메뉴 건너뛰기




Volumn 61, Issue 11, 2014, Pages 2659-2668

A head impact detection system using SVM classification and proximity sensing in an instrumented mouthguard

Author keywords

Impact detection; infrared proximity sensing; support vector machines (SVMs); traumatic brain injury

Indexed keywords

BRAIN; FREQUENCY DOMAIN ANALYSIS;

EID: 84908110432     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2014.2320153     Document Type: Article
Times cited : (48)

References (49)
  • 1
    • 0028485917 scopus 로고
    • Mechanisms of impact head injury
    • A. Ommaya, L. Thibault, and F. A. Bandak, "Mechanisms of impact head injury," Int. J. Impact Eng., vol. 15, no. 4, pp. 535-560, 1994.
    • (1994) Int. J. Impact Eng. , vol.15 , Issue.4 , pp. 535-560
    • Ommaya, A.1    Thibault, L.2    Bandak, F.A.3
  • 2
    • 0025837134 scopus 로고
    • Concussion in sports: Guidelines for the prevention of catastrophic outcome
    • Nov.
    • J. P. Kelly, "Concussion in sports: Guidelines for the prevention of catastrophic outcome," J. Amer. Med. Assoc., vol. 266, no. 20, p. 2867, Nov. 1991.
    • (1991) J. Amer. Med. Assoc. , vol.266 , Issue.20 , pp. 2867
    • Kelly, J.P.1
  • 3
    • 0029972537 scopus 로고    scopus 로고
    • Acute and chronic brain injury in United States national team soccer players
    • B. D. Jordan, "Acute and chronic brain injury in United States national team soccer players," Amer. J. Sport Med., vol. 24, no. 5, pp. 704-705, 1996.
    • (1996) Amer. J. Sport Med. , vol.24 , Issue.5 , pp. 704-705
    • Jordan, B.D.1
  • 4
  • 5
  • 6
    • 84877285804 scopus 로고    scopus 로고
    • Acute and chronic traumatic encephalopathies: Pathogenesis and biomarkers
    • Apr.
    • S. T. DeKosky, K. Blennow, M. D. Ikonomovic, and S. Gandy, "Acute and chronic traumatic encephalopathies: Pathogenesis and biomarkers," Nat. Rev. Neurol., vol. 9, no. 4, pp. 192-200, Apr. 2013.
    • (2013) Nat. Rev. Neurol. , vol.9 , Issue.4 , pp. 192-200
    • Dekosky, S.T.1    Blennow, K.2    Ikonomovic, M.D.3    Gandy, S.4
  • 8
    • 0344943245 scopus 로고    scopus 로고
    • Cumulative effects associated with recurrent concussion in collegiate football players: The NCAA Concussion Study
    • Nov.
    • K.M. Guskiewicz, M. McCrea, S.W. Marshall, R. C. Cantu, C. Randolph, W. Barr, J. A. Onate, and J. P. Kelly, "Cumulative effects associated with recurrent concussion in collegiate football players: The NCAA Concussion Study." J. Amer. Med. Assoc., vol. 290, no. 19, pp. 2549-2555, Nov. 2003.
    • (2003) J. Amer. Med. Assoc. , vol.290 , Issue.19 , pp. 2549-2555
    • Guskiewicz, K.M.1    McCrea, M.2    Marshall, S.W.3    Cantu, R.C.4    Randolph, C.5    Barr, W.6    Onate, J.A.7    Kelly, J.P.8
  • 10
    • 33644841294 scopus 로고    scopus 로고
    • Converging evidence for the underreporting of concussions in youth ice hockey
    • Feb.
    • I. J. S.Williamson and D. Goodman, "Converging evidence for the underreporting of concussions in youth ice hockey," Brit. J. SportMed., vol. 40, no. 2, pp. 128-132, Feb. 2006.
    • (2006) Brit. J. SportMed. , vol.40 , Issue.2 , pp. 128-132
    • Williamson, I.J.S.1    Goodman, D.2
  • 15
    • 79953203179 scopus 로고    scopus 로고
    • A six degree of freedom head acceleration measurement device for use in football
