메뉴 건너뛰기




Volumn 80, Issue , 2017, Pages 39-47

A machine learning approach for real-time modelling of tissue deformation in image-guided neurosurgery

Author keywords

Artificial neural networks; Biomechanics; Finite element method; Image guided surgery; Machine learning; Soft tissue deformation; Support vector regression

Indexed keywords

ARTIFICIAL INTELLIGENCE; AUGMENTED REALITY; BIOMECHANICS; DEFORMATION; EDUCATION; ERRORS; LEARNING ALGORITHMS; LEARNING SYSTEMS; MESH GENERATION; MESH NETWORKING; NEURAL NETWORKS; NEUROSURGERY; PATIENT REHABILITATION; SURGERY; SURGICAL EQUIPMENT; TISSUE; TISSUE ENGINEERING; TUMORS;

EID: 85025439926     PISSN: 09333657     EISSN: 18732860     Source Type: Journal    
DOI: 10.1016/j.artmed.2017.07.004     Document Type: Article
Times cited : (73)

References (70)
  • 1
    • 84904406948 scopus 로고    scopus 로고
    • Hand-held medical robots
    • Payne, C.J., Yang, G.-Z., Hand-held medical robots. Ann Biomed Eng 42:8 (2014), 1594–1605.
    • (2014) Ann Biomed Eng , vol.42 , Issue.8 , pp. 1594-1605
    • Payne, C.J.1    Yang, G.-Z.2
  • 2
    • 84938287309 scopus 로고    scopus 로고
    • A smart haptic hand-held device for neurosurgical microdissection
    • Payne, C.J., Marcus, H.J., Yang, G.-Z., A smart haptic hand-held device for neurosurgical microdissection. Ann Biomed Eng 43:9 (2015), 2185–2195.
    • (2015) Ann Biomed Eng , vol.43 , Issue.9 , pp. 2185-2195
    • Payne, C.J.1    Marcus, H.J.2    Yang, G.-Z.3
  • 6
    • 84964698151 scopus 로고    scopus 로고
    • Comparative effectiveness and safety of image guidance systems in neurosurgery: a preclinical randomized study
    • Marcus, H.J., Pratt, P., Hughes-Hallett, A., Cundy, T.P., Marcus, A.P., Yang, G.Z., et al. Comparative effectiveness and safety of image guidance systems in neurosurgery: a preclinical randomized study. J Neurosurg 123:August (2015), 1–7.
    • (2015) J Neurosurg , vol.123 , Issue.August , pp. 1-7
    • Marcus, H.J.1    Pratt, P.2    Hughes-Hallett, A.3    Cundy, T.P.4    Marcus, A.P.5    Yang, G.Z.6
  • 9
    • 33847056295 scopus 로고    scopus 로고
    • Patient-specific model of brain deformation: application to medical image registration
    • Wittek, A., Miller, K., Kikinis, R., Warfield, S.K., Patient-specific model of brain deformation: application to medical image registration. J Biomech 40:4 (2007), 919–929.
    • (2007) J Biomech , vol.40 , Issue.4 , pp. 919-929
    • Wittek, A.1    Miller, K.2    Kikinis, R.3    Warfield, S.K.4
  • 10
    • 80051872997 scopus 로고    scopus 로고
    • Augmented reality in laparoscopic surgical oncology
    • Nicolau, S., Soler, L., Mutter, D., Marescaux, J., Augmented reality in laparoscopic surgical oncology. Surg Oncol 20:3 (2011), 189–201.
    • (2011) Surg Oncol , vol.20 , Issue.3 , pp. 189-201
    • Nicolau, S.1    Soler, L.2    Mutter, D.3    Marescaux, J.4
  • 11
    • 34548410467 scopus 로고    scopus 로고
    • Recovery of respiratory motion and deformation of the liver using laparoscopic freehand 3D ultrasound system
    • Nakamoto, M., Hirayama, H., Sato, Y., Konishi, K., Kakeji, Y., Hashizume, M., et al. Recovery of respiratory motion and deformation of the liver using laparoscopic freehand 3D ultrasound system. Med Image Anal 11:5 (2007), 429–442.
