Title :
Neurocontrol and neurobiology: new developments and connections
Author :
Werbos, Paul J. ; Pellionisz, Andras J.
Author_Institution :
Nat. Sci. Found., Washington, DC, USA
Abstract :
At McDonnell-Douglas, controllers which combine adaptive critic networks with the use of backpropagation in real time have solved difficult control problems crucial to the feasibility of building the National Aerospace Plane (NASP) able to reach earth orbit. As details emerged, parallels to neurobiology have grown stronger and have begun to lead to empirical possibilities of importance to neuroscience. This has led to thoughts of institutional collaboration facilitating what could become a Newtonian revolution in neuroscience, with cognitive implications as well. The authors elaborate on each of these points. The topics discussed are recent progress in neurocontrol; progress in optimization and reinforcement learning; implications for neurobiology and science policy; and a new view of the brain
Keywords :
aerospace computing; backpropagation; neural nets; National Aerospace Plane; Newtonian revolution; adaptive critic networks; backpropagation; brain; cognitive implications; neurobiology; neurocontrol; optimization; reinforcement learning; Artificial neural networks; Automatic control; Backpropagation; Cloning; Government; Humans; Intelligent networks; NASA; Neuroscience; Robotics and automation;
Conference_Titel :
Neural Networks, 1992. IJCNN., International Joint Conference on
Conference_Location :
Baltimore, MD
Print_ISBN :
0-7803-0559-0
DOI :
10.1109/IJCNN.1992.227146