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研究生: 陳威廷
Chen, Wei-Ting
論文名稱: 新型雙波長動態史托克穆勒偏光法應用於非侵入式葡萄糖量測之研究
Research of using new dynamic dual-wavelength Stokes-Mueller matrix polarimetry for non-invasive glucose measurement
指導教授: 羅裕龍
Lo, Yu-Lung
學位類別: 碩士
Master
系所名稱: 工學院 - 機械工程學系
Department of Mechanical Engineering
論文出版年: 2018
畢業學年度: 106
語文別: 中文
論文頁數: 89
中文關鍵詞: 史托克-穆勒偏光儀葡萄糖濃度非侵入式葡萄糖監測系統非等向性材料
外文關鍵詞: Stokes-Mueller polarimetry, dual-wavelength, non-invasive glucose monitoring, anisotropic material
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  • 本研究提出一個使用雙波長史托克穆勒偏光儀系統,搭配複線性回歸(MLR),來量測具散射效應之葡萄糖濃度之技術。本研究利用兩種不同波長的光源分別輸入六道不同偏振態的入射光來取得具散射效應溶液的圓性雙折射(CB)和去偏極化指數(Dep),並且使用電光調變器(Electro-optic modulators)以及波片(Wave plate)來製造所需的偏振態,以及使用複線性回歸的統計方法來降低系統所產生的誤差。本研究另外提出一個動態史托克穆勒量測系統,利用兩個電光調變器(Electro-optic modulators)來產生所需的偏振態,除了避免手動所造成的誤差,還可以縮短量測的時間,此外,接收端改為商用的史托克儀,並將量測到的史托克向量計算成微分穆勒矩陣,利用微分穆勒矩陣解出圓性雙折射(CB)和去偏極化指數(Dep),實驗結果顯示圓性雙折射(CB)和葡萄糖濃度成正比,去偏極化指數(Dep)和葡萄糖濃度成反比。此系統提供更快速的量測、更高的穩定性、並且擁有目前現行系統中最好的解析度30 mg/dl。本系統具體的應用是用實驗鼠以及人類指尖來進行量測,由量測老鼠所得到的圓性雙折射(CB)跟血糖濃度成正比,去偏極化指數(Dep)和血糖濃度成反比,這個結果和具散射效應的葡萄糖溶液是吻合的,且由老鼠作為量測對象的非侵入式量測血糖值與侵入式血糖值的誤差約為 60 mg/dl,而量測人類指尖的結果方面,此系統的最大標準差為19 mg/dl,與侵入式血糖機所量測的最大值以及最小值誤差分別為47 mg/dl和0 mg/dl,而量測結果在Clarke error grid analysis中, A和 B區域內的資料點分別83.3 %和16.7 %,在A+B的區域內的資料點是100 %,而在區域C、D、E中的資料點為0 %,表示沒有任何一個資料點會使病患接受不適當的治療; 整體來說,本論文所提出的系統具有高穩定性、高解析度、量測快速等優點,展示了此光學系統對非侵入式血糖量測的潛力。

    In this study, two different Stokes-Mueller polarimetry systems are proposed for extracting circular birefringence (CB) and depolarization index (Δ) of glucose solution. First system namely dual-wavelength Stokes Mueller polarimetry system utilizes two different wavelength laser sources (633nm and 532nm) and multiple linear regression (MLR) method to minimize the result deviation. Additionally, electro-optic modulators (EO) are used to reduce the system error caused by moving parts and manually adjustment. The resolution of measuring 2% phantom solution by this system is approximate 45 mg/dl. For second system, dynamic Stokes-Muller polarimetry system utilizes two electro-optic modulators to reduce the system error caused by moving parts and manually adjustment. The commercial Stokes polarimeter replaced the photo detector to simplify the system and the calibration process. The experiment results of 2% phantom solution show that the optical rotation angle (γ) increases linearly by changing of glucose concentration, while the depolarization index (Δ) decreases linearly by the changing of glucose concentration. The resolution of measuring 2% phantom solution is approximate 30 mg/dl. The practical applicability of the second system has been demonstrated by extracting optical rotation angle (γ), depolarization index (Δ) and glucose concentration of mice and human fingertip. The results of mice show that optical rotation angle (γ) increases linearly to the increasing of glucose concentration, while depolarization index (Δ) decreases linearly to the increasing glucose concentration. The estimated error of mice is approximately 60 mg/dl. For human fingertip test, the maximum error and minimum error between the proposed non-invasive method and invasive method are 47 mg/dl and 0 mg/dl, respectively. The deviation of the system for human fingertip test is 19 mg/dl. In Clarke error grid analysis, the percentages of results in Zone A and Zone B are 83.3%, 16.7%, respectively. The percentage of results in Zone (A+B) is 100%, whereas the percentage of results in Zones C, D and E are all 0%. It demonstrates that the data points from our system would not lead to inappropriate treatments for patients. In general, the proposed technique provides a potential tool for noninvasive glucose measurement in diabetes diagnosis application.

