多频生物电阻抗断层参数成像系统基础技术研究
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摘要
本文围绕生物组织多频电阻抗断层参数成像系统,对EIT理论前提、Cole-Cole模型、多频数据采集策略、图像重构影响因素、参数成像方法等基础问题展开了研究。主要内容如下:
     1.介绍了EIT基本原理与算法,论述了通常的单频EIT理论模型由于忽略了阻抗频率特性参数,不适宜直接推广用于阻抗断层参数成像。若考虑到频率特性模型又将使问题更复杂难解,这些因素在一定程度上制约了多频阻抗断层参数成像系统在理论上的完善。
     2.论证了生物组织欧姆电阻和容抗间的非线性谱变换关系,并进一步给出二者在Cole-Cole模型中散射系数α不同时的联系。分析了生物组织欧姆电阻和容抗与Cole-Cole模型参数的关系,进行了实验数据验证。提出以低频段多点测量欧姆电阻为基础的数据采集策略以及相应的Cole-Cole模型参数解析方法,有效避免了宽频段高精度测量电抗的问题。
     3.介绍了多频采集系统,阐述了数据解调的算法,将MMX技术引入多频采样数据解调,提高了数据解调的速度。
     4.分析了实验系统影响图像重构的因素。对电极极化及其频率特性对成像的影响进行了仿真和实验验证,提出一种多频系统测试数据预处理方法,实验结果表明预处理后的数据有效削弱了电极频率特性影响,同时理论分析表明预处理有助于减弱多频电流源输出摆动对重构数据的影响。
     5.建立了一种适于工作频率点较少的阻抗断层参数成像方法,描述了4频采集系统重构部分Cole-Cole模型参数的阻抗断层参数成像算法,采用基于物理模型的测试数据,得到形状和定位准确的初步成像结果。推导出适合对人体主要脏器进行阻抗断层参数成像的系统工作频率。
This dissertation centers on the system of muli-frequency and electrical impedance parametric tomography. Theory predictions, Cole-Cole model, strategy of muli-frequency data acquisition, influencing factors on image reconstruction, method of electrical impedance parametric tomography are studied respectively. The main contents of the thesis are as follows:
     1. The principle and algorithm of EIT are introduced. A discussion is put forward that the method of the single frequency EIT is not conformable for directly transplant to EIPT since the frequency characteristic parameters of the impedance is neglected in the theoretically model. However, the problem is too complicated to solve if the frequency characteristic is taken into account. These theory predictions restrict the perfect description of EIPT come into being.
     2. Nonlinear transform relationship between the conductance and capacitivity of the bioelectrical impedance is demonstrated, and the relation between them when different dispersion factors exist in the Cole-Cole model is presented in addition. The connection of the Cole-Cole model parameters to the ohm resistance and capactive reactance of biologic tissue is analyzed, and validation experiment is conducted. A strategy of muli-frequency data acquisition avoiding of high precision measurement of reactance within wide frequency range is advanced as well as the corresponding parse method for the Cole-Cole model parameters is brought forward.
     3. The muli-frequency data acquisition system and the algorithm of data demodulation are introduced. MMX technology is introduced to the demodulation of muli-frequency data acquisition system and data demodulation is accelerated in the test.
     4. Influencing factors on image reconstruction are analyzed. The effects of the electrode polarization and the electrode frequency characteristics on reconstructed image are simulated and validation experiments are devised as well. A pretreating method for muli-frequency data is proposed. The preliminary experiment result shows the effect of the electrode frequency characteristics is reduced. It is also found in theoretical analysis that the method is helpful to release the influence of the excitation source output swing on the reconstruction data.
     5. An EIPT reconstruction method for muli-frequency system with fewer frequencies is described. The algorithm for the tomography of the partial Cole-Cole model parameters with a 4-frequecnies system is depicted. Reconstruction result with good location and shape is yielded utilizing the data acquired from a phantom. The working frequencies suitable for EIPT of main human organs are reckoned.