    • Feb.
    • S. Rowson, J. G. Beckwith, J. J. Chu, D. S. Leonard, R.M.Greenwald, and S. M. Duma, "A six degree of freedom head acceleration measurement device for use in football," J. Appl. Biomech., vol. 27, no. 1, pp. 8-14, Feb. 2011.
    • (2011) J. Appl. Biomech. , vol.27 , Issue.1 , pp. 8-14
    • Rowson, S.1    Beckwith, J.G.2    Chu, J.J.3    Leonard, D.S.4    Greenwald, R.M.5    Duma, S.M.6
  • 16
    • 84891561624 scopus 로고    scopus 로고
    • Validation of a helmet-based system to measure head impact biomechanics in ice hockey
    • M. A. Allison, Y. U. N. S. Kang, J. H. B. Iv, M. R. Maltese, and K. B. Arbogast, "Validation of a helmet-based system to measure head impact biomechanics in ice hockey," Med. Sci. Sports Exerc., vol. 46, no. 1, pp. 115-123, 2014.
    • (2014) Med. Sci. Sports Exerc. , vol.46 , Issue.1 , pp. 115-123
    • Allison, M.A.1    Kang, Y.U.N.S.2    Iv, J.H.B.3    Maltese, M.R.4    Arbogast, K.B.5
  • 17
    • 84862117111 scopus 로고    scopus 로고
    • Head impact exposure in youth football
    • Apr.
    • R. W. Daniel, S. Rowson, and S. M. Duma, "Head impact exposure in youth football," Ann. Biomed. Eng., vol. 40, no. 4, pp. 976-981, Apr. 2012.
    • (2012) Ann. Biomed. Eng. , vol.40 , Issue.4 , pp. 976-981
    • Daniel, R.W.1    Rowson, S.2    Duma, S.M.3
  • 20
    • 76749083340 scopus 로고    scopus 로고
    • In situ measures of head impact acceleration in NCAA Division i Mens Ice Hockey: Implications for ASTM F1045 and other ice hockey helmet standards
    • J. T. Gwin, J. J. Chu, T. A. McAllister, R. M. Greenwald, R. Greenwald, A. Ashare, and S.W. Dean, "In situ measures of head impact acceleration in NCAA Division I Mens Ice Hockey: Implications for ASTM F1045 and other ice hockey helmet standards," J. ASTM Int., vol. 6, no. 6, pp. 1-10, 2009.
    • (2009) J. ASTM Int. , vol.6 , Issue.6 , pp. 1-10
    • Gwin, J.T.1    Chu, J.J.2    McAllister, T.A.3    Greenwald, R.M.4    Greenwald, R.5    Ashare, A.6    Dean, S.W.7
  • 21
    • 84876498687 scopus 로고    scopus 로고
    • Brain injury prediction: Assessing the combined probability of concussion using linear and rotational head acceleration
    • Jan.
    • S. Rowson and S. M. Duma, "Brain injury prediction: Assessing the combined probability of concussion using linear and rotational head acceleration," Ann. Biomed. Eng., vol. 41, pp. 873-882, Jan. 2013.
    • (2013) Ann. Biomed. Eng. , vol.41 , pp. 873-882
    • Rowson, S.1    Duma, S.M.2
  • 22
    • 84855345950 scopus 로고    scopus 로고
    • Validation of concussion risk curves for collegiate football players derived from HITS data
    • J. R. Funk, S. Rowson, R. W. Daniel, and S. M. Duma, "Validation of concussion risk curves for collegiate football players derived from HITS data," Ann. Biomed. Eng., vol. 40, no. 1, pp. 79-89, 2012.
    • (2012) Ann. Biomed. Eng. , vol.40 , Issue.1 , pp. 79-89
    • Funk, J.R.1    Rowson, S.2    Daniel, R.W.3    Duma, S.M.4
  • 23
    • 84882254244 scopus 로고    scopus 로고
    • On the accuracy of the head impact telemetry (HIT) system used in football helmets
    • Sep.
    • R. Jadischke, D. C. Viano, N. Dau, A. I. King, and J. McCarthy, "On the accuracy of the head impact telemetry (HIT) system used in football helmets," J. Biomech., vol. 46, no. 13, pp. 2310-5, Sep. 2013.