    Abstract iii 中文摘要 v 致謝 vii List of Figures xi List of Tables xiv Chapter 1 Introduction 1 1.1 Preface 1 1.2 Review of the glucose monitoring 3 1.3 Review of general ellipsometry 7 1.4 Review of Mueller matrix method in ellipsometer 10 1.5 Review of glucose sensing using optical polarimetry and Stokes-Muller polarimetry 12 1.6 Review of non-invasive glucose monitoring 13 1.7 Overview of the thesis 16 Chapter 2 Methodology 17 2.1 Principle of ellipsometry measurement 17 2.2 The formalism of Stokes-Mueller matrix technique 20 2.3 Basic theories of optically anisotropic properties 23 2.3.1 Circular birefringence (CB) materials 24 2.3.2 Depolarization materials 26 2.4 Muller matrices of LB, CB, LD and CD 27 2.5 Differential Mueller matrix polarimetry of biological samples 29 Chapter 3 Dual-wavelength Stokes-Mueller matrix polarimetry system 33 3.1 Stokes-Mueller matrix polarimetry system 33 3.2 Dual-wavelength Stokes-Mueller matrix polarimetry system 37 3.3 Experimental setup of extracting optical rotation angle and depolarization index by dual-wavelength Stokes-Mueller matrix polarimetry system 40 3.4 Preparation of phantom solution for simulating human skin 42 3.5 Experimental result of extracting optical rotation angle and depolarization index 43 Chapter 4 Dynamic Stokes-Mueller matrix polarimetry for extracting optical rotation angle and depolarization index 48 4.1 Dynamic Stokes-Mueller matrix polarimetry system 48 4.2 Monte Carlo simulation for extracting glucose concentration 51 4.3 Experimental setup 52 4.3.1 The extraction of Mueller matrix of air and standard quarter wave plate in transmission mode 54 4.3.2 The extraction of Mueller matrix of air and standard quarter wave plate in reflection mode 56 4.4 Experimental results for tissue phantom solutions 58 4.4.1 The extraction of optical rotation angle and depolarization in phantom solutions 58 4.4.2 Extraction on glucose concentration based upon rotation angle and depolarization index 61 4.5 The extraction of optical rotation angle, depolarization index and glucose concentration of mice 63 4.5.1 Experiment setup for dynamic Stokes-Mueller matrix polarimetry system 63 4.5.2 Animal protocol 65 4.5.3 Experimental results for mice 67 4.6 Extraction of glucose concentration of human beings from fingertip 73 Chapter 5 Conclusions and future works 82 5.1 Conclusions 82 5.2 Future works 84

    References

    [1] B. H. Malik, C. W. Pirnstill, and G. L. Coté, "Dual-wavelength polarimetric glucose sensing in the presence of birefringence and motion artifact using anterior chamber of the eye phantoms," Journal of biomedical optics, vol. 18, no. 1, p. 017007, 2013.
