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Published in: Cluster Computing 6/2019

27-02-2018

Investigation on human lumbar spine MRI image using finite element method and soft computing techniques

Authors: E. Punarselvam, P. Suresh

Published in: Cluster Computing | Special Issue 6/2019

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Abstract

In an overall human population, maximum number of adults suffers from back pain. Low back pain in any individual will greatly affect their daily routine. Recent Developments of Bio Science and the superior availability of Computer Technology enabled abundant active researches combining digital technologies like magnetic resonance imaging (MRI) with finite element analysis (FEA) offer better diagnosis and treatment options. Clinically, lumbar degenerative disc disease (LDDD) is of the main reason for low back pain. Degenerative disc disease in the lumbar region of the lower back is due to a compromised disc leading to low back pain. Aging and overloading factors are also some of the causes for low back pain. Once the chronic disc problem has been diagnosed, the conservative treatments like: specific rest, friction force medical aid or physiotherapy and exercise are followed. When correctly diagnosed, an excessive amount of medical/surgical treatments can be avoided. The aim of the study is to generate a mesh model and numerically simulate the biomechanical characteristics of the human spine, namely two vertebrae (L4 and L5) and inter vertebrae disc using finite element analysis (FEA) technique. In this process the bony areas of every MRI scanned image is segmented and the boundary lines are stacked into a smooth surface. Additionally, the technique generates the quantity mesh exploitation linear unit that is used to process the mesh for agreement. Moreover, L4 and L5 with disc were considered as linear materials with the exception of the ligaments. The contact behaviour of the two bones, simulation of disc and obtained displacements and stress describe about the pre-operation of human lumbar spine. The results depict that the potential fracture of the considered patient with respect to displacements. In this paper the implementation of various filtering techniques like median filter technique, Wiener filter technique and bilateral filter technique have been discussed. Using various edge detection algorithms namely, Canny edge detection, Sobel edge detection, Prewitt edge detection and Roberts edge detection, the results were compared. Among them, spine Canny edge detection algorithm produced effective output using MATLAB estimating the following parameters like total deformation, equivalent elastic strain, maximum and minimum principal elastic strain, normal elastic strain, shear elastic strain, equivalent stress, maximum and minimum principal stress, normal stress and shear stress. With the help of these parameters, the human spine model was analyzed and computed under different conditions at various degree of angles like 30°, 60° and 90° using the simulation software ANSYS and CATIA. The implementation has done with MATLAB, whereas the stress and strain have been found at the plate bone of aspect joint of L4 and L5.

