| 研究生: |
黃振寧 Chen-Ning Huang |
|---|---|
| 論文名稱: |
旋轉式電阻抗斷層攝影術之研究 Study of Rotational Electrical Impedance Tomography |
| 指導教授: |
鍾鴻源
Hung-Yuan Chung |
| 口試委員: | |
| 學位類別: |
博士 Doctor |
| 系所名稱: |
資訊電機學院 - 電機工程學系 Department of Electrical Engineering |
| 畢業學年度: | 96 |
| 語文別: | 英文 |
| 論文頁數: | 97 |
| 中文關鍵詞: | 旋轉式 、阻抗影像 、電阻抗斷層攝影術 |
| 外文關鍵詞: | rotational, electrical impedance tomography, impedance image |
| 相關次數: | 點閱:12 下載:0 |
| 分享至: |
| 查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
電阻抗斷層攝影術 (Electrical impedance tomography, EIT) 是一用於探測物體內部電特性分佈相當有效的方法,與其他常用的成像技術相比,電阻抗斷層攝影術具有許多的優點,然而其空間解析度不足(poor spatial resolution) 與不適定的問題 (ill-posed problem)限制了電阻抗斷層攝影術應用上的發展,為了改善阻抗影像的品質,本研究提出一旋轉式電阻抗斷層攝影系統來轉動量測電極,藉由轉動電極所增加的量測位置可以當成新增的虛擬電極,利用相鄰法收集資料並且持續轉動電極,使得旋轉式的資料收集方法可以有效的增加獨立量測資料量。
旋轉式電阻抗斷層攝影系統的硬體設計可以分為三個部分,(1)轉動機構設計,(2)訊號切換網路,以及(3)阻抗量測系統,量測過程首先由定電流源產生交流電流並透過訊號切換網路注入待測物,阻抗量測系統利用電極來擷取待測表面所產生的電位,當資料收集完成後,轉動機構驅動16個複合電極同時轉動到新的量測位置,量測過程所收集到的阻抗資料都利用EIDORS計劃所開發的程式來完成影像重建。
旋轉式電阻抗斷層攝影系統的性能評估測試包含了數值模擬以及鹽水槽的假體實驗,首先以數值模擬的結果驗證了旋轉式資料收集方法的可行性,在鹽水槽的假體實驗中,根據實際量測資料所計算出的Jacobin矩陣奇異值顯示了非適定問題的改善,重建影像的剖面圖也顯示了空間解析度上的提升,與傳統電阻抗斷層攝影比較旋轉式電阻抗斷層攝影的成像品質在整體上均有所提升
本研究所提出的旋轉式電阻抗斷層攝影術在實際應用上仍須考慮ㄧ些問題,例如電極圍繞所造成的金屬屏蔽效應、即時影像重建的可行性以及未來可能的應用領域,對於這些問題作者也提出相關建議與解決方法,並且希望旋轉式電阻抗斷層攝影的研究能夠為將來阻抗影像的應用發展帶來幫助。
Electrical impedance tomography (EIT) is a powerful tool for mapping the electrical properties of the measured objects. The EIT technique has several potential advantages over the current imaging methods. However, the poor spatial resolution and ill-posed problem restrict the development of an EIT application. In order to improve the image quality, a rotational electrical impedance tomography (REIT) system is proposed to expand the measurement sites by shifting the electrodes. The expanded measurement sites could be regarded as pseudo electrodes. Thus, by successively acquiring the data with adjacent method and rotating the electrodes pair, the independent measurements substantially could be increased.
The REIT system is composed of three subsystems, rotary scheme, switches network and measurement system. By injecting the alternating current into the object, a potential will be established on the boundary electrodes of object. The moving scheme is the most important part in the REIT system. 16 compound electrodes are driven by micro-stepping motor to collect additional measurements. A developed Matlab package for the EIDORS project is applied to reconstruct the impedance distribution from boundary measurement.
The performance of REIT is explored by using the numerical simulation and trial of a saline-filled phantom. The numerical simulation is provided to verify the feasibility of scanning strategy. A plot of singular values shows the ill-posed degree between the EIT and the REIT. The improvement of spatial resolution is estimated by the edge response and position dependence of the reconstructed image. The impedance images reconstructed from both conventional EIT and REIT are also demonstrated to show the image quality improvement of REIT.