引文
[1]中华人民共和国科学技术部.科学仪器设备自主创新研讨会在京召丌.URL:http://www.most.gov.cn/kjbgz/200604/t20060424_32906.htm
    [2]中国科学院编.2006科学发展报告-中国科学院科学与社会系列报告.北京:科学出版社,2006.
    [3]王大珩.王大珩院士书面致词.现代科学仪器,2005.(2):2
    [4]Marshall Space Flight Center,Alabama.A Review of Electrical Impedance Spectrometry Methods for Parametric Estimation of Physilogic Fluid Volumes(MSFC Center Directors's Discretionary Fund Final Report.Project No.96-03 ),NASA/TM-2000-210200,January 2000
    [5]Entremont MI,Paulson AT,Marble AE.Impedance spectroscopy:an accuratemethod of differentiating between viable and ischaemic or infarcted muscle tissue.Medical &biological engineering & computing,2002 Vol.40(4):380-387
    [6]George A.Kyriacou,Christos S.Koukourlis,John N.Sahalos.A Reconstruction Algorithm of Electrical Impedance Tomography with Optimal Configuration of the Driven Electrodes.IEEE Yrans.Medical.Imaging,1993 Vol.12(3)
    [7]Pethig R,Dielectric properties of biological materials,biophysical and medical applications.IEEE Trans.Electr.Insul.1984 Vol.19:453-74
    [8]Frerichs L,Hahn G.,Hellige G.Gravity-dependent phenomena in lung ventilation determined by functional EIT.Physiol.Meas.,1996,17(Suppl,4A):149-157
    [9]Isaacson D.,Newell J.C.,Saulnier G.J.EIT at RPI.Proceedings of the XI International Conference on Electrical Bio-Impedance,Oslo,Norway,June 17-21,2001:387-390
    [10]杜岩,柳重堪,程吉宽.电阻抗成像的加权Newton-Raphson算法.北京航空航天大学学报,24(2),1998
    [11]Pethig R.,Kell D.B.The passive electrical properties of biological systems:their significance in physiology,biophysics and biotechnology.Phys.Med.Biol.,1987,32:933-970
    [12]Duck F.A..Physical Properties of Tissue-A Comprehensive Reference Book.London:Academic Press,1990.167-223
    [13]Wang,Z.M,Heshka,S.,Pierson,JR,H.N.& heymsfield,S.B.Systematic organization of body-composition methodology:an overview with emphasis on component-based models.Am.J.Clin.Nutr,1995,Vol(61):457-465
    [14]Nyboer J,Kreider M M,Hannapel L.Electrical impedance plethysmography:A physical and physiologic approach to peripheral vascular study.Circulation 1950,2:811
    [15]Nyboer J.Electrical Impedance Plethymography 2nd.Springfield IL:Thomas,1970.
    [16]何忠杰.创伤急救的新概念-白金10分钟.解放军医学杂志2004.29(11):1009-1010
    [17]何忠杰,马俊勋,王永刚.树立急救白金10分钟理念,提高社区猝死抢救成功率.医学与哲学:临床决策论坛版,2006.27(8):11-14
    [18]Epstein B R,Foster K R.Anisotropy in the dielectric properties of skeletal muscle.Med.Biol.Eng.Computing,1983,21:51-5
    [19]Schwan H P.Altemating current spectroscopy of biological substances.Proc.IRE,1959,47:1841-55
    [20]Schwan H P,Takashima S.Electrical conduction and dielectric behavior in biological systems.Encyclopedia of Applied Physics.New York:VCH,1993.177-20
    [21]Ackman J J.Complex bioimpedance measurement system for the frequency range from 5 Hzto 1 MHz.Ann.Biomed.Eng.1993,21:135-46
    [22]De Vries PMJM,Douw PM,et al.Changes in blood parameters during hemodialysis as determined by conductivity measurements.Trans Am Soc ArtifIntem Organs,1988(34):623-626
    [23] DA McRae, MA Esrick. Deconvolved electrical impedance spectra track distinct cell morphology changes. IEEE Trans. Biomed. Eng., 1996(43): 607-618
    