    [2] H. D. Park, K. J. Lee, H. R. Yoon, and H. H. Nam, "Design of a portable urine glucose monitoring system for health care," Computers in biology and medicine, vol. 35, no. 4, pp. 275-286, 2005.
    [3] R. O. Esenaliev, K. V. Larin, I. V. Larina, and M. Motamedi, "Noninvasive monitoring of glucose concentration with optical coherence tomography," Optics letters, vol. 26, no. 13, pp. 992-994, 2001.
    [4] C. E. F. do Amaral and B. Wolf, "Current development in non-invasive glucose monitoring," Medical Engineering and Physics, vol. 30, no. 5, pp. 541-549, 2008.
    [5] C.-C. Liao and Y.-L. Lo, "Extraction of anisotropic parameters of turbid media using hybrid model comprising differential-and decomposition-based Mueller matrices," Optics express, vol. 21, no. 14, pp. 16831-16853, 2013.
    [6] M. R. Robinson, R. P. Eaton, D. M. Haaland, G. W. Koepp, E. V. Thomas, B. R. Stallard, and P. L. Robinson, "Noninvasive glucose monitoring in diabetic patients: a preliminary evaluation," Clinical chemistry, vol. 38, no. 9, pp. 1618-1622, 1992.
    [7] S. F. Malin, T. L. Ruchti, T. B. Blank, S. N. Thennadil, and S. L. Monfre, "Noninvasive prediction of glucose by near-infrared diffuse reflectance spectroscopy," Clinical chemistry, vol. 45, no. 9, pp. 1651-1658, 1999.
    [8] K. Maruo, M. Tsurugi, M. Tamura, and Y. Ozaki, "In vivo noninvasive measurement of blood glucose by near-infrared diffuse-reflectance spectroscopy," Applied spectroscopy, vol. 57, no. 10, pp. 1236-1244, 2003.
    [9] S.-j. Yeh, C. F. Hanna, and O. S. Khalil, "Monitoring blood glucose changes in cutaneous tissue by temperature-modulated localized reflectance measurements," Clinical Chemistry, vol. 49, no. 6, pp. 924-934, 2003.
    [10] A. M. Enejder, T. G. Scecina, J. Oh, M. H. Shih, S. Sasic, G. L. Horowitz and M. S. Feld, "Raman spectroscopy for noninvasive glucose measurements," Journal of Biomedical Optics, vol. 10, no. 3, p. 031114, 2005.
    [11] K. V. Larin, I. V. Larina, M. Motamedi, V. M. Gelikonov, R. V. Kuranov, and R. O. Esenaliev, "Potential application of optical coherence tomography for noninvasive monitoring of glucose concentration," in Optical Diagnostics and Sensing of Biological Fluids and Glucose and Cholesterol Monitoring, 2001, vol. 4263, pp. 83-91: International Society for Optics and Photonics.
    [12] Y. Zhang et al., "Noninvasive blood glucose monitoring during oral intake of different sugars with optical coherence tomography in human subjects," Journal of biophotonics, vol. 6, no. 9, pp. 699-707, 2013.
    [13] T. Wang, W. Wieser, G. Springeling, R. Beurskens, C. T. Lancee, T. Pfeiffer A. van der Steen, R. Huber, and G. van Soest, "Intravascular optical coherence tomography imaging at 3200 frames per second," Optics letters, vol. 38, no. 10, pp. 1715-1717, 2013.
    [14] Y. Zhou, N. Zeng, Y. Ji, Y. Li, X. Dai, P. Li, L. Duan, H. Ma, and Y. He, "Iris as a reflector for differential absorption low-coherence interferometry to measure glucose level in the anterior chamber," Journal of biomedical optics, vol. 16, no. 1, p. 015004, 2011.
    [15] J. L. Lambert, J. M. Morookian, S. J. Sirk, and M. S. Borchert, "Measurement of aqueous glucose in a model anterior chamber using Raman spectroscopy," Journal of Raman spectroscopy, vol. 33, no. 7, pp. 524-529, 2002.