REIT also has some practical issues which include metal-wall effect, real-time image reconstruction and the application fields. Some comments and suggestions are given for future work. It is expected to provide more experience and reference material to those who are interested in the field of rotational EIT.
[1] R. Pallas-Areny and J. G. Webster, Sensors and Signal Conditioning. New York Wiley, 1991.
[2] J. E. Molyneux and A. Witten, "Impedance tomography: imaging algorithms for geophysical applications," Inverse Problems, vol. 10, pp. 655-667, 1994.
[3] S. Friedel, "Resolution, stability and efficiency of resistivity tomography estimated from a generalized inverse approach," vol. 153, pp. 305-316, 2003.
[4] G. J. Gaskin and J. D. Miller, "Measurement of soil water content using a simplified impedance measuring technique," Journal of Agricultural Engineering Research, vol. 63, pp. 153-159, 1996.
[5] F. Djamdji, A. C. Gorvin, I. L. Freeston, R. C. Tozer, I. C. Mayes, and S. R. Blight, "Electrical impedance tomography applied to semiconductor wafer characterization," Measurement Science and Technology, vol. 7, pp. 391-395, 1996.
[6] H. Scharfetter, R. Casanas, and J. Rosell, "Biological tissue characterization by magnetic induction spectroscopy (MIS): requirements and limitations," Biomedical Engineering, IEEE Transactions on, vol. 50, pp. 870-880, 2003.
[7] J. Netz, E. Forner, and S. Haagemann, "Contactless impedance measurement by magnetic induction - a possible method for investigation of brain impedance," Physiological Measurement, vol. 14, pp. 463-471, 1993.
[8] B. Ulker Karbeyaz and N. G. Gencer, "Electrical conductivity imaging via contactless measurements: an experimental study," Medical Imaging, IEEE Transactions on, vol. 22, pp. 627-635, 2003.
[9] S. W. Summers RL, Peacock WF, Ander DS, Coleman TG., "Bench to bedside: electrophysiologic and clinical principles of noninvasive hemodynamic monitoring using impedance cardiography," Academic emergency medicine, vol. 10, pp. 668-80, 2003.
[10] I. Frerichs, "Electrical impedance tomography (EIT) in applications related to lung and ventilation: a review of experimental and clinical activities," Physiological Measurement, vol. 21, pp. R1-R21, 2000.
[11] K. R. Segal, B. Gutin, E. Presta, J. Wang, and T. B. Van Itallie, "Estimation of human body composition by electrical impedance methods: a comparative study," Journal of Applied Physiology, vol. 58, pp. 1565-1571, 1985.
[12] R. P. Henderson and J. G. Webster, "An impedance camera for spatially specific measurements of the thorax," Biomedical Engineering, IEEE Transactions on, vol. 25, p. 5, 1978.
[13] C. C. Barber, B. H. Brown, and I. L. Freeston, "Imaging spatial distributions of resistivity using applied potential tomography," Electronics Letters, vol. 19, pp. 933-935, 1983.
[14] B. H. Brown and A. D. Seagar, "The Sheffield data collection system," Clinical Physics and Physiological Measurement, vol. 8, p. 91, 1987.
[15] D. Murphy, P. Burton, R. Coombs, L. Tarassenko, and P. Rolfe, "Impedance imaging in the newborn," Clinical Physics and Physiological Measurement, vol. 8, p. 131, 1987.
[16] A. R. Hampshire, R. H. Smallwood, B. H. Brown, and R. A. Primhak, "Multifrequency and parametric EIT images of neonatal lungs," Physiological Measurement, vol. 16, pp. A175-A189, 1995.
[17] S. C. Murphy and T. A. York, "Electrical impedance tomography with non-stationary electrodes," Measurement Science and Technology, vol. 17, pp. 3042-3052, 2006.
[18] F. Dickin and M. Wang, "Electrical resistance tomography for process applications," Measurement Science and Technology, vol. 7, pp. 247-260, 1996.
[19] N. Reinecke and D. Mewes, "Recent developments and industrial/research applications of capacitance tomography," Measurement Science and Technology, vol. 7, pp. 233-246, 1996.
[20] T. York, "Status of electrical tomography in industrial applications," Journal of Electronic Imaging, vol. 10, pp. 608-619, 2001.
