Fixed bug in ML_RANS/Data_generation/training_data_maker.py - see #8

ML_RANS/Data_generation/training_data_maker.py

@@ -108,7 +108,7 @@ def read_vector(filename): # Only x,y components
     cx = read_scalar('cx_6')
     cy = read_scalar('cy_6')
     # create array of Re information
-    h = np.ones(shape=(np.shape(U)[0],1),dtype='double')*1.75
+    h = np.ones(shape=(np.shape(U)[0],1),dtype='double')*1.25
     temp_dataset = np.concatenate((U,cx,cy,h,nut),axis=-1)
     total_dataset = np.concatenate((total_dataset,temp_dataset),axis=0)
 

ML_RANS/Testing/means

@@ -1,5 +1,8 @@
 2 6
 (
-(4.079686917592934492e+01 -1.208243514188240608e+00 -3.261139731191171065e-01 5.640163886112639635e-02 1.382706624699276299e+00 1.613694987496413135e-03)
-(6.916749517394584323e+00 5.413467829647387930e+00 5.565129236052048789e-01 4.110704482615899769e-02 5.507583080990012814e-01 2.269512471019279141e-03)
+(4.079686917592934492e+01 -1.208243514188240608e+00 -3.261139731191171065e-01 5.640163886112639635e-02 1.303085616937946556e+00 1.613694987496413135e-03)
+(6.916749517394584323e+00 5.413467829647387930e+00 5.565129236052048789e-01 4.110704482615899769e-02 5.275577461920756273e-01 2.269512471019279141e-03)
 );
+
+
+

