layerfactory.cpp 4.6 KB

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  1. //
  2. // C++ Implementation: layerfactory
  3. //
  4. // Description:
  5. //
  6. //
  7. // Author: Frank Michler,,, <frank@pc13365>, (C) 2010
  8. //
  9. // Copyright: See COPYING file that comes with this distribution
  10. //
  11. //
  12. #include "sys.hpp" // for libcwd
  13. #include "debug.hpp" // for libcwd
  14. #include "layer.hpp"
  15. #include "layer/iaf_psc_exp.h"
  16. #include "layerfactory.hpp"
  17. layer* createDecoLifLayer(int Size, NeuronPhysioType NPType);
  18. layer* createIzhikevich8Layer(int Size, NeuronPhysioType NPType);
  19. layer* createIzhikevich8Layer_Default(int Size);
  20. layer* createIzhikevich8Layer_Integrator(int Size);
  21. layer* createIzhikevich9Layer(int Size, NeuronPhysioType NPType);
  22. layer* createIzhikevich9Layer_Default(int Size);
  23. layer* createIzhikevich9Layer_Integrator(int Size);
  24. layer* createLayer_iaf_psc_exp(int size);
  25. layer* createLayer(int Size, NeuronModelType MType, NeuronPhysioType NPType)
  26. {
  27. layer* RetLayer=NULL;
  28. switch (MType) {
  29. case NMType_DecoLif:
  30. RetLayer = createDecoLifLayer(Size, NPType );
  31. break;
  32. case NMType_Izhikevich8:
  33. RetLayer = createIzhikevich8Layer(Size, NPType);
  34. break;
  35. case NMType_iaf_psc_exp:
  36. RetLayer = createLayer_iaf_psc_exp(Size);
  37. break;
  38. default:
  39. RetLayer=NULL;
  40. break;
  41. }
  42. return RetLayer;
  43. }
  44. layer* createDecoLifLayer(int Size, NeuronPhysioType NPType)
  45. {
  46. layer* RetLayer=NULL;
  47. switch (NPType) {
  48. case NPType_Excitatory:
  49. {
  50. float NmdaAmpaRatio=0.3;
  51. DecoLifLayer* tmplayer = new DecoLifLayer(Size, DecoParaExcitatory);
  52. const float DECO_LIF_NOISE_3_HZ = 0.05294; // Noise: 3 Hz Background Firing Rate
  53. tmplayer->SetNoiseAmplitude(DECO_LIF_NOISE_3_HZ);
  54. tmplayer->SetNmdaAmpaRatio(NmdaAmpaRatio);
  55. RetLayer = tmplayer;
  56. }
  57. break;
  58. default: RetLayer=NULL;
  59. }
  60. return RetLayer;
  61. }
  62. layer* createIzhikevich8Layer(int Size, NeuronPhysioType NPType)
  63. {
  64. layer* RetLayer=NULL;
  65. switch (NPType) {
  66. case NPType_Integrator:
  67. RetLayer = createIzhikevich8Layer_Integrator(Size);
  68. break;
  69. case NPType_Excitatory:
  70. default:
  71. RetLayer = createIzhikevich8Layer_Default(Size);
  72. break;
  73. }
  74. return RetLayer;
  75. }
  76. layer* createIzhikevich8Layer_Default(int Size)
  77. {
  78. const float NmdaAmpaRatio=0.3;
  79. izh8layer* tmplayer = new izh8layer(Size, IzhParaRegularSpiking);
  80. tmplayer->SetTauGaba(13.5, 100);
  81. tmplayer->SetTauAmpa(0.5, 2.4);
  82. tmplayer->SetTauNmda(10, 100);
  83. tmplayer->SetNoiseAmplitude(0.259545);
  84. tmplayer->SetBalancedInhibition(1.58025);
  85. tmplayer->SetNmdaAmpaRatio(NmdaAmpaRatio);
  86. return tmplayer;
  87. }
  88. layer* createIzhikevich8Layer_Integrator(int Size)
  89. {
  90. const float NmdaAmpaRatio=0.3;
  91. izh8layer* tmplayer = new izh8layer(Size, IzhParaIntegrator2);
  92. tmplayer->SetTauGaba(13.5, 100);
  93. tmplayer->SetTauAmpa(0.5, 2.4);
  94. tmplayer->SetTauNmda(10, 100);
  95. tmplayer->SetNoiseAmplitude(0.172989);
  96. tmplayer->SetBalancedInhibition(1.48085);
  97. tmplayer->SetNmdaAmpaRatio(NmdaAmpaRatio);
  98. return tmplayer;
  99. }
  100. layer* createIzhikevich9Layer(int Size, NeuronPhysioType NPType)
  101. {
  102. layer* RetLayer=NULL;
  103. switch (NPType) {
  104. case NPType_Integrator:
  105. RetLayer = createIzhikevich9Layer_Integrator(Size);
  106. break;
  107. case NPType_Excitatory:
  108. default:
  109. RetLayer = createIzhikevich9Layer_Default(Size);
  110. break;
  111. }
  112. return RetLayer;
  113. }
  114. /** never used
  115. */
  116. layer* createIzhikevich9Layer_Default(int Size)
  117. {
  118. const float NmdaAmpaRatio=0.3;
  119. izh9layer* tmplayer = new izh9layer(Size, IzhParaRegularSpiking);
  120. tmplayer->SetTauAmpa(0.5, 2.4);
  121. tmplayer->SetTauNmda(10, 100);
  122. tmplayer->SetNoiseAmplitude(0.259545);
  123. tmplayer->SetBalancedInhibition(1.58025);
  124. tmplayer->SetNmdaAmpaRatio(NmdaAmpaRatio);
  125. return tmplayer;
  126. }
  127. layer* createIzhikevich9Layer_Integrator(int Size)
  128. {
  129. float NmdaAmpaRatio=0.3;
  130. izh9layer* tmplayer = new izh9layer(Size, IzhParaIntegrator2);
  131. tmplayer->SetTauAmpa(0.5, 2.4);
  132. tmplayer->SetTauNmda(10, 100);
  133. tmplayer->SetNoiseAmplitude(0.172989);
  134. tmplayer->SetBalancedInhibition(2.07651);
  135. tmplayer->SetNmdaAmpaRatio(NmdaAmpaRatio);
  136. return tmplayer;
  137. }
  138. layer* createLayer_iaf_psc_exp(int size)
  139. {
  140. iaf_psc_exp* tmplayer = new iaf_psc_exp(size);
  141. double Tau = 20.;
  142. double C = 1.0;
  143. double t_ref = 2.0;
  144. double U0 = 0;
  145. double I_e = 0.;
  146. double Theta = 20; // V_th
  147. double V_reset = 10;
  148. double tau_ex = 2.0;
  149. double tau_in = 2.0;
  150. tmplayer->P_.set(Tau, C, t_ref, U0, I_e, Theta, V_reset, tau_ex, tau_in);
  151. tmplayer->calibrate();
  152. return tmplayer;
  153. }