[21] H. Zhiyao, W. Baoliang, and L. Haiqing, "Application of electrical capacitance tomography to the void fraction measurement of two-phase flow," Instrumentation and Measurement, IEEE Transactions on, vol. 52, pp. 7-12, 2003.
[22] B. H. Brown, "Medical impedance tomography and process impedance tomography: a brief review," Measurement Science & Technology, vol. 12, pp. 991-996, Aug 2001.
[23] W. D. Hou and Y. L. Mo, "Increasing image resolution in electrical impedance tomography," Electronics Letters, vol. 38, pp. 701-702, 2002.
[24] P. A. T. Pinheiro, W. W. Loh, and F. J. Dickin, "Optimal sized electrodes for electrical resistance tomography," Electronics Letters, vol. 34, pp. 69-70, 1998.
[25] P. Hua, E. J. Woo, J. G. Webster, and W. J. Tompkins, "Using compound electrodes in electrical impedance tomography," Biomedical Engineering, IEEE Transactions on, vol. 40, pp. 29-34, 1993.
[26] M. X. Tang, W. Wang, J. Wheeler, M. McCormick, and X. Z. Dong, "The number of electrodes and basis functions in EIT image reconstruction," Physiological Measurement, vol. 23, pp. 129-140, Feb 2002.
[27] N. Polydorides and H. McCann, "Electrode configurations for improved spatial resolution in electrical impedance tomography," Measurement Science and Technology, vol. 13, pp. 1862-1870, 2002.
[28] J. Frounchi and A. Bazzazi, "High resolution rotary capacitance tomography system," in Proc. 3rd World Congress on IPT, Banff, Canada, 2003, pp. 858–863.
[29] J. G. Webster, "Encyclopedia of Medical Devices and Instrumentation," 2nd ed: Wiley, 2006.
[30] D. S. Holder, "Electrical Impedance Tomography : Methods, History, and Applications," Bristol ; Philadelphia: Institute of Physics, 2005.
[31] P. C. Hansen, "Rank-deficient and Discrete Ill-posed Problems /Numerical Aspects of Linear Inversion," Philadelphia: Society for Industrial and Applied Mathematics, 1998.
[32] P. Metherall, "Three dimensional electrical impedance tomography of the human thorax," in Medical Physics and Clinical Engineering: University of Sheffield, 1998.z
[33] E. Somersalo, M. Cheney, and D. Isaacson, "Existence and uniqueness for electrode models for electric current computed tomography," SIAM Journal on Applied Mathematics, vol. 52, pp. 1023-1040, 1992.
[34] A. Adler and R. Guardo, "Electrical impedance tomography: regularized imaging and contrast detection," Medical Imaging, IEEE Transactions on, vol. 15, pp. 170-179, 1996.
[35] B. M. Eyuboglu, T. C. Pilkington, and P. D. Wolf, "Estimation of tissue resistivities from multiple-electrode impedance measurements," Phys. Med. Biol., vol. 39, p. 1, 1994.
[36] D. B. Geselowitz, "An application of electrocardiographic lead theory to impedance plethysmography," Biomedical Engineering, IEEE Transactions on, vol. BME-18, pp. 38-41, 1971.
[37] J. C. De Munck, T. J. C. Faes, A. J. Hermans, and R. M. Heethaar, "A Parametric Method to Resolve the Ill-Posed Nature of the EIT Reconstruction Problem: A Simulation Study," Annals of the New York Academy of Sciences, vol. 873, pp. 440-453, 1999.
[38] T. J. Yorkey, J. G. Webster, and W. J. Tompkins, "Comparing reconstruction algorithms for electrical impedance tomography," Biomedical Engineering, IEEE Transactions on, vol. BME-34, pp. 843-852, 1987.
[39] M. Cheney, D. Isaacson, and J. C. Newell, "Electrical impedance tomography." vol. 41: Society for Industrial and Applied Mathematics, 1999, pp. 85-101.
[40] J. Agnieszka and W. Jerzy, "An EIT reconstruction algorithm: comparison of one-step and iterative versions," vol. 5505, pp. 144-150, 2004.
[41] W. R. B. Lionheart, "EIT reconstruction algorithms: pitfalls, challenges and recent developments," Physiological Measurement, vol. 25, pp. 125-142, 2004.
[42] M. Cheney, D. Isaacson, J. C. Newell, S. Simske, and J. Goble, "NOSER: An Algorithm for Solving the Inverse Conductivity Problem," International Journal of Imaging Systems & Technology, vol. 2, pp. 66-75, Summer 1990.
