM-based design optimization tool for continuum compliant structures
    Suat Coemert
    Baturay Yalvac
    Vincent Bott
    Yilun Sun
    Tim C. Lueth
    International Journal of Mechanics and Materials in Design, 2021, 17 : 245 - 269
  • [28] A MOM/FEM-based coil sensitivity mapping method for high-field parallel MRI
    Jin, Jin
    Liu, Feng
    Li, Yu
    Weber, Ewald
    Xu, Wenlong
    Crozier, Stuart
    2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 2837 - 2840
  • [29] FEM-based Resonant Ultrasound Spectroscopy Method for Measurement of the Elastic Properties of Irregular Solid Specimens
    Wang, Rui
    Fan, Fan
    Zhang, Qiang
    Shen, Fei
    Laugier, Pascal
    Niu, Haijun
    2019 IEEE INTERNATIONAL ULTRASONICS SYMPOSIUM (IUS), 2019, : 1249 - 1251
  • [30] A time-saving FEM-based approach for structural topology optimization with exact boundary representation
    Cui, Yi
    Takahashi, Toru
    Matsumoto, Toshiro
    MECHANICAL ENGINEERING JOURNAL, 2022, 9 (06):