Entwurf und Validierung eines klinischen Diagnose-Assistenten zur Klassifikation des Greifverhaltens nach realen und virtuellen Objekten

In this work, a concept for the execution and kinematic analysis of motion studies is introduced and realized, adding innovative computer-aided methods to the so far existing procedures. Firstly, a classification assistant for grouping kinematic motion data is developed and evaluated, which is alternatively based on Adaptive Resonance Theory or Self-Organizing Feature Maps. It can be demonstrated that this tool is capable of classifying patients, suffering from sensorimotor disturbances after parietal lesions, according to their grasping behaviour. Secondly, it is shown how computer-generated experimental setups can be used in grasping studies. In this context, the motor behaviour while grasping at computergraphic, virtual objects is investigated and related to existing theories about the sensorimotor mechanisms of the reach to grasp movement. Here, the classifcation assistant can be used to identify different motion strategies while grasping at virtual objects.

[1]  N. A. Bernshteĭn The co-ordination and regulation of movements , 1967 .

[2]  T Kuhlen,et al.  Virtual holography in diagnosis and therapy of sensorimotor disturbances. , 1996, Studies in health technology and informatics.

[3]  D W Grieve,et al.  The use of artificial neural networks to identify patients with chronic low-back pain conditions from patterns of sit-to-stand manoeuvres. , 1996, Clinical biomechanics.

[4]  S. A. Wallace,et al.  Temporal constraints in the control of prehensile movement. , 1988, Journal of motor behavior.

[5]  M. Arbib,et al.  Grasping objects: the cortical mechanisms of visuomotor transformation , 1995, Trends in Neurosciences.

[6]  John W. Sammon,et al.  A Nonlinear Mapping for Data Structure Analysis , 1969, IEEE Transactions on Computers.

[7]  Gerhard Sagerer,et al.  Neuronal, Statistisch, Wissensbasiert: Ein Beitrag zur Paradigmendiskussion für die Mustererkennung , 1993, DAGM-Symposium.

[8]  Alfred Ultsch,et al.  Self Organized Feature Maps for Monitoring and Knowledge Aquisition of a Chemical Process , 1993 .

[9]  T Kuhlen,et al.  Virtual reality for physically disabled people. , 1995, Computers in biology and medicine.

[10]  K Radermacher,et al.  The influence of LCD shutter glasses on spatial perception in stereoscopic visualization. , 1996, Studies in health technology and informatics.

[11]  Heinrich H. Bülthoff,et al.  Eye-Hand Coordination for 3-D Oriented Objects , 1995 .

[12]  Berthold Schneider Neuronale Netze in der Medizin / Neural Networks in Medicine , 1994, Informationstechnik Tech. Inform..

[13]  Stephen P. Banks,et al.  Signal Processing, Image Processing and Pattern Recognition , 1991 .

[14]  P. Fitts The information capacity of the human motor system in controlling the amplitude of movement. , 1954, Journal of experimental psychology.

[15]  L. Fogassi,et al.  Prehension movements directed to approaching objects: Influence of stimulus velocity on the transport and the grasp components , 1992, Neuropsychologia.

[16]  Christine L. MacKenzie,et al.  Functional relationships between grasp and transport components in a prehension task , 1990 .

[17]  A. Wing,et al.  Grasp size and accuracy of approach in reaching. , 1986, Journal of motor behavior.

[18]  C S Pattichis,et al.  Medical diagnostic systems: a case for neural networks. , 1994, Technology and health care : official journal of the European Society for Engineering and Medicine.

[19]  Jorma Laaksonen,et al.  SOM_PAK: The Self-Organizing Map Program Package , 1996 .

[20]  Teuvo Kohonen,et al.  Self-organization and associative memory: 3rd edition , 1989 .

[21]  Torsten Kuhlen,et al.  Comparative analysis of fuzzy ART and ART-2A network clustering performance , 1998, IEEE Trans. Neural Networks.

[22]  Michael Deering,et al.  High resolution virtual reality , 1992, SIGGRAPH.

[23]  B. Moore,et al.  ART1 and pattern clustering , 1989 .

[24]  F. J. J. Buytendijk,et al.  Allgemeine Theorie der menschlichen Haltung und Bewegung , 1956 .

[25]  Ferdinand Binkofski,et al.  Residual sensorimotor functions in a patient after right-sided hemispherectomy , 1991, Neuropsychologia.

[26]  T. Kohonen Self-organized formation of topology correct feature maps , 1982 .

[27]  Anne-Kathrin Lauer Literaturverzeichnis. , 1935, Die Nichtangriffsverpflichtung im deutschen und europäischen Kartellrecht.

[28]  Milan Sonka,et al.  Image Processing, Analysis and Machine Vision , 1993, Springer US.

[29]  T. Kuhlen,et al.  Virtuelle Realität - Anwendungen in der Robotik , 1994, PIK Prax. Informationsverarbeitung Kommun..

[30]  James R. Whiteley,et al.  A similarity-based approach to interpretation of sensor data using adaptive resonance theory , 1994 .

[31]  Torsten Kuhlen,et al.  Dreidimensionale Visualisierungstechniken in der Untersuchung von Greifbewegungen , 1996, Bildverarbeitung für die Medizin.

[32]  Maria A. Tovar,et al.  Augmenting reality in rehabilitation medicine , 1994, Artif. Intell. Medicine.

[33]  Alfred Ultsch,et al.  Self-Organizing-Feature-Maps versus Statistical Clustering Methods: A Benchmark , 1994 .

[34]  M. Jeannerod,et al.  Orienting the finger opposition space during prehension movements. , 1994, Journal of motor behavior.