[43] B. Lionheart and A. Adler., "Electrical impedance and diffuse optical tomography reconstruction software " http://eidors3d.sourceforge.net/.
[44] P. M. Edic, D. Isaacson, G. J. Saulnier, H. Jain, and J. C. Newell, "An iterative Newton-Raphson method to solve the inverse admittivity problem," Biomedical Engineering, IEEE Transactions on, vol. 45, pp. 899-908, 1998.
[45] A. L. Hyaric and M. K. Pidcock, "An image reconstruction algorithm for three-dimensional electrical impedance tomography," Biomedical Engineering, IEEE Transactions on, vol. 48, pp. 230-235, 2001.
[46] A. L. Hyaric and M. K. Pidcock, "A one step image reconstruction algorithm for electrical impedance tomography in three dimensions," Physiol. Meas., vol. 21, p. 95, 2000.
[47] M. Mayer, P. Brunner, R. Merwa, F. M. Smolle-Juttner, A. Maier, and H. Scharfetter, "Direct reconstruction of tissue parameters from differential multifrequency EIT in vivo," Physiological Measurement, vol. 27, pp. S93-S101, May 2006.
[48] M. Soleimani, C. Gomez-Laberge, and A. Adler, "Imaging of conductivity changes and electrode movement in EIT," Physiological Measurement, vol. 27, pp. S103-S113, May 2006.
[49] W. Huaxiang, W. Chao, and Y. Wuliang, "A pre-iteration method for the inverse problem in electrical impedance tomography," Instrumentation and Measurement, IEEE Transactions on, vol. 53, pp. 1093-1096, 2004.
[50] C. J. Grootveld, A. Segal, and B. Scarlett, "Regularized modified Newton-Raphson technique applied to electrical impedance tomography," International Journal of Imaging Systems and Technology, vol. 9, pp. 60-65, 1998.
[51] P. Hua, E. J. Woo, J. G. Webster, and W. J. Tompkins, "Iterative reconstruction methods using regularization and optimal current patterns in electrical-impedance tomography," Medical Imaging, IEEE Transactions on, vol. 10, pp. 621-628, 1991.
[52] M. Vauhkonen, D. Vadasz, P. A. Karjalainen, E. Somersalo, and J. P. Kaipio, "Tikhonov regularization and prior information in electrical impedance tomography," Medical Imaging, IEEE Transactions on, vol. 17, pp. 285-293, 1998.
[53] T. Murai and Y. Kagawa, "Electrical impedance computed tomography based on a finite element model," Biomedical Engineering, IEEE Transactions on, vol. BME-32, pp. 177-184, 1985.
[54] Y. Bard, "Comparison of gradient methods for the solution of nonlinear parameter estimation problems," SIAM Journal on Numerical Analysis, vol. 7, pp. 157-186, 1970.
[55] P. Hua, J. G. Webster, and W. J. Tompkins, "A regularised electrical impedance tomography reconstruction algorithm," Clinical Physics and Physiological Measurement, vol. 9, p. 137, 1988.
[56] H. Akaike, "A new look at the statistical model identification," Automatic Control, IEEE Transactions on, vol. 19, pp. 716-723, 1974.
[57] P. C. Hansen, "Analysis of discrete ill-posed problems by means of the L-curve," SIAM Review, vol. 34, pp. 561-580, 1992.
[58] B. M. Graham and A. Adler, "Objective selection of hyperparameter for EIT," Physiological Measurement, vol. 27, pp. S65-S79, May 2006.
[59] M. Vauhkonen, W. R. B. Lionheart, L. M. Heikkinen, P. J. Vauhkonen, and J. P. Kaipio, "A MATLAB package for the EIDORS project to reconstruct two-dimensional EIT images," Physiological Measurement, vol. 22, pp. 107-111, 2001.
[60] N. Polydorides and W. R. B. Lionheart, "A Matlab toolkit for three-dimensional electrical impedance tomography: a contribution to the Electrical Impedance and Diffuse Optical Reconstruction Software project," Measurement Science and Technology, vol. 13, pp. 1871-1883, 2002.
[61] A. Adler and W. R. B. Lionheart, "Uses and abuses of EIDORS: an extensible software base for EIT," Physiol. Meas., vol. 27, p. S25, 2006.