    • (2007) Med Image Anal , vol.11 , Issue.5 , pp. 429-442
    • Nakamoto, M.1    Hirayama, H.2    Sato, Y.3    Konishi, K.4    Kakeji, Y.5    Hashizume, M.6
  • 13
    • 78649851665 scopus 로고    scopus 로고
    • GPU-based real-time soft tissue deformation with cutting and haptic feedback
    • Courtecuisse, H., Jung, H., Allard, J., Duriez, C., Lee, D.Y., Cotin, S., GPU-based real-time soft tissue deformation with cutting and haptic feedback. Prog Biophys Mol Biol 103:2–3 (2010), 159–168.
    • (2010) Prog Biophys Mol Biol , vol.103 , Issue.2-3 , pp. 159-168
    • Courtecuisse, H.1    Jung, H.2    Allard, J.3    Duriez, C.4    Lee, D.Y.5    Cotin, S.6
  • 14
    • 84959498278 scopus 로고    scopus 로고
    • An effective visualization technique for depth perception in augmented reality-based surgical navigation
    • Choi, H., Cho, B., Masamune, K., Hashizume, M., Hong, J., An effective visualization technique for depth perception in augmented reality-based surgical navigation. Int J Med Robot Comput Assist Surg, 2015.
    • (2015) Int J Med Robot Comput Assist Surg
    • Choi, H.1    Cho, B.2    Masamune, K.3    Hashizume, M.4    Hong, J.5
  • 16
    • 84936992617 scopus 로고    scopus 로고
    • Fast computation of soft tissue deformations in real-time simulation with hyper-elastic mass links
    • Goulette, F., Chen, Z.W., Fast computation of soft tissue deformations in real-time simulation with hyper-elastic mass links. Comput Methods Appl Mech Eng 295 (2015), 18–38.
    • (2015) Comput Methods Appl Mech Eng , vol.295 , pp. 18-38
    • Goulette, F.1    Chen, Z.W.2
  • 17
    • 78649853169 scopus 로고    scopus 로고
    • Patient-specific non-linear finite element modelling for predicting soft organ deformation in real-time; Application to non-rigid neuroimage registration
    • Wittek, A., Joldes, G., Couton, M., Warfield, S.K., Miller, K., Patient-specific non-linear finite element modelling for predicting soft organ deformation in real-time; Application to non-rigid neuroimage registration. Prog Biophys Mol Biol 103:2–3 (2010), 292–303.
    • (2010) Prog Biophys Mol Biol , vol.103 , Issue.2-3 , pp. 292-303
    • Wittek, A.1    Joldes, G.2    Couton, M.3    Warfield, S.K.4    Miller, K.5
  • 18
    • 78249234739 scopus 로고    scopus 로고
    • Biomechanics of the brain for computer-integrated surgery
    • Miller, K., Wittek, A., Joldes, G., Biomechanics of the brain for computer-integrated surgery. Acta Bioeng Biomech 12:2 (2010), 25–37.
    • (2010) Acta Bioeng Biomech , vol.12 , Issue.2 , pp. 25-37
    • Miller, K.1    Wittek, A.2    Joldes, G.3
  • 19
    • 4444342690 scopus 로고    scopus 로고
    • An efficient and scalable deformable model for virtual reality-based medical applications
    • Choi, K.-S., Sun, H., Heng, P.-A., An efficient and scalable deformable model for virtual reality-based medical applications. Artif Intell Med 32:1 (2004), 51–69.
    • (2004) Artif Intell Med , vol.32 , Issue.1 , pp. 51-69
    • Choi, K.-S.1    Sun, H.2    Heng, P.-A.3
  • 20
    • 79956193725 scopus 로고    scopus 로고
    • Real-time simulation of the nonlinear visco-elastic deformations of soft tissues
    • Basafa, E., Farahmand, F., Real-time simulation of the nonlinear visco-elastic deformations of soft tissues. Int J Comput Assist Radiol Surg 6:3 (2011), 297–307.
    • (2011) Int J Comput Assist Radiol Surg , vol.6 , Issue.3 , pp. 297-307
    • Basafa, E.1    Farahmand, F.2
  • 23
    • 84922371846 scopus 로고    scopus 로고
    • Finite Element Modelling of The Human Brain and Application in Neurosurgical Procedures (PhD thesis)
    • National University of Singapore
    • Chunping, G., Finite Element Modelling of The Human Brain and Application in Neurosurgical Procedures (PhD thesis). 2004, National University of Singapore.