    [24] Hiroshi Kanai, Makoto Haeno, Katsuyuki Sakamoto. Electrical measurement of fluid distribution in legs and arms. Medical Progress through Technology, 1987(12): 159-170
    
    [25] Estrela da silva, J. Estrela da silva, J. P. Marques de sa,et al. Classification of breast tissue byelectrical impedance spectroscopy. Med. Biol. Eng.Computing ,2000, 33 (1):26-30
    
    [26] Jaakko malmivuo, Robert plonsey. Bioelectromagnetism Principles and Applications of Bioelectric and Biomagnetic Fields. Oxford: Oxford university press, 1995
    
    [27] Sverre Grimnes, Orjan Grottem Martinsen. Bio-impedance and bioelectricity basics.Great Britain: ACADEMIC PRESS, 2000
    
    [28] Henderson RP, Webster JG. IEEE BME. 1978; 25: 250-254
    
    [29] J. F Greenleaf. Computerized Tomography with Ultrasound. Proc. IEEE, 1983, VoL71 No.3: 532-539
    
    [30] W. S. Himshaw, R. A.Lent. An Introduction to NMR Imaging: From The Bloch Equation to The Image Equation. Proc. IEEE, 1983, VoL71, No.3: 645-653
    
    [31] Pethig R. Dielectric properties of body tissues. Clin. Phys. Physiol. Meas., 1987, 8(suppl.A) :5-12
    
    [32] Baker L E. Principles of the impedance technique. IEEE Engineering in Medicine and Biology Magazine. 1989, 3: 11-15
    
    [33] Brown BH, Barber DC, Morice AH, Leathard AD. Cardiac and respiratory related electrical impedance changes in the human thorax.IEEE Trans.on BME, 1994; 41 (8) :729-733
    
    [34] Foster K R, Schwan H P. Dielectric properties of tissues and biological materials: a critical review. CRC Crit.Rev.Biomed.Eng.1989, 17: 25-104
    
    [35] Proietti-Orlandi F., Varga R.S., Sheffer D. B., et al.Biostereometric analysis for breast cancer detection. J. Biomed. Eng., 1988, 10 (5) : 237-245
    [36]Robert W.M.Smith,et al.A real -time electrical impedance tomography system for clinical use-design and preliminary results.IEEE BME,1995,42(2):133-140
    [37]Boone K,Barber D,Brown B.Review imaging with electricity:report of the European concerted action on impedance tomography.Joumal of Medic Engineering&Technology,1997,21(6):201-232
    [38]尤富生.电阻抗断层成像硬件系统及物理模型成像的研究:学位论文.西安:第四军医大学,1998
    [39]A.M.Dijkstra,B.H.Brown,et al.Review Clinical Applications of electrical impedance tomography.Journal of Medical Engineering & Technology,Vol.17,No.3:89-98,1993
    [40]Jossinet J,Lobel A,Michoulet C,SchmitI M,Quantative technique for bioelectrical spectroscopy.Biomed Eng.1985,7:289-94
    [41]MCDNJ M Huysmans,C Longbottom,A M Christie,P G Bruce,R P Shellis.Temperature dependence of the electrical resistance of sound and carious teeth.Dental Research,Jul 2000,79,7:1464-1468
    [42]Nevazt G.Gencer,Y.Ziya Ider.,Samuel J.Williamson.Electrical Impedance Tomography:Induced-Current Imaging Achieved With a Multiple Coil System.IEEE Trans BiomedicalEngineering,vol.43.no.2,1996
    [43]Bhattacherjee A B,Chaudhury K,Bajaj M M.The dielectric parameters of skin tissues and their change during thermal burn injuries between one and 100 MHz.Physica Medica,1995,11:27-32
    [44]任超世,崔云莉等.医学电阻抗技术的问题和发展与应用前景.中国医学物理杂志,1997,14(1):59-61
    [45]Peter Metherall.Three Dimensional Electrical Impedance Tomography of the Human Thorax:Ph.D.Thesis.University of Sheffield,January 1998
    [46]D.C.Barber,B.H.Brown,I.L.Freshton.Imaging spatial distributions ofresitivity using applied potential tomography-APT.Information processing in medical imaging,Martinus Nijhoff,1984
    [47] D.C. Barber , B.H. Brown . Recent developments in Applied potential tomography-APT. Information processing in medical imaging, Martinus Nijhoff, 1984
    
    [48] Djkstra A. M., Brown B.H., Ixathard A. D., et al. Clinical applications of electrical impedance tomography.Journal of Medical Engineering &Technolo., 1993, 17(3): 89-98
    
    [49] Eyuboglu S. U., Brown B. H., Barber D. C. In vivo imaging of cardiac related impedance changes. IEEE Engineering in Medicine and Biology Magazine 1989, March:39-45
    
    [50] Kim Y., Woo H W., Luedtke A. E. Impedance tomography and its application in deep venous thrombosis detection.IEEE Engineering in Medicine and Biology Magazine, 1989,March: 46-49
    
    [51] Saker L E. Applications of the impedance technique to the respiratory system.IEEE Engineering in Medicine ond biology Magazine, 1989, March: 50-52
    
    [52] Adler A., Guardo R., Berthiaume Y.Impedance imaging of lung ventilation: do we need to account for chest expansion? . IEEE Transactions on Biomedical Engineering, 1996, 43(4) : 414-420
    