    [16] P. Drude, "Ueber die Gesetze der Reflexion und Brechung des Lichtes an der Grenze absorbirender Krystalle," Annalen der Physik, vol. 268, no. 12, pp. 584-625, 1887.
    [17] L. Tronstad, "The investigation of thin surface films on metals by means of reflected polarized light," Transactions of the Faraday Society, vol. 29, no. 140, pp. 502-514, 1933.
    [18] A. Rothen, "The ellipsometer, an apparatus to measure thicknesses of thin surface films," Review of Scientific Instruments, vol. 16, no. 2, pp. 26-30, 1945.
    [19] W.-K. Paik and J. O. M. Bockris, "Exact ellipsometric measurement of thickness and optical properties of a thin light-absorbing film without auxiliary measurements," Surface Science, vol. 28, no. 1, pp. 61-68, 1971.
    [20] D. Aspnes and A. Studna, "High precision scanning ellipsometer," Applied Optics, vol. 14, no. 1, pp. 220-228, 1975.
    [21] P. Hauge and F. Dill, "A rotating-compensator Fourier ellipsometer," Optics communications, vol. 14, no. 4, pp. 431-437, 1975.
    [22] J. Lee, R. Collins, V. Veerasamy, and J. Robertson, "Analysis of amorphous carbon thin films by spectroscopic ellipsometry," Journal of non-crystalline solids, vol. 227, pp. 617-621, 1998.
    [23] B. Drevillon, J. Perrin, R. Marbot, A. Violet, and J. Dalby, "Fast polarization modulated ellipsometer using a microprocessor system for digital Fourier analysis," Review of Scientific Instruments, vol. 53, no. 7, pp. 969-977, 1982.
    [24] S. Jasperson and S. Schnatterly, "An improved method for high reflectivity ellipsometry based on a new polarization modulation technique," Review of Scientific Instruments, vol. 40, no. 6, pp. 761-767, 1969.
    [25] H. Fujiwara, Spectroscopic ellipsometry: principles and applications. John Wiley & Sons, 2007.
    [26] G. F. Beardsley, "Mueller scattering matrix of sea water," JOSA, vol. 58, no. 1, pp. 52-57, 1968.
    [27] R. Azzam, "Photopolarimetric measurement of the Mueller matrix by Fourier analysis of a single detected signal," Optics Letters, vol. 2, no. 6, pp. 148-150, 1978.
    [28] R. M. Azzam, K. A. Giardina, and A. G. Lopez, "Conventional and generalized Mueller-matrix ellipsometry using the four-detector photopolarimeter," Optical Engineering, vol. 30, no. 10, pp. 1583-1590, 1991.
    [29] P. Hauge, R. H. Muller, and C. Smith, "Conventions and formulas for using the Mueller-Stokes calculus in ellipsometry," Surface science, vol. 96, no. 1-3, pp. 81-107, 1980.
    [30] E. Compain, B. Drevillon, J. Huc, J. Y. Parey, and J. E. Bouree, "Complete Mueller matrix measurement with a single high frequency modulation," Thin Solid Films, vol. 313, pp. 47-52, 1998.
    [31] R. Collins and J. Koh, "Dual rotating-compensator multichannel ellipsometer: instrument design for real-time Mueller matrix spectroscopy of surfaces and films," JOSA A, vol. 16, no. 8, pp. 1997-2006, 1999.
    [32] A. Laskarakis, S. Logothetidis, E. Pavlopoulou, and M. Gioti, "Mueller matrix spectroscopic ellipsometry: formulation and application," Thin Solid Films, vol. 455, pp. 43-49, 2004.
    [33] G. Zhou, J. Schmitt, and C. Ellicott, "Sensitive detection of optical rotation in liquids by reflection polarimetry," Review of scientific instruments, vol. 64, no. 10, pp. 2801-2807, 1993.
