The Book of GENESIS: Exploring Realistic Neural Models with the GEneral NEural SImulation System

Front Cover
Springer Science & Business Media, Dec 6, 2012 - Computers - 458 pages
This is the second edition of a step-by -step tutorial for professionals, researchers and students working in the area of neuroscience in general, and computational neuroscience in particular. It can also be used as an interactive self-study guide to understanding biological neuronal and network structure for those working in the area of artificial neural networks and the cognitive sciences. The tutorials are based upon the GENESIS neural simulation system, which is now being used for teaching and research in at least 26 countries. The following chapters consist of a combination of edited contributions from researchers in computational neuroscience and current users of the system, as well as several chapters that we have written ourselves. This book, and the tutorial simulations on which it is based, grew out of a simulation laboratory accompanying the annual Methods in Computational Neuroscience course taught at the Marine Biological Laboratory in Woods Hole, MA from 1988 to 1992. Since that time, the tutorials have been further developed and refined while being used in courses taught at Caltech and several other institutions, including the Crete course in Computational Neuroscience. For this second edition, we have made many revisions and additions based on comments, suggestions and corrections from members of the GENESIS Users Group, BABEL, and from students and teachers who have used this book.
 

Contents

The HodgkinHuxley Model
4
Single and Few Compartment Models
9
Neural Modeling with GENESIS
17
B GENESIS Script Listings
33
4
35
1
51
5
65
1
78
5
251
Constructing Neural Circuits and Networks
278
7
286
8
299
The Traub Model CA3 Pyramidal Cell
300
Using Experimental Data to Make a tabchannel
307
Implementing CalciumDependent Conductances
314
NMDA Channels
324

5
89
Ion Channels in Bursting Neurons
97
5
118
7
127
8
131
3
138
Chains of Coupled Oscillators
144
4
154
6
162
Signaling Pathways
169
4
189
Introduction to GENESIS Programming
202
5
211
Adding VoltageActivated Channels
225
4
233
Adding Dendrites and Synapses
242
Speeding Up GENESIS Simulations
326
5
338
Experiments with the hsolve Object
346
5
360
7
368
DrawPix Philosophy
382
5
388
6
394
Bibliography
402
About the Authors
409
431
433
John Rinzel Chapter 4 Mathematical Research Branch National Institutes of Health
436
77
438
243
451
17
454
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