[35]  Stephen Grossberg,et al.  The ART of adaptive pattern recognition by a self-organizing neural network , 1988, Computer.

[36]  Grigore C. Burdea,et al.  A Portable Dextrous Master with Force Feedback , 1992, Presence: Teleoperators & Virtual Environments.

[37]  J. F. Soechting,et al.  Invariant characteristics of a pointing movement in man , 1981, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[38]  M. Gentilucci,et al.  Temporal coupling between transport and grasp components during prehension movements: effects of visual perturbation , 1992, Behavioural Brain Research.

[39]  M. Jeannerod,et al.  Selective perturbation of visual input during prehension movements , 2004, Experimental Brain Research.

[40]  O. Simula,et al.  Monitoring And Modeling Of Complex Processes Using Hierarchical Self-organizing Maps , 1996, 1996 IEEE International Symposium on Circuits and Systems. Circuits and Systems Connecting the World. ISCAS 96.

[41]  A. Georgopoulos On reaching. , 1986, Annual review of neuroscience.

[42]  Fionn Murtagh,et al.  Cluster Dissection and Analysis: Theory, Fortran Programs, Examples. , 1986 .

[43]  Olli Simula,et al.  Process Monitoring and Visualisation Using Self-Organizing Maps , 1995 .

[44]  Tamar Flash,et al.  The Organization of Human Arm Trajectory Control , 1990 .

[45]  Kurt Goldstein Über Zeigen und Greifen , 1971 .

[46]  Hans-Joachim Freund Die kortikale Organisation der Sensomotorik , 1997 .

[47]  J. Napier The prehensile movements of the human hand. , 1956, The Journal of bone and joint surgery. British volume.

[48]  G. Rizzolatti,et al.  Influence of different types of grasping on the transport component of prehension movements , 1991, Neuropsychologia.

[49]  I Söderkvist,et al.  Determining the movements of the skeleton using well-configured markers. , 1993, Journal of biomechanics.

[50]  Naohiro Fukumura,et al.  A computational model for recognizing objects and planning hand shapes in grasping movements , 1995, Neural Networks.

[51]  Eadweard Muybridge,et al.  The Human Figure in Motion , 1955 .

[52]  K M Heilman,et al.  Three-dimensional computergraphic analysis of apraxia. Neural representations of learned movement. , 1990, Brain : a journal of neurology.

[53]  Yoshua Bengio,et al.  Pattern Recognition and Neural Networks , 1995 .

[54]  Olli Simula,et al.  Patient Grouping Using Self-Organizing Map , 1995 .

[55]  Leslie G. Ungerleider Two cortical visual systems , 1982 .

[56]  M. Jeannerod,et al.  Prehension Movements: The Visuomotor Channels Hypothesis Revisited , 1996 .

[57]  M. Jeannerod Intersegmental coordination during reaching at natural visual objects , 1981 .

[58]  Takeo Kanade,et al.  Visual Tracking of High DOF Articulated Structures: an Application to Human Hand Tracking , 1994, ECCV.

[59]  M A Arbib,et al.  Schemas for the temporal organization of behaviour. , 1985, Human neurobiology.

[60]  John A. Hartigan,et al.  Clustering Algorithms , 1975 .

[61]  Kirsti Grobel,et al.  Real-time hand-arm motion analysis using a single video camera , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[62]  M. Jeannerod The timing of natural prehension movements. , 1984, Journal of motor behavior.

[63]  G Rau,et al.  Ergonomic design aspects in interaction between man and technical systems in medicine. , 1982, Medical progress through technology.

[64]  D A Rosenbaum,et al.  A model for reaching control. , 1993, Acta psychologica.

[65]  W. Penfield The Cerebral Cortex of Man , 1950 .

[66]  Umberto Castiello,et al.  Insights into the reach to grasp movement , 1994 .

[67]  Constantinos S. Pattichis,et al.  Unsupervised learning in computer aided macroelectromyography , 1991, [1991] Computer-Based Medical Systems@m_Proceedings of the Fourth Annual IEEE Symposium.

[68]  Simon Haykin,et al.  Neural Networks: A Comprehensive Foundation , 1998 .

[69]  Paul Richard,et al.  Effect of Frame Rate and Force Feedback on Virtual Object Manipulation , 1996, Presence: Teleoperators & Virtual Environments.

[70]  T. Flash,et al.  The coordination of arm movements: an experimentally confirmed mathematical model , 1985, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[71]  Teuvo Kohonen,et al.  Self-Organizing Maps , 2010 .

[72]  Robert F. Schmidt Grundriß der Neurophysiologie , 1972 .

[73]  M. Jeannerod,et al.  Constraints on human arm movement trajectories. , 1987, Canadian journal of psychology.

[74]  Stephen R. Ellis,et al.  The Relationship of Binocular Convergence and Errors in Judged Distance to Virtual Objects , 1995 .

[75]  Michael W. Whittle,et al.  Clinical gait analysis: A review , 1996 .

[76]  Andreas Zell,et al.  Simulation neuronaler Netze , 1994 .

[77]  V. Leitáo,et al.  Computer Graphics: Principles and Practice , 1995 .

[78]  Michael Schmitt,et al.  APPLYING VIRTUAL REALITY TO DIAGNOSIS AND THERAPY OF SENSORIMOTOR DISTURBANCES , 1995 .

[79]  Zygmunt Pizlo,et al.  Issues in the design of studies to test the effectiveness of stereo imaging , 1996, IEEE Trans. Syst. Man Cybern. Part A.

[80]  M. Jeannerod Mechanisms of visuomotor coordination: A study in normal and brain-damaged subjects , 1986, Neuropsychologia.