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Literature
1.
go back to reference Zhong, Z.C., Wei, Sh, Wang, P.P., Feng, C.K., Chena, C.S., Yu, C.H.: Finite element analysis of the lumbar spine with a new cage using a topology optimization method. Med. Eng. Phys. 28, 90–98 (2006)CrossRef Zhong, Z.C., Wei, Sh, Wang, P.P., Feng, C.K., Chena, C.S., Yu, C.H.: Finite element analysis of the lumbar spine with a new cage using a topology optimization method. Med. Eng. Phys. 28, 90–98 (2006)CrossRef
3.
go back to reference Abhyankar, S.S., Shriram, R.: Orthopantogram based evaluation of osteoporosis by studying jaw bone changes. Int. J. Comput. Appl. 66(17), 36–39 (2013) Abhyankar, S.S., Shriram, R.: Orthopantogram based evaluation of osteoporosis by studying jaw bone changes. Int. J. Comput. Appl. 66(17), 36–39 (2013)
4.
go back to reference Espana, S.R., Arana, E., Moratal, D.: Semiautomatic computer-aided classification of degenerative lumbar spine disease in magnetic resonance imaging. Comput. Biol. Med. 62, 196–205 (2015)CrossRef Espana, S.R., Arana, E., Moratal, D.: Semiautomatic computer-aided classification of degenerative lumbar spine disease in magnetic resonance imaging. Comput. Biol. Med. 62, 196–205 (2015)CrossRef
5.
go back to reference Divya, V., Anburajan M.: Finite element analysis of human lumbar spine. In: 3rd International Conference on Electronics Computer Technology, (ICECT 2011) 978-1-4244-8679-3/$26.00 C 2011 IEEE, pp. 350–354 (2011) Divya, V., Anburajan M.: Finite element analysis of human lumbar spine. In: 3rd International Conference on Electronics Computer Technology, (ICECT 2011) 978-1-4244-8679-3/$26.00 C 2011 IEEE, pp. 350–354 (2011)
6.
go back to reference Al-Momani, Emad, Rawabdeh, Ibrahim: An application of finite element method and design of experiments in the optimization of sheet metal blanking process. Jordan J. Mech. Ind. Eng. 2(1), 53–63 (1995) Al-Momani, Emad, Rawabdeh, Ibrahim: An application of finite element method and design of experiments in the optimization of sheet metal blanking process. Jordan J. Mech. Ind. Eng. 2(1), 53–63 (1995)
7.
go back to reference Ben-Hatira, F., Saidane, K., Mrabet, A.: A finite element modeling of the human lumbar unit including the spinal cord. J. Biomed. Sci. Eng. 5, 146–152 (2012)CrossRef Ben-Hatira, F., Saidane, K., Mrabet, A.: A finite element modeling of the human lumbar unit including the spinal cord. J. Biomed. Sci. Eng. 5, 146–152 (2012)CrossRef
8.
go back to reference Chen, S.H., Chiang, M.C., Lin, J.F., Lin, S.C., Hung, C.H.: Biomechanical comparison of three stand-alone lumbar cages—a three-dimensional finite element analysis. BMC Musculoskelet Disord. 14, 281 (2013)CrossRef Chen, S.H., Chiang, M.C., Lin, J.F., Lin, S.C., Hung, C.H.: Biomechanical comparison of three stand-alone lumbar cages—a three-dimensional finite element analysis. BMC Musculoskelet Disord. 14, 281 (2013)CrossRef
9.
go back to reference Denoziere, G., Ku, D.N.: Biomechanical comparison between fusion of two vertebrae and implantation of an artificial intervertebral disc. Elsevier J. Biomech. 39, 766–775 (2006)CrossRef Denoziere, G., Ku, D.N.: Biomechanical comparison between fusion of two vertebrae and implantation of an artificial intervertebral disc. Elsevier J. Biomech. 39, 766–775 (2006)CrossRef
10.
go back to reference Anderson, A.E., Peters, C.L., Tuttle, B.D., Weiss, J.A.: A subject-specific finite element model of the pelvis: development, validation and sensitivity studies. Int. J. Circuits Syst. Signal Process 127(3), 364–373 (2005) Anderson, A.E., Peters, C.L., Tuttle, B.D., Weiss, J.A.: A subject-specific finite element model of the pelvis: development, validation and sensitivity studies. Int. J. Circuits Syst. Signal Process 127(3), 364–373 (2005)
11.
go back to reference Li, H.: An Approach to Lumbar Vertebra Biomechanical Analysis Using the Finite Element Modeling Based on CT Images. Capital Medical University School of Biomedical Engineering, Beijing (2010) Li, H.: An Approach to Lumbar Vertebra Biomechanical Analysis Using the Finite Element Modeling Based on CT Images. Capital Medical University School of Biomedical Engineering, Beijing (2010)
12.
go back to reference Kumar, R., Vignesh, E., Suresh, P.: Ergonomics analysis of functional lumbar spine during manual lifting of loads using ANSYS Software. Int. J. Innov. Res. Sci. Eng. Technol. 5, 2319–8753 (2016) Kumar, R., Vignesh, E., Suresh, P.: Ergonomics analysis of functional lumbar spine during manual lifting of loads using ANSYS Software. Int. J. Innov. Res. Sci. Eng. Technol. 5, 2319–8753 (2016)