    • (2004)
    • Chunping, G.1
  • 24
    • 58549096338 scopus 로고    scopus 로고
    • On the unimportance of constitutive models in computing brain deformation for image-guided surgery
    • Wittek, A., Hawkins, T., Miller, K., On the unimportance of constitutive models in computing brain deformation for image-guided surgery. Biomech Model Mechanobiol 8:1 (2009), 77–84.
    • (2009) Biomech Model Mechanobiol , vol.8 , Issue.1 , pp. 77-84
    • Wittek, A.1    Hawkins, T.2    Miller, K.3
  • 25
    • 78249270335 scopus 로고    scopus 로고
    • Real-time nonlinear finite element computations on GPU – application to neurosurgical simulation
    • Joldes, G.R., Wittek, A., Miller, K., Real-time nonlinear finite element computations on GPU – application to neurosurgical simulation. Comput Methods Appl Mech Eng 199:49–52 (2010), 3305–3314.
    • (2010) Comput Methods Appl Mech Eng , vol.199 , Issue.49-52 , pp. 3305-3314
    • Joldes, G.R.1    Wittek, A.2    Miller, K.3
  • 26
    • 79960030942 scopus 로고    scopus 로고
    • Jacobian-based repair method for finite element meshes after registration
    • Bucki, M., Lobos, C., Payan, Y., Hitschfeld, N., Jacobian-based repair method for finite element meshes after registration. Eng Comput 27:3 (2011), 285–297.
    • (2011) Eng Comput , vol.27 , Issue.3 , pp. 285-297
    • Bucki, M.1    Lobos, C.2    Payan, Y.3    Hitschfeld, N.4
  • 27
    • 23044500825 scopus 로고    scopus 로고
    • Generating accurate finite element meshes for the forward model of the human head in EIT
    • Tizzard, A., Horesh, L., Yerworth, R.J., Holder, D.S., Bayford, R.H., Generating accurate finite element meshes for the forward model of the human head in EIT. Physiol Meas 26:2 (2005), S251–S261.
    • (2005) Physiol Meas , vol.26 , Issue.2 , pp. S251-S261
    • Tizzard, A.1    Horesh, L.2    Yerworth, R.J.3    Holder, D.S.4    Bayford, R.H.5
  • 28
    • 84944075509 scopus 로고    scopus 로고
    • Finite element modeling of the human brain under impact conditions
    • Lashkari, M., Frahmand, F., Kangarlou, K., Finite element modeling of the human brain under impact conditions. Int Res J Appl Basic Sci 6:6 (2013), 875–881.
    • (2013) Int Res J Appl Basic Sci , vol.6 , Issue.6 , pp. 875-881
    • Lashkari, M.1    Frahmand, F.2    Kangarlou, K.3
  • 30
    • 84906888344 scopus 로고    scopus 로고
    • Endoscopic and keyhole endoscope-assisted neurosurgical approaches: a qualitative survey on technical challenges and technological solutions
    • Marcus, H.J., Cundy, T.P., Hughes-Hallett, A., Yang, G.-Z., Darzi, A., Nandi, D., Endoscopic and keyhole endoscope-assisted neurosurgical approaches: a qualitative survey on technical challenges and technological solutions. Br J Neurosurg 28:August 2013 (2014), 1–5.
    • (2014) Br J Neurosurg , vol.28 , Issue.August 2013 , pp. 1-5
    • Marcus, H.J.1    Cundy, T.P.2    Hughes-Hallett, A.3    Yang, G.-Z.4    Darzi, A.5    Nandi, D.6
  • 31
    • 84885926725 scopus 로고    scopus 로고
    • Modelling soft tissue deformations using principal component analysis and haptic devices
    • Department of Computing, Imperial College of London
    • Gillies, D., Bourmpos, M., Modelling soft tissue deformations using principal component analysis and haptic devices. 2003, Department of Computing, Imperial College of London.
    • (2003)
    • Gillies, D.1    Bourmpos, M.2
  • 35
    • 11144282530 scopus 로고    scopus 로고
    • Effect of sensory substitution on suture-manipulation forces for robotic surgical systems
    • Kitagawa, M., Dokko, D., Okamura, A.M., Yuh, D.D., Effect of sensory substitution on suture-manipulation forces for robotic surgical systems. J Thorac Cardiovasc Surg 129:1 (2005), 151–158.