[62] M. Shini and B. Rubinsky, "Multiple biopsy probe sampling enabled minimally invasive electrical impedance tomography," Physiological Measurement, vol. 29, pp. 109-126, 2008.
[63] D. R. Stephenson, M. Cooke, A. Kowalski, and T. A. York, "Determining jet mixing characteristics using electrical resistance tomography," Flow Measurement and Instrumentation, vol. 18, pp. 204-210, 2007.
[64] A. Tizzard and R. H. Bayford, "Improving the finite element forward model of the human head by warping using elastic deformation," Physiological Measurement, vol. 28, pp. S163-S182, 2007.
[65] R. Wajman, R. Banasiak, L. Mazurkiewicz, T. Dyakowski, and D. Sankowski, "Spatial imaging with 3D capacitance measurements," Measurement Science & Technology, vol. 17, pp. 2113-2118, Aug 2006.
[66] T. Zhao, M. Takei, K. Masaki, R. Ogiso, K. Nakao, and A. Uchiura, "Sensor design and image accuracy for application of capacitance CT to the petroleum refinery process," Flow Measurement and Instrumentation, vol. 18, pp. 268-276, Oct-Dec 2007.
[67] T. A. York, J. L. Davidson, L. Mazurkiewich, R. Mann, and B. D. Grieve, "Towards process tomography for monitoring pressure filtration," IEEE Sensors Journal, vol. 5, pp. 139-152, 2005.
[68] J. G. Webster, "Medical Instrumenttation," Wiley, 1997, p. 189.
[69] L. W. Hart, H. W. Ko, J. H. Meyer, Jr., D. P. Vasholz, and R. I. Joseph, "A noninvasive electromagnetic conductivity sensor for biomedical applications," Biomedical Engineering, IEEE Transactions on, vol. 35, pp. 1011-1022, 1988.
[70] C. W. L. Denyer, "Electronics for real-time and three-dimensional electrical impedance tomographs ". vol. Ph.D.: Oxford Brookes University, 1996.
[71] K. G. Boone and D. S. Holder, "Current approaches to analogue instrumentation design in electrical impedance tomography," Physiological Measurement, vol. 17, pp. 229-247, 1996.
[72] A. S. Ross, G. J. Saulnier, J. C. Newell, and D. Isaacson, "Current source design for electrical impedance tomography," Physiological Measurement, vol. 24, pp. 509-516, May 2003.
[73] D. Brooks, "Crosstalk coupling: single-ended vs. differential," UltraCAD Design, Inc. , 2005.
[74] M. Min, O. Martens, and T. Parve, "Lock-in measurement of bio-impedance variations," Measurement, vol. 27, pp. 21-28, 2000.
[75] D. G. Gisser, D. Isaacson, and J. C. Newell, "Electric current computed tomography and eigenvalues," SIAM Journal on Applied Mathematics, vol. 50, pp. 1623-1634, 1990.
[76] M. Molinari, S. J. Cox, B. H. Blott, and G. J. Daniell, "Adaptive mesh refinement techniques for electrical impedance tomography," Physiological Measurement, vol. 22, pp. 91-96, 2001.
[77] M. Zadehkoochak, B. H. Blott, T. K. Hames, and R. F. George, "Spectral expansion analysis in electrical impedance tomography," Journal of Physics D: Applied Physics, vol. 24, pp. 1911-1916, 1991.
[78] M. Tang, W. Wang, J. Wheeler, M. McCormick, and X. Dong, "The number of electrodes and basis functions in EIT image reconstruction," Physiological Measurement, vol. 23, pp. 129-140, 2002.
[79] S. Meeson, A. L. T. Killingback, and B. H. Blott, "The dependence of EIT images on the assumed initial conductivity distribution: a study of pelvic imaging," Physics in Medicine and Biology, vol. 40, pp. 643-657, 1995.
[80] M. Soleimani, "Image and shape reconstruction methods in magnetic induction and electrical impedance tomography," in Engineering and Physical Sciences. vol. Ph.D.: Manchester, 2005.
[81] W. Wang, B. H. Brown, A. D. Leathard, and L. Lu, "Noise equalization within EIT images," Physiological Measurement, vol. 15, pp. A211-A216, 1994.