    [53] Newell J. C., Edic P.M., Ren X.D., et al. Assessment of acute pulmonary edema in dogs by electrical impedancc imaging . IEEE Transactions on Biomedical Engineering, 1996, 43(2) : 133-138
    
    [54] Eyuboglu B. M., Oner A. F., Baysal U., et al. Application of electrical impedance tomography in diagnosis of emphysema-a clinical study.Physiol. Meas. , 1995 , 16(Suppl.3A) : 191-212
    
    [55] Sesgar A. D., Barber D. C., Brown B. H. Theoretical limits to sensitivity and resolution in impedance imaging. Clin.Phys. Physiol. Meas., 1987, 8 (Suppl. A) : 13-31
    
    [56] Cho K., Kim S., Lee Y.A fast EIT image reconstruction method for the two-phase flow visualization . Int. Comm. Heat Mass Transfer, 1999, 26 (5) : 637-646
    
    [57] Edic P. M.. Saulnier G. J. , Ncwell J. C. A real-time electrical impedance tomography .IEEE transactions on Biomedical Engineering, 1995, 42 (9) : 849-858
    [58] Loh Weng Wah. Real-time monitoring of drilling cuttings transport using electrical resistance tomography: A thesis submitted to the UMIST for Ph.D., 1998
    
    [59] David Holder. URL: http: //stacks.iop.org/0967-3334/23/i=1/a=002
    
    [60] Woo E. J., Hua P., Webster J. O., et al. Finite-element method in electrical impedance tomography. Medical Physics and Imaging, 1994, 32: 530-536
    
    [61] H.Griffiths.Electrical impedance tomography.Physica medica. 1990, 5(3): 109-116
    
    [62] Margaret Cheney, et al. Distinguishability in impedance imaging. IEEE BME. 1992, 39(8) : 852-860
    
    [63] Newell J. C. State of the art in impedance imaging.Proceedings of 9~(th) ICEBL 1995, 9:9-12
    
    [64] A. M. Dijktra. Clinical application of electrical impedance tomography.Med. Eng. and Tech. 1993, 17 (1) : 17-37
    
    [65] E.T.McAdams, J.Jossinet.Tissue impedance: a historical overview, Physiol.Meas.1995, 16 (3) : A1-A13
    
    [66] Barber D. C., Brown B. H.. Imaging spatial distributions of resistivity using applied potential tomography. Electron. Lett., 1983, 19: 933-935
    
    [67] Cheng K.S., Simske S.J., Isaacson D., Newell J. C. Errors due to measuring voltage on current-carrying electrodes in electric current computed tomography. IEEE Trans. Biomed.Eng. 1990, 37 (1) : 60-65
    
    [68] Hua P., Woo E. J., Webster J. G, et al. Iterative reconstruction methods using regularization and optimal current patterns in electrical impedance tomography. IEEE Transactions on Medical Imaging, 1991, 10 (4) : 621-628
    
