Genetic Programming IV: Routine Human-Competitive Machine IntelligenceGenetic 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 |
Contents
I | 1 |
II | 3 |
IV | 4 |
V | 5 |
VI | 6 |
VII | 7 |
VIII | 10 |
IX | 14 |
CXCII | 263 |
CXCIII | 264 |
CXCVI | 267 |
CXCVIII | 274 |
CXCIX | 275 |
CCI | 278 |
CCVI | 279 |
CCVIII | 281 |
X | 15 |
XII | 19 |
XIII | 20 |
XIV | 21 |
XV | 22 |
XVI | 23 |
XVII | 25 |
XVIII | 29 |
XX | 31 |
XXI | 34 |
XXII | 38 |
XXIV | 39 |
XXV | 40 |
XXVII | 41 |
XXIX | 42 |
XXXI | 45 |
XXXII | 49 |
XXXIII | 50 |
XXXIV | 52 |
XXXV | 53 |
XXXVI | 58 |
XXXVII | 59 |
XXXVIII | 60 |
XXXIX | 61 |
XLI | 62 |
XLIII | 64 |
XLIV | 65 |
XLV | 67 |
XLVII | 68 |
XLVIII | 69 |
XLIX | 70 |
LI | 71 |
LII | 73 |
LIV | 74 |
LVI | 75 |
LVIII | 78 |
LIX | 87 |
LX | 88 |
LXIII | 89 |
LXV | 95 |
LXVII | 96 |
LXVIII | 102 |
LXIX | 111 |
LXX | 112 |
LXXI | 113 |
LXXII | 114 |
LXXIII | 115 |
LXXV | 119 |
LXXVII | 120 |
LXXIX | 121 |
LXXX | 122 |
LXXXI | 123 |
LXXXII | 125 |
LXXXIV | 127 |
LXXXVI | 129 |
LXXXVII | 131 |
LXXXVIII | 134 |
LXXXIX | 135 |
XC | 138 |
XCII | 139 |
XCIII | 140 |
XCIV | 141 |
XCV | 142 |
XCVI | 143 |
XCVII | 145 |
XCVIII | 147 |
XCIX | 148 |
C | 149 |
CI | 150 |
CII | 151 |
CIII | 152 |
CIV | 153 |
CVI | 154 |
CVII | 156 |
CVIII | 157 |
CIX | 158 |
CX | 159 |
CXIII | 160 |
CXV | 161 |
CXVI | 162 |
CXVIII | 163 |
CXXII | 165 |
CXXIII | 168 |
CXXVI | 169 |
CXXVIII | 171 |
CXXIX | 172 |
CXXX | 173 |
CXXXII | 174 |
CXXXIV | 175 |
CXXXV | 177 |
CXXXVII | 178 |
CXXXVIII | 179 |
CXXXIX | 181 |
CXL | 186 |
CXLIII | 187 |
CXLV | 188 |
CXLVI | 195 |
CXLVII | 196 |
CXLVIII | 197 |
CL | 198 |
CLI | 199 |
CLII | 202 |
CLIII | 203 |
CLIV | 205 |
CLV | 206 |
CLVI | 207 |
CLVII | 209 |
CLIX | 210 |
CLX | 211 |
CLXI | 212 |
CLXII | 216 |
CLXIV | 219 |
CLXV | 220 |
CLXVI | 221 |
CLXVIII | 223 |
CLXX | 224 |
CLXXII | 225 |
CLXXIV | 226 |
CLXXV | 227 |
CLXXVI | 229 |
CLXXVII | 230 |
CLXXVIII | 231 |
CLXXIX | 234 |
CLXXXI | 243 |
CLXXXII | 244 |
CLXXXIII | 248 |
CLXXXIV | 250 |
CLXXXVII | 251 |
CLXXXVIII | 255 |
CLXXXIX | 256 |
CXC | 259 |
CXCI | 262 |
CCIX | 282 |
CCX | 283 |
CCXI | 284 |
CCXIII | 286 |
CCXIV | 290 |
CCXV | 291 |
CCXVII | 292 |
CCXVIII | 293 |
CCXX | 296 |
CCXXI | 299 |
CCXXII | 300 |
CCXXIII | 301 |
CCXXIV | 302 |
CCXXV | 303 |
CCXXVI | 304 |
CCXXVII | 305 |
CCXXIX | 306 |
CCXXX | 307 |
CCXXXI | 308 |
CCXXXII | 309 |
CCXXXIII | 310 |
CCXXXV | 311 |
CCXXXVI | 312 |
CCXXXVIII | 313 |
CCXXXIX | 314 |
CCXL | 315 |
CCXLI | 318 |
CCXLII | 324 |
CCXLV | 326 |
CCXLVII | 328 |
CCXLVIII | 331 |
CCXLIX | 332 |
CCL | 333 |
CCLI | 334 |
CCLII | 335 |
CCLIV | 339 |
CCLVI | 341 |
CCLVII | 342 |
CCLIX | 343 |
CCLXII | 344 |
CCLXIII | 348 |
CCLXVI | 349 |
CCLXVIII | 350 |