    • (2013) J. Biomech. , vol.46 , Issue.13 , pp. 2310-2315
    • Jadischke, R.1    Viano, D.C.2    Dau, N.3    King, A.I.4    McCarthy, J.5
  • 24
    • 84896706128 scopus 로고    scopus 로고
    • An instrumented mouthguard for measuring linear and angular head impact kinematics in American football
    • Apr.
    • D. B. Camarillo, P. B. Shull, J. Mattson, R. Shultz, and D. Garza, "An instrumented mouthguard for measuring linear and angular head impact kinematics in American football," Ann. Biomed. Eng., vol. 41, pp. 1939-1949, Apr. 2013.
    • (2013) Ann. Biomed. Eng. , vol.41 , pp. 1939-1949
    • Camarillo, D.B.1    Shull, P.B.2    Mattson, J.3    Shultz, R.4    Garza, D.5
  • 25
    • 68149149575 scopus 로고    scopus 로고
    • Linear and angular head acceleration measurements in collegiate football
    • Jun.
    • S. Rowson, G. Brolinson, M. Goforth, D. Dietter, and S. M. Duma, "Linear and angular head acceleration measurements in collegiate football." J. Biomech. Eng., vol. 131, no. 6, pp. 061016-1061016-7, Jun. 2009.
    • (2009) J. Biomech. Eng. , vol.131 , Issue.6 , pp. 061016-10610167
    • Rowson, S.1    Brolinson, G.2    Goforth, M.3    Dietter, D.4    Duma, S.M.5
  • 28
    • 0037201068 scopus 로고    scopus 로고
    • Using infrared sensors for distance measurement in mobile robots
    • G. Benet, F. Blanes, J. E. Simo, and P. Perez, "Using infrared sensors for distance measurement in mobile robots," Robot. Auton. Syst., vol. 40, no. 4, pp. 255-266, 2002.
    • (2002) Robot. Auton. Syst. , vol.40 , Issue.4 , pp. 255-266
    • Benet, G.1    Blanes, F.2    Simo, J.E.3    Perez, P.4
  • 30
    • 34249753618 scopus 로고
    • Support-vector networks
    • Sep.
    • C. Cortes and V. Vapnik, "Support-vector networks," Mach. Learn., vol. 20, no. 3, pp. 273-297, Sep. 1995.
    • (1995) Mach. Learn. , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 33
    • 33847116171 scopus 로고    scopus 로고
    • Human activity recognition with user-free accelerometers in the sensor networks
    • Shuangquan Wang, Jie Yang, Ningjiang Chen, Xin Chen, and Qinfeng Zhang, "Human activity recognition with user-free accelerometers in the sensor networks," in Proc. Int. Conf. Neural Netw. Brain, vol. 2, 2005, pp. 1212-1217.
    • (2005) Proc. Int. Conf. Neural Netw. Brain , vol.2 , pp. 1212-1217
    • Wang, S.1    Yang, J.2    Chen, N.3    Chen, X.4    Zhang, Q.5
  • 34
    • 67349125767 scopus 로고    scopus 로고
    • Human activity classification based on micro-Doppler signatures using a support vector machine
    • May
    • Youngwook Kim and Hao Ling, "Human activity classification based on micro-Doppler signatures using a support vector machine," IEEE Trans. Geosci. Remote, vol. 47, no. 5, pp. 1328-1337, May 2009.
    • (2009) IEEE Trans. Geosci. Remote , vol.47 , Issue.5 , pp. 1328-1337
    • Kim, Y.1    Ling, H.2
  • 35
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • I. Guyon and A. Elisseeff, "An introduction to variable and feature selection," J. Mach. Learn. Res., vol. 3, pp. 1157-1182, 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 36
    • 26944454497 scopus 로고    scopus 로고
    • ROC graphs: Notes and practical considerations for researchers