    [69] Smith R.W.M., Brown B.H, Freeston I.L., McArle EJ. Real-time electrical impedance tomography. Proceedings of a meeting on electrical impedance tomography, Copenhagen,1990: 212-6
    [70]Issacson D.Distinguishability of conductivities by electric current computed tomography.IEEE Transactions on Medical Imaging,1986,5(2):91-95
    [71]Cook R.D.,Saulnier G J.,Gisser D.Q et al.ACT3..a high-speed high-precision electrical impedance tomography.IEEE Trans Biomed Eng,1994,41(8):713-721
    [72]曾晓庄.医学影像技术的下一个热点是什么.中国医疗器械信息.1999,5(1):27-35
    [73]Ping Hua,et al.Compound electrical impedance tomography.IEEE BME 1993,40(1):29-34
    [74]B.H.Brown,A.D.Seagar.The Sheffield data collection system.Clin.Phys.Physlol.Meas,1987,8,Suppl.A.:91-97
    [75]R.Skidmore,J.M.Evans,D.Jenkins,P.N.T.Wells,A data collection system for gathering electrical impedance measurement form the human breast.Clin.Phys.Physiol.Meas.,1987,8,Suppl.A..99-102
    [76]Griffithe H.,Ahxned A.A dual-frequency applied potential tomography technique:computer simulations.Clin.Phys.Physiol.Meas.,1987,8(Suppl.A):103-107
    [77]Jossinct J.,Triliaud C.Imaging the complex impedance in electrical impedance tomography.Clin.Phys.Physiol Meas.,1992,13(Suppl.A):47-50
    [78]Ssypka M.,Gersing E.Parallel signal processing and multi-electrode current feeding in a multi-frequency EIT system.Innov Tech.Biol.Med.,1994,15:56-61
    [79]Haznpshier Smallwood AIL,Brown RH.Multi-frequency and paramatric EIT images of neonatal lungs.PhysiologicalMeasurement,1995,16(2):175-189
    [80]H Griffiths,Z Zhang.A dual-frequency electrical impedance tomography system.Phys.Med.Biol.34(October 1989):1465-1476
    [81]H Griffiths,J Jossinet,Bioelectrical spectroscopy from multi-frequency EIT.Physiol.Meas.15(May 1994):A59-A63
    [82]David Holder.Biomedical applications of electrical impedance tomography.Physiol.Meas.23 Vol(February 2002)
    [83]Bernard Rigaud,Nicolas Chauveau,Bachir Ayeva,et al..Modular Cole Phantom for Parametric Eletrical Impedance Tomography.18th Annual International Conference of the IEEE Ehgineering in Medicine and Biology Society,Amsterdam,1996:794-795
    [84]宫莲,黄平,刘茵.一种有效的电阻抗成像的图像重建算法.中国电机工程学会电磁场理论及应用讨论会文章,马鞍山,1987
    [85]刘茵,宫莲.电阻抗成像的一种算法及模拟:学位论文.北京:清华大学,1988
    [86]刘苹,宫莲,唐统一.提高了分辨的电阻抗成像图像重建算法:学位论文.北京:清华大学,1990
    [87]王超,王化祥,王静.基于DSP的多频率电阻抗成像系统.仪器仪表学报.2002,23(4):347-350
    [88]魏娟.生物电阻抗断层成像的系统设计与优化:学位论文.天津大学,2002
    [89]刘锐岗,董秀珍,秦明新等.阻抗断层成像重构算法中的正则化方法.第四军医大学学报,2000,21(1):107-109
    [90]付峰,臧益民,董秀珍等.部分离体动物组织幅电阻抗频率特性(100Hz-10MHz)测量系统及初步测量结果.第四军医大学学报,1999,20(3):220
    [91]董秀珍.生物电阻抗断层成像研究的几个关键问题.心脏杂志,2000,12(5):392-394
    [92]贺兴柏.电阻抗成像技术的理论研究:博士学位论文.重庆大学,1991
    [93]杜岩,程吉宽.用组合尺度法求解电阻抗成象问题.中国生物医学工程学报,16(2):167-173,1997
    [94]王博亮,唐波,刘希顺等.电阻抗成象技术.中国图像图形学报,1996,1(4):319-324.
    [95]李文波,王博亮.一种用于电阻抗成像的拟Newton算法:基于修正Bk的开关算法.北京生物医学工程,2000,19(1):21-27
    [96]Andreas Kirch.逆问题数学导论.世界图书出版公司,1999
    [97]李贤良.人体电阻抗CT雏形的研究:博士学位论文.重庆大学,2000
    [98]Erol RA,Small wood RH,Brown BH et al.Detecting oesophageal-related changes using electrical impedance tomography.Physiological measurement 1995,16:143-147
    [99]Brown B H.Tissue impedance methods.Prog.Med.Environmental Phys.1983,2:85-110
    [100]O Casas,R Bragos,P J Riu,J Rosell.Algorithms for parametric images in METI system,Physiol.Meas.21(2000):35-43