13.
go back to reference Antosik, T., Awrejcewicz, J.: Numerical and experimental analysis of biomechanics of three lumbar vertebrae. J. Theor. Appl. Mech. 3, 37 (1999)MATH Antosik, T., Awrejcewicz, J.: Numerical and experimental analysis of biomechanics of three lumbar vertebrae. J. Theor. Appl. Mech. 3, 37 (1999)MATH
14.
go back to reference Speeter, T.H.: Three-dimensional finite element analysis of elastic continua for tactile sensing. In: Chen, F.G., Juttler, B. (eds.) GMP 2008 LNCS 4975. Springer, Berlin (2008) Speeter, T.H.: Three-dimensional finite element analysis of elastic continua for tactile sensing. In: Chen, F.G., Juttler, B. (eds.) GMP 2008 LNCS 4975. Springer, Berlin (2008)
15.
go back to reference Zhao, Q.A., Stasko, J.T.: Evaluating Image Filtering Based Techniques in Media Space Applications. Georgia Institute of Technology Atlanta, GA (2002) Zhao, Q.A., Stasko, J.T.: Evaluating Image Filtering Based Techniques in Media Space Applications. Georgia Institute of Technology Atlanta, GA (2002)
16.
go back to reference Rivest, L.P., Vandal, N, Universite Laval L.P. Rivest, Departement de mathematiques et destatistique Universite Laval, Ste-Foy Quebec, G1K 7P4: Mean Squared Error Estimation For Small Areas When The Small Area Variances Are Estimated, L.-P. Rivest’, Departement demathematiques et de statistique,Universite Laval, Ste-Foy Qu_ebec, G1K 7P4 Rivest, L.P., Vandal, N, Universite Laval L.P. Rivest, Departement de mathematiques et destatistique Universite Laval, Ste-Foy Quebec, G1K 7P4: Mean Squared Error Estimation For Small Areas When The Small Area Variances Are Estimated, L.-P. Rivest’, Departement demathematiques et de statistique,Universite Laval, Ste-Foy Qu_ebec, G1K 7P4
17.
go back to reference Sridhar, B., Reddy, K.V.V.S., Prasad, A.M.: An unsupervisory qualitative image enhancement using adaptive morphological bilateral filter for medical image. Int. J. Comput. Appl. 99(13), 1 (2014) Sridhar, B., Reddy, K.V.V.S., Prasad, A.M.: An unsupervisory qualitative image enhancement using adaptive morphological bilateral filter for medical image. Int. J. Comput. Appl. 99(13), 1 (2014)
18.
go back to reference Khadke, P.M., Thite, S.R.: Implementation of canny edge detection algorithm on real time platform. Int. J. Eng. Comput. Sci. 2(4), 2394–3416 (2015) Khadke, P.M., Thite, S.R.: Implementation of canny edge detection algorithm on real time platform. Int. J. Eng. Comput. Sci. 2(4), 2394–3416 (2015)
19.
go back to reference Lan, C.C., Kuo, C.S., Chen, C.H., Hu, H.T.: Finite element analysis of biomechanical behavior of whole thoraco-lumbar spine with ligamentous effect, Changhua. J. Med. 11, 26–41 (2013) Lan, C.C., Kuo, C.S., Chen, C.H., Hu, H.T.: Finite element analysis of biomechanical behavior of whole thoraco-lumbar spine with ligamentous effect, Changhua. J. Med. 11, 26–41 (2013)
20.
go back to reference Haritha, G., Narayana, M.: A boundary detection in medical images using edge following algorithm based on intensity gradient and texture gradient features. Int. J. Adv. Technol. Innov. Res. 01(1), 17–24 (2009) Haritha, G., Narayana, M.: A boundary detection in medical images using edge following algorithm based on intensity gradient and texture gradient features. Int. J. Adv. Technol. Innov. Res. 01(1), 17–24 (2009)
21.
go back to reference Adams, M.A., Mcnally, D.S., Dolan, P.: Stress distributions inside intervertebral discs. J. Bone Joint Surg. 78(6), 965–972 (1996)CrossRef Adams, M.A., Mcnally, D.S., Dolan, P.: Stress distributions inside intervertebral discs. J. Bone Joint Surg. 78(6), 965–972 (1996)CrossRef
22.
go back to reference Rajam, C.V., Murthy, P.V.K., MuraliKrishna, M.V.S., Prasada Rao, G.M.: Design analysis and optimization of piston using CATIA and ANSYS. Int. J. Innov. Res. Eng. Sci. 1(2), 41–51 (2013) Rajam, C.V., Murthy, P.V.K., MuraliKrishna, M.V.S., Prasada Rao, G.M.: Design analysis and optimization of piston using CATIA and ANSYS. Int. J. Innov. Res. Eng. Sci. 1(2), 41–51 (2013)
Metadata
Title
Investigation on human lumbar spine MRI image using finite element method and soft computing techniques
Authors
E. Punarselvam
P. Suresh
Publication date
27-02-2018
Publisher
Springer US
Published in
Cluster Computing / Issue Special Issue 6/2019
Print ISSN: 1386-7857
Electronic ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-018-2019-0

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