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portada neurocontrol: learning control systems inspired by neuronal architectures and human problem solving strategies
Type
Physical Book
Publisher
Year
1992
Language
English
Pages
214
Format
Paperback
Dimensions
24.4 x 17.0 x 1.2 cm
Weight
0.37 kg.
ISBN
3540550577
ISBN13
9783540550570

neurocontrol: learning control systems inspired by neuronal architectures and human problem solving strategies

H. Tolle (Author) · E. Ersü (Author) · Springer · Paperback

neurocontrol: learning control systems inspired by neuronal architectures and human problem solving strategies - Tolle, H. ; Ersü, E.

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Synopsis "neurocontrol: learning control systems inspired by neuronal architectures and human problem solving strategies"

Since heavily non-linear and/or very complex processes still pose a problem for automatic control, they can often be handled easily by human operators. The book describes re- sults from ten years of research on learning control loops, which imitate these abilities. After discussing the diffe- rencesto adaptive control some background on human informa- tion processing and behaviour is put forward and some lear- ning control loop structure related to these ideas is shown. The ability to learn is due to memories, which are able to interpolate for multi-dimensional input spaces between scat- tered output values. A neuronally and mathematically inspi- red memory lay out-are compared and it is shown that they learn much faster thanbackpropagation neural networks, which can also be used. For the learning control loop diffe- rent architectures are given. Their usefulness is demonstra- ted by simulation and results from applications to real pi- lot plants. The book should be of interest for control engi- neers as well as researchers in neural net applications and/or artificial intelligence. The usual mathematical back- ground of engineers is sufficient.

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The book is written in English.
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