    [101]T.Palko,F.Bialokoz,J Weglarz.Multi-frequency device for measurement of the complex electrical bio-impedance-design and application.14~(th) Conference of the Biomedical Engineering Society of India,1995,3(1):45-46
    [102]王化祥,南国芳等.用于人体阻抗成像的数据采集系统.仪器仪表学报,2001,22(4):416-418
    [103]朱士虎.电阻抗成像技术的研究:硕士学位论文.西安电子科技大学,2004
    [104]班东坡.人体电阻抗测量系统设计:学位论文.天津大学,2004
    [105]侯卫东.电阻抗断层成像中图像重建的研究:博士学位论文.上海大学,2002
    [106]王慧艳,任超世.多频率电阻抗法研究血液特性.中国生物医学工程学报,1997,16(3):223-227
    [107]李贤良.人体电阻抗CT雏形的研究:硕士学位论文.重庆大学,1996
    [108]甘振锦.人体电阻抗CT雏形的研究:硕士学位论文.重庆大学,1994
    [109]吕维雪.医学图像处理.北京:高等教育出版社,1989
    [110]庄天戈.CT原理与算法.上海:上海交通大学出版社,1992
    [111][美]G·T·赫尔曼.投影法图像重建-实现和应用.北京:国防工业出版社,1992
    [112]Webster J.G.,Ed.Electrical Impedance Tomography.Bristol,England:Adam Hilger,1990.1-205
    [113]Sylvester,J.,Uhlmann.G..A global uniqueness theorem for an inverse boundary value problem.Ann.of Math.,1987,Vol.125:153-169
    [114]A.I.Nachman.Reconstructions from boundary measurements.Ann.of Math.,1988,Vol.128:531-576
    [115]Kohn R.V,Vogelius M..Determining Conductivity by Boundary Measurements.Comm.Pure App.Math.,1984,37..289-298
    [116]Kohn R.V,Vogelius M.Determining Conductivity by Boundary Measurements Ⅱ.Interior Result Comm.Pure.Appl.Math.,1985,38.- 643-667
    [117]李开泰,黄艾香,黄庆怀.有限元方法及其应用,西安:西安交通大学出版社,1992
    [118]李海青主编.智能型检测仪表及控制装置.北京:化学工业出版社,1998
    [119]盛剑霓.工程电磁场数值分析.西安:西安交通大学出版社,1991:25-259
    [120]楼仁海,符果行,袁敬阂.电磁理论.西安:电子科技大学出版社,1996:341-360
    [121]Reddy J.N.著,邹仲康等译.有限元法概论.长沙:湖南科学技术出版社,1988
    [122]黄光远,刘小军.数学物理反问题.济南:山东科学技术出版社,1992
    [123]付峰、秦明新.电阻抗断层图象重构算法.国外医学生物医学工程分册,1995年第18卷第5期
    [124]Hua P.Modeling and reconstruction methods for electrical impedance tomography:Ph.D.Thesis.Dept Elec Comp Eng.,Univ Wiscon Madison W153706,1990
    [125]Breckon WR,Pidcock M K.Mathematical aspects of impedance imaging.Clin Phys PhysiolMeas.1987.8(supla):5-12
    [126]Yorkey TJ.Comparing reconstruction methods for electrical impedance tomography:Ph.D.Thesis:Dept Elect-Comp Eng.,Univ Wiscon M,1986
    [127]程吉宽,孙进平,杜岩等.电阻抗成像技术的原理及其发展.北京航空航天大学学学报,1998,24(2)
    [128]董秀珍,秦明新,付峰等.生物电阻抗断层成像技术的研究进展.第四军医大学学报,1999,20(3):252-254
    [129]William R.B.Lionheart.Regularization,constraints and iterative reconstruction algorithms for EIT.3rd,EPSRC Engineering Network Meeting,Biomedical Applicattons of EIT,2001,46-50
    [130]侯文生,综述,彭承琳审校.阻抗断层成像中的图像重建技术.生物医学工程学杂志,2000,17(2):214-217
    [131]Geselowitz D.B.An application of electrocardiographic lead theory to impedance Plethysmography.IEEE Transactions on Biomedical Engineering,1971,18:38-41
    [132]Lehr J.A vector derivation useful in impedance Plethysmographic field calculation.IEEE Transactions on Biomedical Engineering,1972,19:156-157
    [133]G.T.Herman.Image reconstruction from projections-the fundamentals of computerized tomography.Academic Press,1980
    [134]Saotosa F.,Vogelius M.A back Projection algorithm for electrical impedance imaging.SIAM J.Appl.Math.,1990,50:216-243
    [135]T.Yorkey,J.Webster,W.Tomplins.Comparing reconstruction algorithms for electrical impedance tomography.IEEE Trans.Biomed.Eng.,1987,34(11):843-852
    [136]N.J.Avis,D.C.Barber,B.H.Brown,M.A.Kiber.Back-Projections in applied potential tomography images due to non-uniform reference conductivity.Clin.Phys.Physiol.Meas.,1992,13,Suppl.A:113-117
