(Old Outdated Code) PCN vs LCN - 10 stations - Amsterdam

(New Code) PCN vs LCN - 10 stations - Amsterdam

Nr. Groups PCN LCN_nd LCN_optmax LCN_ndmean GPI-LS
2 1. 42
  1. 1234
  2. 3405
  3. 7362
  4. 6982 ✅ ‣ | 1. 42
  5. 1234
  6. 3405
  7. 7362
  8. 6982 ✅ ‣ | 1. 42
  9. 1234
  10. 3405
  11. 7362
  12. 6982 ✅ ‣ | 1. 42
  13. 1234
  14. 3405
  15. 7362
  16. 6982 ✅ ‣ | 1. 42
  17. 1234
  18. 3405
  19. 7362
  20. 6982 ✅ ‣ | | 3 | 1. 42
  21. 1234
  22. 3405
  23. 7362
  24. 6982 ✅ ‣ | 1. 42
  25. 1234
  26. 3405
  27. 7362
  28. 6982 ✅ ‣ | 1. 42
  29. 1234
  30. 3405
  31. 7362
  32. 6982 ✅ ‣ | 1. 42
  33. 1234
  34. 3405
  35. 7362
  36. 6982 ✅ ‣ | 1. 42
  37. 1234
  38. 3405
  39. 7362
  40. 6982 ✅ ‣ | | 4 | 1. 42
  41. 1234
  42. 3405
  43. 7362
  44. 6982 ✅ ‣ | 1. 42
  45. 1234
  46. 3405
  47. 7362
  48. 6982 ✅ ‣ | 1. 42
  49. 1234
  50. 3405
  51. 7362
  52. 6982 ✅ ‣ | 1. 42
  53. 1234
  54. 3405
  55. 7362
  56. 6982 ✅ ‣ | 1. 42
  57. 1234
  58. 3405
  59. 7362
  60. 6982 ✅ ‣ | | 5 | 1. 42
  61. 1234
  62. 3405
  63. 7362
  64. 6982 ✅ ‣ | 1. 42
  65. 1234
  66. 3405
  67. 7362
  68. 6982 ✅ ‣ | 1. 42
  69. 1234
  70. 3405
  71. 7362
  72. 6982 ✅ ‣ | 1. 42
  73. 1234
  74. 3405
  75. 7362
  76. 6982 ✅ ‣ | 1. 42
  77. 1234
  78. 3405
  79. 7362
  80. 6982 ✅ ‣ | | 6 | 1. 42
  81. 1234
  82. 3405
  83. 7362
  84. 6982 ✅ ‣ | 1. 42
  85. 1234
  86. 3405
  87. 7362
  88. 6982 ✅ ‣ | 1. 42
  89. 1234
  90. 3405
  91. 7362
  92. 6982 ✅ ‣ | 1. 42
  93. 1234
  94. 3405
  95. 7362
  96. 6982 ✅ ‣ | | | 7 | 1. 42
  97. 1234
  98. 3405
  99. 7362
  100. 6982 ✅ ‣ | 1. 42
  101. 1234
  102. 3405
  103. 7362
  104. 6982 ✅ ‣ | 1. 42
  105. 1234
  106. 3405
  107. 7362
  108. 6982 ✅ ‣ | 1. 42
  109. 1234
  110. 3405
  111. 7362
  112. 6982 ✅ ‣ | | | 8 | 1. 42
  113. 1234
  114. 3405
  115. 7362
  116. 6982 ✅ ‣ | 1. 42
  117. 1234
  118. 3405
  119. 7362
  120. 6982 ✅ ‣ | 1. 42
  121. 1234
  122. 3405
  123. 7362
  124. 6982 ✅ ‣ | 1. 42
  125. 1234
  126. 3405
  127. 7362
  128. 6982 ✅ ‣ | | | 9 | 1. 42
  129. 1234
  130. 3405
  131. 7362
  132. 6982 ✅ ‣ | 1. 42
  133. 1234
  134. 3405
  135. 7362
  136. 6982 ✅ ‣ | 1. 42
  137. 1234
  138. 3405
  139. 7362
  140. 6982 ✅ ‣ | 1. 42
  141. 1234
  142. 3405
  143. 7362
  144. 6982 ✅ ‣ | | | 10 | 1. 42
  145. 1234
  146. 3405
  147. 7362
  148. 6982 ✅ ‣ | 1. 42
  149. 1234
  150. 3405
  151. 7362
  152. 6982 ✅ ‣ | 1. 42
  153. 1234
  154. 3405
  155. 7362
  156. 6982 ✅ ‣ | 1. 42
  157. 1234
  158. 3405
  159. 7362
  160. 6982 ✅ ‣ | |