    [34] S. Jang and M. D. Fox, "Optical glucose sensor using a single Faraday rotator," in Bioengineering Conference, 1997., Proceedings of the IEEE 1997 23rd Northeast, 1997, pp. 11-12: IEEE.
    [35] B. D. Cameron, J. S. Baba, and G. L. Cote, "Optical polarimetry applied to the development of a noninvasive in-vivo glucose monitor," in Optical Diagnostics of Biological Fluids V, 2000, vol. 3923, pp. 66-78: International Society for Optics and Photonics.
    [36] Q.-H. Phan and Y.-L. Lo, "Stokes–Mueller matrix polarimetry technique for circular dichroism/birefringence sensing with scattering effects," Journal of biomedical optics, vol. 22, no. 4, p. 047002, 2017.
    [37] L.-H. Lin, Y.-L. Lo, C.-C. Liao, and J.-X. Lin, "Optical detection of glucose concentration in samples with scattering particles," Applied optics, vol. 54, no. 35, pp. 10425-10431, 2015.
    [38] I. Harman-Boehm, A. Gal, A. M. Raykhman, J. D. Zahn, E. Naidis, and Y. Mayzel, "Noninvasive glucose monitoring: a novel approach," ed: SAGE Publications, 2009.
    [39] T. Lin, Y. Mayzel, and K. Bahartan, "The accuracy of a non-invasive glucose monitoring device does not depend on clinical characteristics of people with type 2 diabetes mellitus," Journal of drug assessment, vol. 7, no. 1, pp. 1-7, 2018.
    [40] J. Kim, A. S. Campbell, and J. Wang, "Wearable non-invasive epidermal glucose sensors: A review," Talanta, vol. 177, pp. 163-170, 2018.
    [41] W. Zhang, Y. Du, and M. L. Wang, "Noninvasive glucose monitoring using saliva nano-biosensor," Sensing and Bio-Sensing Research, vol. 4, pp. 23-29, 2015.
    [42] A. J. Bandodkar, W. Jia, C. Yardımcı, X. Wang, J. Ramirez, and J. Wang, "Tattoo-based noninvasive glucose monitoring: a proof-of-concept study," Analytical chemistry, vol. 87, no. 1, pp. 394-398, 2014.
    [43] S. Emaminejad, W. Sam, E. Wu, Z. Davies, H. Y. Nyein, S. Challa, S. P. Ryan, H. M. Fahad, K. Chen, and Z. Shahpar, "Autonomous sweat extraction and analysis applied to cystic fibrosis and glucose monitoring using a fully integrated wearable platform," Proceedings of the National Academy of Sciences, vol. 114, no. 18, pp. 4625-4630, 2017.
    [44] V. V. Tuchin, Selected papers on tissue optics: applications in medical diagnostics and therapy. Society of Photo Optical, 1994.
    [45] V. V. Tuchin, "Optical biomedical diagnostics," Fizmatlit, Moscow, vol. 77, 2007.
    [46] E. Hecht, Optics. Pearson Education, 2016.
    [47] S.-Y. Lu and R. A. Chipman, "Interpretation of Mueller matrices based on polar decomposition," JOSA A, vol. 13, no. 5, pp. 1106-1113, 1996.
    [48] C.-S. H. Khoo, Physics of liquid crystalline materials. CRC Press, 1991.
    [49] S. N. Savenkov and I. S. Marfin, "Invariance of anisotropy properties presentation in scope of polarization equivalence theorems," in Saratov Fall Meeting 2006: Coherent Optics of Ordered and Random Media VII, 2007, vol. 6536, p. 65360G: International Society for Optics and Photonics.
    [50] O. Arteaga and A. Canillas, "Analytic inversion of the Mueller-Jones polarization matrices for homogeneous media," Optics letters, vol. 35, no. 4, pp. 559-561, 2010.
    [51] J. Kobayashi and T. Asahi, "Development of HAUP and its applications to various kinds of solids," in Complex Mediums, 2000, vol. 4097, pp. 25-40: International Society for Optics and Photonics.