    • (2005) J Thorac Cardiovasc Surg , vol.129 , Issue.1 , pp. 151-158
    • Kitagawa, M.1    Dokko, D.2    Okamura, A.M.3    Yuh, D.D.4
  • 36
    • 61349128532 scopus 로고    scopus 로고
    • Rembrandt: helping personalized medicine become a reality through integrative translational research
    • Madhavan, S., Zenklusen, J.-C., Kotliarov, Y., Sahni, H., Fine, H.A., Buetow, K., Rembrandt: helping personalized medicine become a reality through integrative translational research. Mol Cancer Res MCR 7:2 (2009), 157–167.
    • (2009) Mol Cancer Res MCR , vol.7 , Issue.2 , pp. 157-167
    • Madhavan, S.1    Zenklusen, J.-C.2    Kotliarov, Y.3    Sahni, H.4    Fine, H.A.5    Buetow, K.6
  • 37
    • 85028927971 scopus 로고    scopus 로고
    • BrainsSuite: Publications
    • [Online accessed 10.08.16]
    • Anon, BrainsSuite: Publications. 2016 [Online accessed 10.08.16] http://brainsuite.org/publications/.
    • (2016)
    • Anon1
  • 38
    • 0036203451 scopus 로고    scopus 로고
    • Mechanical properties of brain tissue in tension
    • Miller, K., Chinzei, K., Mechanical properties of brain tissue in tension. J Biomech 35:4 (2002), 483–490.
    • (2002) J Biomech , vol.35 , Issue.4 , pp. 483-490
    • Miller, K.1    Chinzei, K.2
  • 39
    • 0034333768 scopus 로고    scopus 로고
    • Mechanical properties of brain tissue in vivo: experiment and computer simulation
    • Miller, K., Chinzei, K., Orssengo, G., Bednarz, P., Mechanical properties of brain tissue in vivo: experiment and computer simulation. J Biomech 33 (2000), 1369–1376.
    • (2000) J Biomech , vol.33 , pp. 1369-1376
    • Miller, K.1    Chinzei, K.2    Orssengo, G.3    Bednarz, P.4
  • 40
    • 85028912685 scopus 로고    scopus 로고
    • Computational Modelling of Brain Tissue Biomechanics at High Strain Rates (PhD thesis)
    • Purdue University
    • Breedlove, E.L., Computational Modelling of Brain Tissue Biomechanics at High Strain Rates (PhD thesis). 2014, Purdue University.
    • (2014)
    • Breedlove, E.L.1
  • 41
    • 84935913915 scopus 로고    scopus 로고
    • Quantitative comparison of SPM, FSL, and brain suite for brain MR image segmentation
    • Kazemi, K., Noorizadeh, N., Quantitative comparison of SPM, FSL, and brain suite for brain MR image segmentation. J Biomed Phys Eng 4:1 (2014), 13–26.
    • (2014) J Biomed Phys Eng , vol.4 , Issue.1 , pp. 13-26
    • Kazemi, K.1    Noorizadeh, N.2
  • 42
    • 33744930583 scopus 로고    scopus 로고
    • User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability
    • Yushkevich, P.A., Piven, J., Hazlett, H.C., Smith, R.G., Ho, S., Gee, J.C., et al. User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability. NeuroImage 31:3 (2006), 1116–1128.
    • (2006) NeuroImage , vol.31 , Issue.3 , pp. 1116-1128
    • Yushkevich, P.A.1    Piven, J.2    Hazlett, H.C.3    Smith, R.G.4    Ho, S.5    Gee, J.C.6
  • 46
    • 84942029956 scopus 로고    scopus 로고
    • A comparison of hyperelastic constitutive models applicable to brain and fat tissues
    • Mihai, L.A., Chin, L., Janmey, P.A., Goriely, A., A comparison of hyperelastic constitutive models applicable to brain and fat tissues. J R Soc Interface/R Soc, 12(110), 2015, 0486.
    • (2015) J R Soc Interface/R Soc , vol.12 , Issue.110 , pp. 0486
    • Mihai, L.A.1    Chin, L.2    Janmey, P.A.3    Goriely, A.4
  • 47
    • 33750010158 scopus 로고    scopus 로고
    • Brain tissue deforms similarly to filled elastomers and follows consolidation theory
    • Franceschini, G., Bigoni, D., Regitnig, P., Holzapfel, G.A., Brain tissue deforms similarly to filled elastomers and follows consolidation theory. J Mech Phys Solids 54:12 (2006), 2592–2620.
