On the intersubject generalization ability in extracting kinematic information from afferent nervous signals

IEEE Transactions on Biomedical Engineering

Volumn 50, Issue 9, 2003, Pages 1063-1073

  Cavallaro, Ettore ^a   Micera, Silvestro ^a,b   Dario, Paolo ^a   Jensen, Winnie ^c   Sinkjær, Thomas ^c  

^a SCUOLA SUPERIORE SANT ANNA   (Italy)

^b Centro INAIL RTR   (Italy)

^c AALBORG UNIVERSITY   (Denmark)

Author keywords

ENG signal processing; Genetic algorithms; Muscle afferents; Neural fuzzy systems; Neuroprostheses

Indexed keywords

BIOSENSORS; CLOSED LOOP CONTROL SYSTEMS; FUZZY SETS; GENETIC ALGORITHMS; MATHEMATICAL MODELS;

ELECTRONEUROGRAPHY;

NEUROLOGY;

ANIMAL EXPERIMENT; ARTICLE; CUFF; ELECTRODE; ELECTRONEUROGRAPHY; GENETIC ALGORITHM; KINEMATICS; MATHEMATICAL ANALYSIS; MODEL; MOVEMENT (PHYSIOLOGY); MUSCLE SPINDLE AFFERENT NERVE; NEUROMUSCULAR SYSTEM; NONHUMAN; PROSTHESIS; SENSORY STIMULATION; SIGNAL PROCESSING; SIMULATION; STIMULUS GENERALIZATION;

ACTION POTENTIALS; AFFERENT PATHWAYS; ALGORITHMS; ANIMALS; ANKLE JOINT; ELECTRODES, IMPLANTED; ELECTRODIAGNOSIS; FEEDBACK; FEMALE; FUZZY LOGIC; MOVEMENT; MUSCLE, SKELETAL; NEURAL NETWORKS (COMPUTER); PERONEAL NERVE; PHYSICAL STIMULATION; RABBITS; REPRODUCIBILITY OF RESULTS; ROTATION; SENSITIVITY AND SPECIFICITY; TIBIAL NERVE;

EID: 0041317239     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2003.816075     Document Type: Article

References (30)