    [52] J. Schellman and H. P. Jensen, "Optical spectroscopy of oriented molecules," Chemical Reviews, vol. 87, no. 6, pp. 1359-1399, 1987.
    [53] E. Beaurepaire, A. C. Boccara, M. Lebec, L. Blanchot, and H. Saint-Jalmes, "Full-field optical coherence microscopy," Optics letters, vol. 23, no. 4, pp. 244-246, 1998.
    [54] R. Ossikovski, "Differential matrix formalism for depolarizing anisotropic media," Optics letters, vol. 36, no. 12, pp. 2330-2332, 2011.
    [55] D. S. Kliger and J. W. Lewis, Polarized light in optics and spectroscopy. Elsevier, 2012.
    [56] Y.-L. Lo and T. T. H. Phan, "Extraction of effective parameters of turbid media utilizing the Mueller matrix approach: study of glucose sensing," Journal of biomedical optics, vol. 17, no. 9, p. 097002, 2012.
    [57] J. J. Gil and E. Bernabeu, "Depolarization and polarization indices of an optical system," Optica Acta: International Journal of Optics, vol. 33, no. 2, pp. 185-189, 1986.
    [58] R. A. Chipman, "Depolarization index and the average degree of polarization," Applied optics, vol. 44, no. 13, pp. 2490-2495, 2005.
    [59] B. J. DeBoo, J. M. Sasian, and R. A. Chipman, "Depolarization of diffusely reflecting man-made objects," Applied optics, vol. 44, no. 26, pp. 5434-5445, 2005.
    [60] Q.-H. Phan and Y.-L. Lo, "Stokes-Mueller matrix polarimetry system for glucose sensing," Optics and Lasers in Engineering, vol. 92, pp. 120-128, 2017.
    [61] S. A. Hall, M.-A. Hoyle, J. S. Post, and D. K. Hore, "Combined stokes vector and Mueller matrix polarimetry for materials characterization," Analytical chemistry, vol. 85, no. 15, pp. 7613-7619, 2013.
    [62] S. Liakat, K. A. Bors, L. Xu, C. M. Woods, J. Doyle, and C. F. Gmachl, "Noninvasive in vivo glucose sensing on human subjects using mid-infrared light," Biomedical optics express, vol. 5, no. 7, pp. 2397-2404, 2014.
    [63] K. Song, U. Ha, S. Park, J. Bae, and H.-J. Yoo, "An impedance and multi-wavelength near-infrared spectroscopy IC for non-invasive blood glucose estimation," IEEE Journal of Solid-State Circuits, vol. 50, no. 4, pp. 1025-1037, 2015.
    [64] R. R. Ansari, S. Boeckle, and L. L. Rovati, "New optical scheme for a polarimetric-based glucose sensor," Journal of Biomedical Optics, vol. 9, no. 1, pp. 103-116, 2004.
    [65] I. O. f. Standardization, "ISO 15197: 2013. In vitro diagnostic test systems--Requirements for blood-glucose monitoring systems for self-testing in managing diabetes mellitus," ed: International Organization for Standardization Geneva, Switzerland, 2013.
    [66] W. L. Clarke, D. Cox, L. A. Gonder-Frederick, W. Carter, and S. L. Pohl, "Evaluating clinical accuracy of systems for self-monitoring of blood glucose," Diabetes care, vol. 10, no. 5, pp. 622-628, 1987.
    [67] Y.-T. Li, C.-S. Chu, P.-F. Tsou, P.-C. Ho, and K.-J. Ho, "Method for glucose monitoring," ed: Google Patents, 2017.
    [68] T. Lin, A. Gal, Y. Mayzel, K. Horman, and K. Bahartan, "Non-invasive glucose monitoring: a review of challenges and recent advances," Curr Trends Biomed Eng Biosci, vol. 6, pp. 1-8, 2017.
    [69] Y. Segman, "Device and Method for Noninvasive Glucose Assessment," Journal of diabetes science and technology, p. 1932296818763457, 2018.

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