[82] A. M. Sinton, B. H. Brown, D. C. Barber, F. J. McArdle, and A. D. Leathard, "Noise and spatial resolution of a real-time electrical impedance tomograph," Clinical Physics and Physiological Measurement, vol. 13, pp. 125-130, 1992.
[83] A. R. Frangi, P. J. Riu, J. Rosell, and M. A. Viergever, "Propagation of measurement noise through backprojection reconstruction in electrical impedance tomography," Medical Imaging, IEEE Transactions on, vol. 21, pp. 566-578, 2002.
[84] P. Record, M. Wang, and F. Dickin, "Conducting boundary strategy: a new technique for medical EIT," Physiological Measurement, vol. 16, pp. A249-A255, 1995.
[85] J. L. Davidson, L. S. Ruffino, D. R. Stephenson, R. Mann, B. D. Grieve, and T. A. York, "Three-dimensional electrical impedance tomography applied to a metal-walled filtration test platform," Measurement Science and Technology, vol. 15, pp. 2263-2274, 2004.
[86] M. Wang, F. J. Dickin, and R. A. Williams, "Electrical resistance tomography of metal walled vessels and pipelines," Electronics Letters, vol. 30, pp. 771-773, 1994.
[87] W. Huaxiang, W. Chao, and Y. Wuliang, "Optimum design of the structure of the electrode for a medical EIT system," Measurement Science and Technology, vol. 12, pp. 1020-1023, 2001.
[88] H. Griffiths, "Magnetic induction tomography," Measurement Science and Technology, vol. 12, pp. 1126-1131, 2001.
[89] H. Scharfetter, R. Merwa, and K. Pilz, "A new type of gradiometer for the receiving circuit of magnetic induction tomography (MIT)," Physiological Measurement, vol. 26, pp. S307-S318, 2005.
[90] R. W. M. Smith, I. L. Freeston, and B. H. Brown, "A real-time electrical impedance tomography system for clinical use-design and preliminary results," Biomedical Engineering, IEEE Transactions on, vol. 42, pp. 133-140, 1995.
[91] J. C. Newell, P. M. Edic, R. Xiaodan, J. L. Larson-Wiseman, and M. D. Danyleiko, "Assessment of acute pulmonary edema in dogs by electrical impedance imaging," Biomedical Engineering, IEEE Transactions on, vol. 43, pp. 133-138, 1996.
[92] H. S. Tapp, A. J. Peyton, E. K. Kemsley, and R. H. Wilson, "Chemical engineering applications of electrical process tomography," Sensors and Actuators B: Chemical, vol. 92, pp. 17-24, 2003.
[93] M. Schiebe, Real-time Systems: Engineering and Applications: Boston Kluwer Academic Publishers 1992.
[94] J. Fritschy, L. Horesh, D. S. Holder, and R. H. Bayford, "Using the GRID to improve the computation speed of electrical impedance tomography (EIT) reconstruction algorithms," Physiological Measurement, vol. 26, pp. S209-S215, 2005.
[95] P. M. Edic, G. J. Saulnier, J. C. Newell, and D. Isaacson, "A real-time electrical impedance tomograph," Biomedical Engineering, IEEE Transactions on, vol. 42, pp. 849-859, 1995.
[96] G. Y. Dong, R. H. Bayford, S. K. Gao, Y. Saito, R. Yerworth, D. Holder, and W. L. Yan, "The application of the generalized vector sample pattern matching method for EIT image reconstruction," Physiological Measurement, vol. 24, pp. 449-466, May 2003.
[97] G. Y. Dong, H. S. Liu, R. H. Bayford, R. Yerworth, P. H. Schimpf, and W. L. Yan, "Spatial resolution improvement of 3D EIT images by the shrinking sLORETA-FOCUSS algorithm," Physiological Measurement, vol. 26, pp. S199-S208, 2005.
[98] W.-S. Lai, "The design of contour-tracing electrode-array for electrical impedance tomography applications," in Institute of Biomedical Engineering. vol. Master''s Thesis: National Cheng Kung University, 2001.
[99] P. Metherall, D. C. Barber, R. H. Smallwood, and B. H. Brown, "Three-dimensional electrical impedance tomography," Nature, vol. 380, pp. 509-512, Apr 1996.
[100] J. Lehr, "A vector derivation useful in impedance plethysmographic field calculations," Biomedical Engineering, IEEE Transactions on, vol. BME-19, pp. 156-157, 1972.