Artificial neural networks in manufacturing: concepts, applications, and perspectives

SH Huang, HC Zhang - IEEE Transactions on Components …, 1994 - ieeexplore.ieee.org
New approaches and techniques are continuously and rapidly introduced and adopted in
today's manufacturing environment. Recently, there has been an explosion of interest in …

Artificial neural networks for robotics coordinate transformation

S Aylor, L Rabelo, S Alptekin - Computers & industrial engineering, 1992 - Elsevier
Artificial neural networks with such characteristics as learning, graceful degradation, and
speed inherent to parallel distributed architectures might provide a flexible and cost solution …

Sensorimotor self-organization via circular-reactions

D He, H Ogmen - Frontiers in Neurorobotics, 2021 - frontiersin.org
Newborns demonstrate innate abilities in coordinating their sensory and motor systems
through reflexes. One notable characteristic is circular reactions consisting of self-generated …

Reducing the Dimension of the Configuration Space with Self Organizing Neural Networks

L Steffen, K Glueck, S Ulbrich… - 2021 6th IEEE …, 2021 - ieeexplore.ieee.org
For robotics, especially industrial applications, it is crucial to reactively plan safe motions
through efficient algorithms. Planning is more powerful in the configuration space than the …

[图书][B] Self Organizing Feature Maps and Their Application to Robotics

C Sayers - 1991 - Citeseer
The self-organizing feature maps developed by Kohonen appear to capture some of the
advantages of the natural systems on which they are based. A summary of the operation of …

A limit-cycle self-organizing map architecture for stable arm control

DW Huang, RJ Gentili, GE Katz, JA Reggia - Neural Networks, 2017 - Elsevier
Inspired by the oscillatory nature of cerebral cortex activity, we recently proposed and
studied self-organizing maps (SOMs) based on limit cycle neural activity in an attempt to …

Comparing SONN Types for Efficient Robot Motion Planning in the Configuration Space

A Roennau, R Dillmann - … Systems 17: Proceedings of the 17th …, 2023 - books.google.com
Motion planning in the configuration space (C-space) induces benefits, such as smooth
trajectories. It becomes more complex as the degrees of freedom (DOF) increase. This is …

Reference Frames in Human Sensory, Motor, and Cognitive Processing

D He - 2023 - search.proquest.com
Reference-frames, or coordinate systems, are used to express properties and relationships
of objects in the environment. While the use of reference-frames is well understood in …

A self-organizing map architecture for arm reaching based on limit cycle attractors

DW Huang, R Gentili, J Reggia - Proceedings of the 9th EAI International …, 2016 - dl.acm.org
Creating and studying neurocognitive architectures is an active and increasing focus of
research efforts. Based on our recent research that uses neural activity limit cycles in self …

Comparing SONN Types for Efficient Robot Motion Planning in the Configuration Space

L Steffen, T Weyer, K Glueck, S Ulbrich… - International Conference …, 2022 - Springer
Motion planning in the configuration space (C-space) induces benefits, such as smooth
trajectories. It becomes more complex as the degrees of freedom (DOF) increase. This is …