    • (2006) J Mech Phys Solids , vol.54 , Issue.12 , pp. 2592-2620
    • Franceschini, G.1    Bigoni, D.2    Regitnig, P.3    Holzapfel, G.A.4
  • 48
    • 85028933123 scopus 로고    scopus 로고
    • Patient-specific stress/strain calculations in the tissues, tech. rep., CONTRA CANCRUM – Clinically Oriented Translational Cancer Multilevel Modelling
    • Bardyn, T., Büchler, P., Patient-specific stress/strain calculations in the tissues, tech. rep., CONTRA CANCRUM – Clinically Oriented Translational Cancer Multilevel Modelling. 2010.
    • (2010)
    • Bardyn, T.1    Büchler, P.2
  • 50
    • 33750348906 scopus 로고
    • Performance measures, consistency, and power for artificial neural network models
    • Twomey, J., Smith, A., Performance measures, consistency, and power for artificial neural network models. Math Comput Model 21:1–2 (1995), 243–258.
    • (1995) Math Comput Model , vol.21 , Issue.1-2 , pp. 243-258
    • Twomey, J.1    Smith, A.2
  • 51
    • 69049105093 scopus 로고    scopus 로고
    • A brief description of the Levenberg–Marquardt algorithm implemented by levmar
    • Lourakis, M.I.a., A brief description of the Levenberg–Marquardt algorithm implemented by levmar. 2005.
    • (2005)
    • Lourakis, M.I.A.1
  • 52
    • 58149381237 scopus 로고    scopus 로고
    • Bayesian regularization of neural networks
    • Burden, F., Winkler, D., Bayesian regularization of neural networks. Methods Mol Biol 458 (2008), 25–44.
    • (2008) Methods Mol Biol , vol.458 , pp. 25-44
    • Burden, F.1    Winkler, D.2
  • 54
    • 4043137356 scopus 로고    scopus 로고
    • A tutorial on support vector regression
    • Smola, A.J., Scholkopf, B., A tutorial on support vector regression. Stat Comput 14:3 (2004), 199–222.
    • (2004) Stat Comput , vol.14 , Issue.3 , pp. 199-222
    • Smola, A.J.1    Scholkopf, B.2
  • 55
    • 84893605040 scopus 로고    scopus 로고
    • Support vector regression. Lecture notes in computer science
    • University of California Irvine
    • Welling, M., Support vector regression. Lecture notes in computer science. 2005, University of California, Irvine.
    • (2005)
    • Welling, M.1
  • 56
    • 35248862562 scopus 로고    scopus 로고
    • Tetrahedral mass spring model for fast soft tissue deformation
    • Mollemans, W., Tetrahedral mass spring model for fast soft tissue deformation. Surg Simul Soft Tissue Model, 2003, 145–154.
    • (2003) Surg Simul Soft Tissue Model , pp. 145-154
    • Mollemans, W.1
  • 57
    • 0025536870 scopus 로고
    • Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights
    • IEEE
    • Nguyen, D., Widrow, B., Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights. 1990 IJCNN international joint conference on neural networks, 1990, 1990, IEEE, 21–26.
    • (1990) 1990 IJCNN international joint conference on neural networks, 1990 , pp. 21-26
    • Nguyen, D.1    Widrow, B.2
  • 58
    • 84922439961 scopus 로고    scopus 로고
    • Next step in minimally invasive surgery: hybrid image-guided surgery
    • Marescaux, J., Diana, M., Next step in minimally invasive surgery: hybrid image-guided surgery. J Pediatr Surg 50:1 (2014), 30–36.
    • (2014) J Pediatr Surg , vol.50 , Issue.1 , pp. 30-36
    • Marescaux, J.1    Diana, M.2
  • 59
    • 84886580221 scopus 로고    scopus 로고
    • A novel augmented reality system of image projection for image-guided neurosurgery
    • Mahvash, M., Tabrizi, L.B., A novel augmented reality system of image projection for image-guided neurosurgery. Acta Neurochir 155:5 (2013), 943–947.
    • (2013) Acta Neurochir , vol.155 , Issue.5 , pp. 943-947
    • Mahvash, M.1    Tabrizi, L.B.2
  • 60
    • 56749164034 scopus 로고    scopus 로고
    • Advanced medical displays: a literature review of augmented reality
    • Sielhorst, T., Feuerstein, M., Navab, N., Advanced medical displays: a literature review of augmented reality. IEEE/OSA J Display Technol 4:4 (2008), 451–467.