1. P. E. Crago, H. J. Chizeck, M. R. Neuman, and F. T. Hambrecht, "Sensors for use with functional neuromuscular stimulation," IEEE Trans. Biomed. Eng., vol. 33, pp. 256-268, Feb. 1986.
2. M. Haugland and T. Sinkjaer, "Cutaneous whole nerve recording used for correction of footdrop in hemiplegic man," IEEE Trans. Rehab. Eng., vol. 3, pp. 307-317, Dec. 1995.
3. K. Yoshida and K. Horch, "Closed-loop control of ankle position using muscle afferent feedback with functional neuromuscular stimulation," IEEE Trans. Biomed. Eng., vol. 43, pp. 167-176, Feb. 1996.
4. S. Jezernick and T. Sinkjaer, "On statistical properties of whole nerve cuff recordings," IEEE Trans. Biomed Eng., vol. 46, pp. 1240-1245, Oct. 1999.
5. M. Haugland, A. Lickel, J. Haase, and T. Sinkjaer, "Control of FES thumb force using slip information obtained from the cutaneous electroneurogram in quadriplegic man," IEEE Trans. Biomed. Eng., vol. 7, pp. 215-227, June 1999.
6. S. Micera, W. Jensen, F. Sepulveda, R. R. Riso, and T. Sinkjaer, "Neurofuzzy extraction of angular information from muscle afferents for ankle control during standing in paraplegic subjects: An animal model," IEEE Trans. Biomed. Eng., vol. 48, no. 7, pp. 787-794, July 2001.
7. W. Jensen, F. Sepulveda, and T. Sinkjaer, "Angular resolution in nerve cuff recordings from muscle afferents," in IFESS Conf., 2000, pp. 376-377.
8. A. Erfanian and P. Crago, "Neural network modeling of electrically stimulated muscle under nonisometric conditions," in Proc. IFESS Conf., 2000, pp. 299-302.
9. B. Kosko, "Fuzzy systems as universal approximators," IEEE Trans. Comput., vol. 43, pp. 1329-1333, Nov. 1994.
10. J. Lygeros, "Formal approach of fuzzy modeling," IEEE Trans. Fuzzy Syst., vol. 5, pp. 317-327, Aug. 1997.
11. F. Sepulveda, D. Wells, and C. Vaughan, "A neural network representation of electromyography and joint dynamics in human gait," J. Biomech., vol. 26, pp. 101-109, 1993.
12. G. C. Mouzouris and J. M. Mendel, "Dynamic nonsingleton fuzzy logic systems for nonlinear modeling," IEEE Trans. Fuzzy Systems, vol. 5, pp. 199-208, May 1997.
13. T. Takagi and M. Sugeno, "Fuzzy identification of systems and its application to modeling and control," IEEE Trans. Syst., Man, Cybern., vol. SMC-15, pp. 116-132, 1985.
14. H. Ying, Y. Ding, S. Li, and S. Shao, "Comparison of necessary conditions for typical Takagi-Sugeno and Mamdani fuzzy systems as universal approximators," IEEE Trans. Syst. Man Cybern. Part A, vol. 29, pp. 508-514, Sept. 1999.
15. W. Jensen, S. Lawrence, R. Riso, and T. Sinkjaer, "Effects of initial position on nerve cuff recordings of muscle afferents during passive rotation of the ankle joint in rabbits," IEEE Trans. Rehab. Eng., vol. 9, pp. 265-273, Sept. 2001.
16. R. R. Riso, F. K. Mosellaie, W. Jensen, and T. Sinkjaer, "Nerve cuff recordings of muscle afferent activity from tibial and peroneal nerves in rabbit during passive ankle motion," IEEE Trans. Rehab. Eng., vol. 8, pp. 244-258, June 2000.
17. M. Haugland, "A flexible method for fabrication of nerve cuff electrodes," in Proce. 18th Annu. Int. Conf. IEEE Engineering in Medicine and Biology Society, vol. 1, 1996, pp. 359-360.
18. W. Jensen, R. Riso, and T. Sinkjaer, "Position information in whole nerve cuff recordings of muscle afferents in a rabbit model of normal and paraplegic standing," in Proc. 20th Annu. Int. Conf. IEEE Engineering in Medicine and Biology Society, vol. 20, 1998, pp. 2528-2531.
19. D. Sheskin, Handbook of Parametric and Nonparametric Statistical Procedures. Boca Raton, FL: CRC, 1997.
20. B. M. Upshaw, "Real-time digital processing algorithms and systems for the application of human sensory nerve signals in neural prosthesis," Ph.D. dessertation, Center for Sensory-Motor Interaction (SMI), Aalborg Univ., Aalborg, Denmark, 1999.
21. L. A. Zadeh, "Fuzzy algorithms," Inf. Contr., vol. 19, pp. 94-102, 1969.
22. C. T. Lin and C. S. G. Lee, Neural Fuzzy Systems: A Neuro-Fuzzy Synergism to Intelligent Systems. Englewood Cliffs, NJ: Prentice-Hall, 1996.
23. G. C. Mouzouris and J. M. Mendel, "Non singleton fuzzy logic systems: Theory and application," IEEE Trans. Fuzzy Syst., vol. 5, pp. 56-71, Feb. 1997.
24. J. S. R. Jang, "Neuro-Fuzzy Modeling: Architectures, Analysis and Applications," Ph.D. dissertation, Dept. Elect. Eng. Comput. Sci., Univ. California, Berkeley, July 1992.
25. J. Holland, Adaptation In Natural and Artificial Systems. Ann Arbor, MI: Univ Michigan Press, 1975.
26. Z. Michalewicz, Genetic Algorithms+Data Structures=Evolution Programs, 3rd ed. Berlin, Germany: Springer-Verlag, 1996.
27. C. R. Houk, J. A. Joines, and M. G. Kay, "A genetic algorithm for function optimization: A MATLAB implementation," North Carolina State Univ., Tech. Rep., 1995.
28. G. Rudolph, "Convergence analysis of canonical genetic algorithms," IEEE Trans. Neural Networks (Special Issue on Evolutionary Computation), vol. 5, pp. 96-101, Jan. 1994.
29. M. R. Popovic, I. P. I. Pappas, K. Nakazawa, T. Keller, M. Morari, and V. Dietz, "Stability criterion for controlling standing in able-bodied subjects," J. Biomech., vol. 3, pp. 1359-1368, 2000.
30. M. Setnes and H. Roubos, "Ga-fuzzy modeling and classification: Complexity and performance," IEEE Trans. Fuzzy Syst., vol. 8, pp. 509-522, Oct. 2000.