    [137]Barber D.C.,Brown B.H..Applied potential tomography.J.Phsy.E Sci.Instrum.,1984,17:723-733
    [138]Mueller J.L.,Isaacson D.,Ncwell J.C.A reconstruction algorithm for EIT data collected on rectangular electrode arrays.IEEE Transactions on Biomedical Engineering,1999,46(11):1379-1386
    [139]Robert M West.Henri S Tapp,D Mark Spink et aL..Application-specific optimization of regularization for electrical impedance tomography.Meas.Sci.Technol.L,2001,12:1050-1054
    [140]Korjenevsky A.V.,Cherepenin V.A.,Karpov A.Y.,et al.An electrical impedance tomography system for 3-D breast tissues imaging.Proceedings of the Ⅺ International Conference on Electrical Bio-Impedance,Oslo,Norway,June 17.21,2001:403-408
    [141]Cheney M.,Isaacson D.,Somersalo E.J..Isaacson E.L,Coffey E.J.A Layer-stripping Reconstruction Algorithm for Impedance Imaging.Proc Ann Int.Conf IEEE EMBS (Orlando,USA),1991,13:3-4
    [142]Cheney M.,Isaacson D.,Somersalo E.J.,and Isaacson E.L..A Layer-stripping Reconstruction Algorithm for Impedance Imaging.Proc Ann Int.Conf IEEE EMBS(Paris,France),1992,14:1694-1695
    [143]Woo E J,Hua P,Webster J Cr,et al.A robust image reconstruction algorithm and its parallel implementation in electrical impedance tomography.IEEE Trans.Med.Imaging,1993,12(2):137-146
    [144]Wexler A.,Fry B.,Neuman M.R..Impedance Computed Tomography Algorithm and Systems.ApplOptics,1985,24:3985-3992
    [145]J.C.Newell,D.G.Gisser,and D.Isaacson.An electric current Tomography.IEEE Trans.in Biomedical Engineering,1987,35(10):828-833
    [146]汤孟兴,董秀珍.在改进的有限元模型上实现的一种较严格的动态电阻抗断层成象.生物医学工程学杂志,1998,15(2):158-162
    [147]Holder D.ed..Clinical and PhysiologicalApplications of Electrical Impedance Tomography,London:UCLPress,1993:47-60
    [148]Breckon W.R.,Pidcock M.K.Mathematical aspects of impedance imaging.Clin.Phys.Physiol.Meas.,1987,8(Suppl.A):77-84
    [149]倪尔瑚.电介质测量.北京:科学出版社,1981
    [150]Fricke H,Morse S.The electrical capacity of tumors of the breast J Cancer Res(1926)10:340-345
    [151]Cole K S,Cole R H.Dispersion and absorption in dielectrics.J.Chem Phys.1941,9:341-51
    [152]This Week's Citation Classic.CC,1980(3):61
    [153]Serguei Y.Semenov,Robert H.Svenson,Vitaly G,et.al.Dielectrical spectroscopy of Canine Myocardium During Acute Ischemia and Hypoxia at Frequency Spectrum From 100KHz to 6 GHz.IEEE transactions on medical imaging,2002 Jun,Vol.21(6):703-707
    [154]Jang-Zern Tsai,James A.Will,Scott Hubbard-Van Stelle,et.al.In-Vivo Measurement of Swine Myocardial Resistivity.IEEE transactions on biomedical engineering,2002 May,Vol.49(5):472-83
    [155]Alexandros Potamianos,Petros Maragos.Speech analysis and syntheis using an AM-FM modulation model.Speech Communication,1999(28):195-209
    [156](美)亚里夫著.Optical Electronics in Modem Communications(Oxford Series in Electrical and Computer Engineering).第5版.北京:电子工业出版社,2004
    [157]Schroeder,M.R.Computer speech:recognition,compression,synthesis.Berlin,Springer,2004
    [158]Alexandros Potamianos,Petros Maragos.A comparison of the energy operator and the Hilbert transform approach to signal and speech demodulation.Signal Processing,37(1):95-120
    [159]Nelder,J.A.,R.Mead.A Simplex Method for Function Minimization.Computer Journal,Vol.7:308-313
    [160]尤富生,董秀珍,史学涛等.生物电阻抗模拟解调技术的研究.北京生物医学工程,2004.23(1):21-23