    • (2008) IEEE/OSA J Display Technol , vol.4 , Issue.4 , pp. 451-467
    • Sielhorst, T.1    Feuerstein, M.2    Navab, N.3
  • 61
    • 84877908658 scopus 로고    scopus 로고
    • Measurements of mechanical anisotropy in brain tissue and implications for transversely isotropic material models of white matter
    • Feng, Y., Okamoto, R.J., Namani, R., Genin, G.M., Bayly, P.V., Measurements of mechanical anisotropy in brain tissue and implications for transversely isotropic material models of white matter. J Mech Behav Biomed Mater 23 (2013), 117–132.
    • (2013) J Mech Behav Biomed Mater , vol.23 , pp. 117-132
    • Feng, Y.1    Okamoto, R.J.2    Namani, R.3    Genin, G.M.4    Bayly, P.V.5
  • 62
    • 85006153552 scopus 로고    scopus 로고
    • Differences in the viscoelastic features of white and grey matter in tension
    • Zhang, W., Zhang, R.R., Wu, F., Feng, L.L., Yu, S.-B., Wu, C.W., Differences in the viscoelastic features of white and grey matter in tension. J Biomech 49:16 (2016), 3990–3995.
    • (2016) J Biomech , vol.49 , Issue.16 , pp. 3990-3995
    • Zhang, W.1    Zhang, R.R.2    Wu, F.3    Feng, L.L.4    Yu, S.-B.5    Wu, C.W.6
  • 63
    • 84887404548 scopus 로고    scopus 로고
    • A comprehensive experimental study on material properties of human brain tissue
    • Jin, X., Zhu, F., Mao, H., Shen, M., Yang, K.H., A comprehensive experimental study on material properties of human brain tissue. J Biomech 46:16 (2013), 2795–2801.
    • (2013) J Biomech , vol.46 , Issue.16 , pp. 2795-2801
    • Jin, X.1    Zhu, F.2    Mao, H.3    Shen, M.4    Yang, K.H.5
  • 65
    • 0038406191 scopus 로고    scopus 로고
    • Patient specific finite element model of the face soft tissues for computer-assisted maxillofacial surgery
    • Chabanas, M., Luboz, V., Payan, Y., Patient specific finite element model of the face soft tissues for computer-assisted maxillofacial surgery. Med Image Anal 7:2 (2003), 131–151.
    • (2003) Med Image Anal , vol.7 , Issue.2 , pp. 131-151
    • Chabanas, M.1    Luboz, V.2    Payan, Y.3
  • 66
    • 33845473283 scopus 로고    scopus 로고
    • Real-time patient-specific finite element analysis of internal stresses in the soft tissues of a residual limb: a new tool for prosthetic fitting
    • Portnoy, S., Yarnitzky, G., Yizhar, Z., Kristal, A., Oppenheim, U., Siev-Ner, I., et al. Real-time patient-specific finite element analysis of internal stresses in the soft tissues of a residual limb: a new tool for prosthetic fitting. Ann Biomed Eng 35:1 (2007), 120–135.
    • (2007) Ann Biomed Eng , vol.35 , Issue.1 , pp. 120-135
    • Portnoy, S.1    Yarnitzky, G.2    Yizhar, Z.3    Kristal, A.4    Oppenheim, U.5    Siev-Ner, I.6
  • 69
    • 78149358756 scopus 로고    scopus 로고
    • Hybrid CUDA, OpenMP, and MPI parallel programming on multicore GPU clusters
    • Yang, C.-T., Huang, C.-L., Lin, C.-F., Hybrid CUDA, OpenMP, and MPI parallel programming on multicore GPU clusters. Comput Phys Commun 182:1 (2011), 266–269.
    • (2011) Comput Phys Commun , vol.182 , Issue.1 , pp. 266-269
    • Yang, C.-T.1    Huang, C.-L.2    Lin, C.-F.3
  • 70
    • 77950362881 scopus 로고    scopus 로고
    • Current progress in patient-specific modeling
    • Neal, M.L., Kerchoffs, R., Current progress in patient-specific modeling. Brief Bioinform. 11:1 (2010), 111–126, 10.1093/bib/bbp049.
    • (2010) Brief Bioinform. , vol.11 , Issue.1 , pp. 111-126
    • Neal, M.L.1    Kerchoffs, R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.