Genetic Programming IV: Routine Human-Competitive Machine Intelligence

Copertina anteriore
Springer Science & Business Media, 14 set 2005 - 590 pagine

Genetic Programming IV: Routine Human-Competitive Machine Intelligence presents the application of GP to a wide variety of problems involving automated synthesis of controllers, circuits, antennas, genetic networks, and metabolic pathways. The book describes fifteen instances where GP has created an entity that either infringes or duplicates the functionality of a previously patented 20th-century invention, six instances where it has done the same with respect to post-2000 patented inventions, two instances where GP has created a patentable new invention, and thirteen other human-competitive results. The book additionally establishes:

GP now delivers routine human-competitive machine intelligence

GP is an automated invention machine

GP can create general solutions to problems in the form of parameterized topologies

GP has delivered qualitatively more substantial results in synchrony with the relentless iteration of Moore's Law

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Pagine selezionate

Sommario

Introduction
1
Background on Genetic Programming
29
Automatic Synthesis of Controllers
49
31
115
38
124
Automatic Synthesis of Circuits
129
39
150
NAND Circuit Problem
158
Automatic Synthesis of Parameterized Topologies for Circuits
301
a Free Variable for the Passband Boundary
331
Automatic Synthesis of Parameterized Topologies with Conditional
341
Automatic Synthesis of Improved Tuning Rules for PID Controllers
367
Automatic Synthesis of Parameterized Topologies
387
Reinvention of Negative Feedback
413
Automated Reinvention of Six Post2000 Patented Circuits
421
Active Filter
473

Automatic Synthesis of Circuit Topology Sizing
175
Automatic Synthesis of Antennas
205
Automatic Synthesis of Genetic Networks
221
Automatic Synthesis of Metabolic Pathways
229
Differential Equations
256
Automatic Synthesis of Parameterized Topologies for Controllers
281
Problems for Which Genetic Programming May Be Well Suited
483
Parallel Implementation and Computer Time
515
Historical Perspective on Moores Law and the Progression
523
Genetic Programming
551
Index
575
Copyright

Altre edizioni - Visualizza tutto

Genetic Programming IV: Routine Human-Competitive Machine Intelligence
John R. Koza,Martin A. Keane,Matthew J. Streeter,William Mydlowec,Jessen Yu,Guido Lanza
Anteprima limitata - 2005
Genetic Programming IV
John R. Koza
Anteprima limitata - 2003
Genetic Programming IV: Routine Human-Competitive Machine Intelligence
John R. Koza,Martin A. Keane,Matthew J. Streeter,William Mydlowec,Jessen Yu,Guido Lanza
Anteprima non disponibile - 2005

Parole e frasi comuni

analog circuit antenna argument arithmetic-performing subtrees Åström and Hägglund Åström-Hägglund automatic synthesis automatically create automatically defined functions behavior best-of-generation best-of-run circuit best-of-run controller capacitor chapter chemical reaction chemical reaction function circuit-constructing program tree components connected constrained syntactic structure controller’s crossover developing circuit domain electrical circuits elliptic filter embryo fitness measure free variables frequency function set functions and terminals gain genetic algorithm genetic programming genetically evolved controller Glycerol human user inductors initial circuit integral invention ITAE Keane Koza lowpass filter millivolts modifiable wire modular angle netlist network of chemical node numerical parameter values parameterized controller parameterized topology passband passband boundary perturbable numerical value PID controller plant output population preparatory steps produced by genetic RC circuit reference signal representing resistor result-producing branch run of genetic S-expression signal-processing blocks simulated annealing specified SPICE simulator stopband subcircuit definition substrate sum-integrator terminal set test fixture three-lag plant topology transistor tuning rules Volts

Informazioni bibliografiche

TitoloGenetic Programming IV: Routine Human-Competitive Machine Intelligence
Volume 5 di Genetic Programming
AutoriJohn R. Koza, Martin A. Keane, Matthew J. Streeter, William Mydlowec, Jessen Yu, Guido Lanza
Edizioneillustrata
EditoreSpringer Science & Business Media, 2005
ISBN0387264175, 9780387264172
Lunghezza590 pagine
  
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