CCLXIX | 357 |
CCLXX | 358 |
CCLXXII | 359 |
CCLXXIV | 360 |
CCLXXV | 364 |
CCLXXVII | 365 |
CCLXXIX | 366 |
CCLXXX | 367 |
CCLXXXI | 371 |
CCLXXXII | 374 |
CCLXXXIII | 375 |
CCLXXXVII | 376 |
CCLXXXVIII | 382 |
CCLXXXIX | 385 |
CCXCI | 387 |
CCXCII | 388 |
CCXCIV | 389 |
CCXCVI | 390 |
CCXCIX | 398 |
CCC | 402 |
CCCI | 411 |
CCCII | 412 |
CCCIV | 413 |
CCCV | 414 |
CCCVI | 415 |
CCCVIII | 418 |
CCCIX | 419 |
CCCXI | 421 |
CCCXII | 423 |
CCCXIII | 424 |
CCCXV | 426 |
CCCXVII | 428 |
CCCXVIII | 429 |
CCCXIX | 430 |
CCCXX | 431 |
CCCXXI | 432 |
CCCXXIII | 433 |
CCCXXV | 434 |
CCCXXVI | 435 |
CCCXXVII | 436 |
CCCXXVIII | 437 |
CCCXXIX | 440 |
CCCXXX | 441 |
CCCXXXI | 442 |
CCCXXXIII | 444 |
CCCXXXV | 451 |
CCCXXXVI | 454 |
CCCXXXVIII | 457 |
CCCXXXIX | 458 |
CCCXL | 461 |
CCCXLII | 464 |
CCCXLIII | 466 |
CCCXLV | 469 |
CCCXLVI | 473 |
CCCXLVII | 476 |
CCCXLVIII | 478 |
CCCXLIX | 481 |
CCCL | 482 |
CCCLI | 483 |
CCCLII | 484 |
CCCLIV | 486 |
CCCLV | 495 |
CCCLVI | 496 |
CCCLVII | 497 |
CCCLVIII | 499 |
CCCLIX | 500 |
CCCLXI | 504 |
CCCLXII | 505 |
CCCLXIV | 506 |
CCCLXV | 507 |
CCCLXVI | 510 |
CCCLXVII | 511 |
CCCLXVIII | 515 |
CCCLXIX | 516 |
CCCLXXI | 517 |
CCCLXXII | 518 |
CCCLXXIII | 523 |
CCCLXXVIII | 524 |
CCCLXXIX | 526 |
CCCLXXX | 529 |
CCCLXXXI | 530 |
CCCLXXXIII | 531 |
CCCLXXXIV | 533 |
CCCLXXXV | 539 |
CCCLXXXVI | 549 |
CCCLXXXVIII | 553 |
| 573 | |
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Common terms and phrases
amplifier antenna argument arithmetic-performing subtrees Åström and Hägglund automatic synthesis automatically create automatically defined functions average absolute error behavior best-of-run circuit best-of-run controller capacitor chapter chemical reaction chemical reaction function circuit-constructing program tree components connected controller's crossover cubic function developing circuit domain electrical circuits elliptic filter feedback fitness measure Forrest H free variables frequency function set genetic algorithm genetic programming Glycerol human-competitive results inductors initial circuit ITAE Keane Koza lowpass filter millivolts modifiable wire modular angle netlist network of chemical node parameterized controller parameterized topologies passband passband boundary patented circuit perturbable numerical value PID controller plant output population preparatory steps probe point produced by genetic reference signal representing resistor result-producing branch RLOAD run of genetic S-expression SAFE-CUT simulated annealing specified SPICE simulator stopband subcircuit definition SUBCKT substrate sum-integrator T-section terminal set test fixture three-lag plant time-domain topology transistor tuning rules two-lag plant U.S. patent Volts VOUT