    • T. Fawcett, "ROC graphs: Notes and practical considerations for researchers," Mach. Learn., vol. 31, pp. 1-38, 2004.
    • (2004) Mach. Learn. , vol.31 , pp. 1-38
    • Fawcett, T.1
  • 38
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • Jun.
    • T. Fawcett, "An introduction to ROC analysis," Pattern Recogn. Lett., vol. 27, no. 8, pp. 861-874, Jun. 2006.
    • (2006) Pattern Recogn. Lett. , vol.27 , Issue.8 , pp. 861-874
    • Fawcett, T.1
  • 39
    • 0035897294 scopus 로고    scopus 로고
    • Monte Carlo cross validation
    • Q.-S. Xu and Y.-Z. Liang, "Monte Carlo cross validation," Chemometr. Intell. Lab., vol. 56, no. 1, pp. 1-11, 2001.
    • (2001) Chemometr. Intell. Lab. , vol.56 , Issue.1 , pp. 1-11
    • Xu, Q.-S.1    Liang, Y.-Z.2
  • 40
    • 84950645271 scopus 로고
    • The predictive sample reuse method with applications
    • S. Geisser, "The predictive sample reuse method with applications," J. Amer. Stat. Assoc., vol. 70, no. 350, pp. 320-328, 1975.
    • (1975) J. Amer. Stat. Assoc. , vol.70 , Issue.350 , pp. 320-328
    • Geisser, S.1
  • 42
    • 0042420823 scopus 로고    scopus 로고
    • Anatomic crown width/length ratios of unworn and worn maxillary teeth in white subjects
    • May
    • P. Magne,G.O.Gallucci, andU. C. Belser, "Anatomic crown width/length ratios of unworn and worn maxillary teeth in white subjects," J. Prosthet. Dent., vol. 89, no. 5, pp. 453-461, May 2003.
    • (2003) J. Prosthet. Dent. , vol.89 , Issue.5 , pp. 453-461
    • Magne, P.1    Gallucci, G.O.2    Belser, U.C.3
  • 44
    • 0029264120 scopus 로고
    • Nature of light scattering in dental enamel and dentin at visible and near-infrared wavelengths
    • Mar.
    • D. Fried, R. E. Glena, J. D. Featherstone, and W. Seka, "Nature of light scattering in dental enamel and dentin at visible and near-infrared wavelengths," Appl. Opt., vol. 34, no. 7, pp. 1278-1285, Mar. 1995.
    • (1995) Appl. Opt. , vol.34 , Issue.7 , pp. 1278-1285
    • Fried, D.1    Glena, R.E.2    Featherstone, J.D.3    Seka, W.4
  • 45
    • 0346670078 scopus 로고    scopus 로고
    • Tooth colour: A review of the literature
    • A. Joiner, "Tooth colour: A review of the literature," J. Dent., vol. 32, pp. 3-12, 2004.
    • (2004) J. Dent. , vol.32 , pp. 3-12
    • Joiner, A.1
  • 46
    • 0019545548 scopus 로고
    • Biocompatibility of polymeric delivery systems for macromolecules
    • R. Langer, H. Brem, and D. Tapper, "Biocompatibility of polymeric delivery systems for macromolecules," J. Biomed. Mater. Res., vol. 15, no. 2, pp. 267-277, 1981.
    • (1981) J. Biomed. Mater. Res. , vol.15 , Issue.2 , pp. 267-277
    • Langer, R.1    Brem, H.2    Tapper, D.3
  • 47
    • 80051545171 scopus 로고    scopus 로고
    • Development of the
    • star evaluation system for football helmets: integrating player head impact exposure and risk of concussion
    • S. Rowson and S. M. Duma, "Development of the star evaluation system for football helmets: integrating player head impact exposure and risk of concussion," Ann. Biomed. Eng., vol. 39, no. 8, pp. 2130-2140, 2011.
    • (2011) Ann. Biomed. Eng. , vol.39 , Issue.8 , pp. 2130-2140
    • Rowson, S.1    Duma, S.M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.