PCN vs LCN - 20 Stations - Xi’an

(New Code) PCN vs LCN - 20 stations - Xi’an

Nr. Groups PCN LCN_nd LCN_optmax LCN_ndmean GPI-LS
2 1. 42
  1. 1234
  2. 3405
  3. 7362
  4. 6982 ✅ | 1. 42
  5. 1234
  6. 3405
  7. 7362
  8. 6982 ✅ | 1. 42
  9. 1234
  10. 3405
  11. 7362
  12. 6982 ✅ | 1. 42
  13. 1234
  14. 3405
  15. 7362
  16. 6982 ✅ | 1. 42
  17. 1234
  18. 3405
  19. 7362
  20. 6982 ✅ ‣ | | 3 | 1. 42
  21. 1234
  22. 3405
  23. 7362
  24. 6982 ✅ | 1. 42
  25. 1234
  26. 3405
  27. 7362
  28. 6982 ✅ | 1. 42
  29. 1234
  30. 3405
  31. 7362
  32. 6982 ✅ | 1. 42
  33. 1234
  34. 3405
  35. 7362
  36. 6982 ✅ | 1. 42
  37. 1234
  38. 3405
  39. 7362
  40. 6982 ✅ ‣ | | 4 | 1. 42
  41. 1234
  42. 3405
  43. 7362
  44. 6982 ✅ | 1. 42
  45. 1234
  46. 3405
  47. 7362
  48. 6982 ✅ | 1. 42
  49. 1234
  50. 3405
  51. 7362
  52. 6982 ✅ | 1. 42
  53. 1234
  54. 3405
  55. 7362
  56. 6982 ✅ | 1. 42
  57. 1234
  58. 3405
  59. 7362
  60. 6982 ✅ ‣ | | 5 | 1. 42
  61. 1234
  62. 3405
  63. 7362
  64. 6982 ✅ | 1. 42
  65. 1234
  66. 3405
  67. 7362
  68. 6982 ✅ | 1. 42
  69. 1234
  70. 3405
  71. 7362
  72. 6982 ✅ | 1. 42
  73. 1234
  74. 3405
  75. 7362
  76. 6982 ✅ | 1. 42
  77. 1234
  78. 3405
  79. 7362
  80. 6982 ✅ ‣ | | 6 | 1. 42
  81. 1234
  82. 3405
  83. 7362
  84. 6982 ✅ | 1. 42
  85. 1234
  86. 3405
  87. 7362
  88. 6982 ✅ | 1. 42
  89. 1234
  90. 3405
  91. 7362
  92. 6982 ✅ | 1. 42
  93. 1234
  94. 3405
  95. 7362
  96. 6982 ✅ | 1. 42
  97. 1234
  98. 3405
  99. 7362
  100. 6982 ✅ ‣ | | 7 | 1. 42
  101. 1234
  102. 3405
  103. 7362
  104. 6982 ✅ | 1. 42
  105. 1234
  106. 3405
  107. 7362
  108. 6982 ✅ | 1. 42
  109. 1234
  110. 3405
  111. 7362
  112. 6982 ✅ | 1. 42
  113. 1234
  114. 3405
  115. 7362
  116. 6982 ✅ | | | 8 | 1. 42
  117. 1234
  118. 3405
  119. 7362
  120. 6982 ✅ | 1. 42
  121. 1234
  122. 3405
  123. 7362
  124. 6982 ✅ | 1. 42
  125. 1234
  126. 3405
  127. 7362
  128. 6982 ✅ | 1. 42
  129. 1234
  130. 3405
  131. 7362
  132. 6982 ✅ | | | 9 | 1. 42
  133. 1234
  134. 3405
  135. 7362
  136. 6982 ✅ | 1. 42
  137. 1234
  138. 3405
  139. 7362
  140. 6982 ✅ | 1. 42
  141. 1234
  142. 3405
  143. 7362
  144. 6982 ✅ | 1. 42
  145. 1234
  146. 3405
  147. 7362
  148. 6982 ✅ | | | 10 | 1. 42
  149. 1234
  150. 3405
  151. 7362
  152. 6982 ✅ | 1. 42
  153. 1234
  154. 3405
  155. 7362
  156. 6982 ✅ | 1. 42
  157. 1234
  158. 3405
  159. 7362
  160. 6982 ✅ | 1. 42
  161. 1234
  162. 3405
  163. 7362
  164. 6982 ✅ | |
Environment PCN LCN_nd LCN_optmax LCN_ndmean GPI-LS
DST 1. 42
  1. 1234
  2. 3405
  3. 7362
  4. 6982 | 1. 42
  5. 1234
  6. 3405
  7. 7362
  8. 6982 | N/A | | |