    [161]尤富生,董秀珍.电阻抗断层成像中驱动和测量模式程控系统的设计.第四军医大学学报,2001.22(3):273-275
    [162]史学涛,尤富生,季振宇等.一个双极性的宽带高精度光耦隔离放大器.生物医学工程学杂志,2005.22(5):870-874
    [163]史学涛,董秀珍.电阻抗参数成像数据采集系统中三种电流-电压转换器的比较.第四军医大学学报,2001.22(1):72-74
    [164]刘延勇.董秀珍.尤富生等.两种基于直接数字合成技术的阻抗激励源的对比研究.第四军医大学学报,2005.26(17):1618-1620
    [165]吴小明,董秀珍.人胸部电阻抗成像和铜测量电极系统初步研究.第四军医大学学报,2001.22(2):178-179
    [166]李江,董秀珍,秦明新等.PKB/Akt脉冲电流激励模式下阻抗测量的原理与实现.第四军医大学学报,2003.24(8):760-762
    [167]李镐炜,王跃科,董秀珍等.基于多媒体增强指令集的采样数据解调方案.医疗卫生装备,2004.25(2):11-13
    [168]李镐炜,董秀珍,王跃科等.一种生物电阻抗断层参数成像方法的建立.第四军医大学学报,2004.25(16):1522-1524
    [169]郑万松,董秀珍,尤富生等.基于EIT不同面积银导电布电极的试验研究.生物医学工程与临床,2006.10(4):232-234
    [170]董秀珍,付峰,尤富生等.生物电阻抗断层成像技术的基础研究.中国医学研究与临床,2004.2(13):1-3
    [171]董秀珍,秦明新.电阻抗断层成像系统及重构算法.第四军医大学学报,1999,20(3):218-219
    [172]Burr-Brown Corporation:1997 CD-ROM Catalog
    [173]Texas Instruments,Users's Guide,Dec 1999,SLOU057
    [174]Marcello Federico.Fundamentals in Human Language Technology Mathematical Essentials.University of Trento,2006
    [175]Mattias Nilsson.Entropy and Speech:Thesis for the degree of Doctor of Philosophy,Stockholm:Royal Institute of Technology,2006
    [176]Manuel Davy.Signal Processing Methods for the Analysis,Detection and Classification of Time Series.Machine Learning Summer School,12-25 september,2004
    [177]Marty Brown.Power Supply Cookbook.2nd Edition.Boston:Newnes(Elsevier),2001
    [178]Shi Xuetao,et al.Orthogonal Sequential Digital Demodulation in Electrical Impedance Multi-frequency and Parameters Tomography System.Annual Conf.of CBME'99,Nanjing,China,1999
    [179]Intel Corp.,IA-32 Intel Architecture Software Developer's Manual,Volume 1:Basic Architecture,2002
    [180]Intel Corp.,IA-32 Intel Architecture Software Developer's Manual,Volume 2:Instruction Set Reference,2002
    [181]Intel Corp.,IA-32 Intel Architecture Software Developer's Manual,Volume 3:System Programming Guide,2002
    [182]Max I.Fomitchev.Achieving maximum speed for graphics applications.Dr.Dobb's Journal,September,1999
    [183]Robert Tirak,Glen Lewis,Paul Freiberger,Michael Swaine.Visual C++ MCSD Study Guide.Wiley Publishing,2001
    [184]祁吉等主编.医学影像学辞典.北京:科学技术出版社,1999
    [185][美]约翰G.韦伯斯特.医学仪器-应用和设计.北京:新时代出版社,1982
    [186]姜远海,霍纪文,尹立志主编.医用传感器.北京:科学出版社,1997
    [187]王明时 主编,罗致诚 审阅.医用传感器与人体信息检测.天津:天津科学技术出版社,1987
    [188]Riu P,Rosell J,Pallás-Areny R,Optimal frequency selection for quasi-static multifrequency imaging in EIT.Abstracts 5th European Communities Workshop on Electrical Impedance Tomography,1993:13-14
    [189]Shigeru Katagiri.Handbook of Neural Networks for Speech Processing(Artech House Signal Processing Library).Artech House Inc,2000
    [190]Sadaoki Furui.Digital Speech Processing,Synthesis and Recognition Second Edition Revised and Expanded(Signal Processing and Communications,7).2edition.CRC,2000
    [191](古希腊)欧几里得.欧几里得几何原本.第2版.西安:陕西科学技术出版社,2003
    [192]Kotre C J.EIT image reconstruction using sensitivity weighted filtered back-projection.Phsiol Meas,1994,15(Suppl 2A):125-136
    [193]HP Schwan.Electrical properties of blood and its constituents:alternating current spectroscopy.Blut(1983) 46:185-197
    [194]王延平.信号复原与重建.江苏:东南大学出版社,1992
    [195]申华.健康之道:身体维护手册.北京:中国物资出版社,2007
    [196]中华人民共和国国务院.国家中长期科学和技术发展规划纲要(2006-2020年).URL:http://www.gov.cn/jrzg/2006-02/09/content_183787.htm,2006.2.9