λ-LCN (interpolate3) - 20 Stations - Xi’an

NEW CODE — λ-LCN (interpolate3) - 20 Stations - Xi’an

Nr. Groups λ=0.0 λ=0.1 λ=0.2 λ=0.3 λ=0.4 λ=0.5 λ=0.6 λ=0.7 λ=0.8 λ=0.9 λ=1.0
3 1. 42
  1. 1234
  2. 3405
  3. 7362
  4. 6982 ✅ | 1. 42
  5. 1234
  6. 3405
  7. 7362
  8. 6982 ✅ | 1. 42
  9. 1234
  10. 3405
  11. 7362
  12. 6982 ✅ | 1. 42
  13. 1234
  14. 3405
  15. 7362
  16. 6982 ✅ | 1. 42
  17. 1234
  18. 3405
  19. 7362
  20. 6982 ✅ | 1. 42
  21. 1234
  22. 3405
  23. 7362
  24. 6982 ✅ | 1. 42
  25. 1234
  26. 3405
  27. 7362
  28. 6982 ✅ | 1. 42
  29. 1234
  30. 3405
  31. 7362
  32. 6982 ✅ | 1. 42
  33. 1234
  34. 3405
  35. 7362
  36. 6982 ✅ | 1. 42
  37. 1234
  38. 3405
  39. 7362
  40. 6982 ✅ | 1. 42
  41. 1234
  42. 3405
  43. 7362
  44. 6982 ✅ | | 6 | 1. 42
  45. 1234
  46. 3405
  47. 7362
  48. 6982 ✅ | 1. 42
  49. 1234
  50. 3405
  51. 7362
  52. 6982 ✅ | 1. 42
  53. 1234
  54. 3405
  55. 7362
  56. 6982 ✅ | 1. 42
  57. 1234
  58. 3405
  59. 7362
  60. 6982 ✅ | 1. 42
  61. 1234
  62. 3405
  63. 7362
  64. 6982 ✅ | 1. 42
  65. 1234
  66. 3405
  67. 7362
  68. 6982 ✅ | 1. 42
  69. 1234
  70. 3405
  71. 7362
  72. 6982 ✅ | 1. 42
  73. 1234
  74. 3405
  75. 7362
  76. 6982 ✅ | 1. 42
  77. 1234
  78. 3405
  79. 7362
  80. 6982 ✅ | 1. 42
  81. 1234
  82. 3405
  83. 7362
  84. 6982 ✅ | 1. 42
  85. 1234
  86. 3405
  87. 7362
  88. 6982 ✅ |

Final Hyperparameters table — 10 Stations Amsterdam

PCN

Nr. Groups batch_size lr er_episodes max_buffer_size model_updates hidden_dim nr_layers
2 256 1e-2 50 50 5 128 1
3 128 1e-2 100 100 5 64 1
4 256 1e-1 100 50 5 64 2
5 128 1e-1 50 50 5 64 2
6 256 1e-2 100 50 5 64 2
7 128 1e-2 50 50 5 64 1
8
9
10
Nr. Groups PCN LCN_nd LCN_optmax LCN_ndmean
2 1. 422. 12343. 3405✅command 1. 422. 12343. 3405 1. 422. 12343. 3405✅command 1. 422. 12343. 3405✅command 1. 422. 12343. 3405✅command

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