ML_RANS/Training/Original/training.log

@@ -1,76 +1,75 @@
 epoch,loss,r2_2,val_loss,val_r2_2
-0,0.17007724272989602,0.8283464,0.08161982012491165,0.9180859
-1,0.07155750537013865,0.92767274,0.052983437490157236,0.94688356
-2,0.027666493221670016,0.97208893,0.017552874508365658,0.9824278
-3,0.015179669625179628,0.98468095,0.012842293161260124,0.9870766
-4,0.012958969376784134,0.9869048,0.011590651729440274,0.9883838
-5,0.010751472286437695,0.98913765,0.010496370567799352,0.98946846
-6,0.009453563742424597,0.9904469,0.012818402191509485,0.9871487
-7,0.007328973367046665,0.9925988,0.006577784729922469,0.9934037
-8,0.006120697324622794,0.99380577,0.00528497522963208,0.9947099
-9,0.00550468476229593,0.9944276,0.005128368814112408,0.9948617
-10,0.005168032448998341,0.9947796,0.004918148166672885,0.9950616
-11,0.0046017558639423195,0.9953514,0.005972903537766952,0.99400437
-12,0.0046607433463641676,0.99528533,0.003885671408012999,0.99610275
-13,0.0045082336350662595,0.9954411,0.004704383737538016,0.9952707
-14,0.004173981033975675,0.99578273,0.004271678532534638,0.9957048
-15,0.00407018475527878,0.99588865,0.003732975051282971,0.99625385
-16,0.0039896965572026625,0.99595994,0.0034276499999640214,0.9965548
-17,0.004075735730603801,0.9958793,0.003737216668082143,0.9962378
-18,0.0037792856111142324,0.99617434,0.004064075458096603,0.9959306
-19,0.0038916663525604884,0.99606043,0.0034765568284489657,0.9965101
-20,0.0037113139874669038,0.9962494,0.0031903009488362345,0.99680066
-21,0.0036857506941421724,0.99627256,0.0035470136221167855,0.9964274
-22,0.003455242151339566,0.9965039,0.0035447586020476295,0.99644023
-23,0.0034734106923036794,0.9964841,0.0037812602713368925,0.99620056
-24,0.0034928216801907077,0.99646616,0.0032329462017389354,0.9967511
-25,0.0034410835292948763,0.99652046,0.003180311331044062,0.9968042
-26,0.0033327623333417327,0.99663424,0.0029872043304977813,0.9970087
-27,0.003317265040661119,0.9966444,0.003824258392581171,0.99616444
-28,0.0034343391393060604,0.99653345,0.0031803556766248995,0.9967924
-29,0.003161974590369959,0.99679804,0.003399427287748771,0.9965885
-30,0.0032691715172912415,0.99669373,0.0027074820777349584,0.9972869
-31,0.003246253205169519,0.9967207,0.0028890870709490694,0.9971047
-32,0.0032339921277863837,0.99673164,0.0028387839169807944,0.9971399
-33,0.0031963215499033015,0.99677235,0.0030868913868055342,0.9969018
-34,0.003183926523413014,0.9967795,0.0026782222976418184,0.99731725
-35,0.0029566709754846594,0.9970052,0.0030427880864029697,0.99694246
-36,0.0030765275639455317,0.9968856,0.0029415414300541756,0.99703354
-37,0.0029636230948383974,0.99700207,0.0029843277307815713,0.9970018
-38,0.003147109882733747,0.99681544,0.003085115123638489,0.9968988
-39,0.0029233483352906478,0.997043,0.003260106230779361,0.99673194
-40,0.003124377011944053,0.9968423,0.0027511472010758407,0.9972405
-41,0.002801330095416408,0.99716896,0.002770976100533783,0.997221
-42,0.0029333021293472955,0.9970344,0.0031442238786431372,0.9968282
-43,0.0030321721769006925,0.9969321,0.0027556252144292524,0.997229
-44,0.002905604306386257,0.9970654,0.0026230545284626266,0.9973692
-45,0.002956340644595813,0.9970114,0.00381837451959021,0.9961464
-46,0.0027564429953999547,0.9972134,0.0032480732136050913,0.99673384
-47,0.0030291992205801186,0.99694,0.0026811659721478645,0.9973152
-48,0.002816017494208894,0.9971462,0.002660780586453684,0.9973252
-49,0.002896537207655182,0.99706155,0.0024825269262735723,0.9975063
-50,0.0027060207012203482,0.9972632,0.0025658397044150414,0.9974288
-51,0.002827117697476619,0.997142,0.002598628628369593,0.9973911
-52,0.002763086519965153,0.99719995,0.003380949150994128,0.9966177
-53,0.0027566193438118792,0.99720854,0.002470478282209348,0.9975247
-54,0.0027313318035395795,0.99723685,0.002435221105997875,0.99754626
-55,0.0028216058328435025,0.9971481,0.0028382045585310456,0.99713993
-56,0.002703749288257737,0.99726105,0.00257251538504905,0.99742657
-57,0.002690100006528849,0.99728054,0.0025956605480142833,0.9973825
-58,0.0027761643398234383,0.99719745,0.003038941403254463,0.9969578
-59,0.0026167345063435586,0.9973525,0.0023805471748667042,0.9976055
-60,0.0026408698438583882,0.9973295,0.0029814480464601494,0.9970099
-61,0.0025722407723845963,0.99739933,0.002562439347728883,0.9974168
-62,0.002729390624665384,0.9972386,0.002676541304402447,0.9973127
-63,0.0026589223673708132,0.9973131,0.003470800879911515,0.9965154
-64,0.0026477768451443314,0.9973216,0.0023400018356389447,0.9976374
-65,0.0025779482204192914,0.9973913,0.002851142189885882,0.99714255
-66,0.0027252963013346394,0.9972444,0.002511505332170225,0.9974862
-67,0.0025652797204382613,0.99740916,0.0023478195269426806,0.9976513
-68,0.002596201156890467,0.9973733,0.0025616373015159457,0.9974373
-69,0.002579030753304003,0.9973942,0.002501663758261453,0.9974879
-70,0.002643917197356878,0.9973308,0.0024958701837117033,0.9974901
-71,0.0024809647339883475,0.9974884,0.002399754493582363,0.9975874
-72,0.002573410819297461,0.9973989,0.0024599283349037125,0.9975262
-73,0.0024913926287048987,0.99747705,0.0023517534668987734,0.9976477
-74,0.0026296786844523263,0.9973406,0.0025646019959439472,0.9974272
+0,0.15270384013226396,0.84591764,0.07759137258616511,0.92216957
+1,0.06916105687538365,0.9300923,0.05944286325419842,0.9403785
+2,0.03241371175201059,0.9672906,0.01641126587847816,0.98358774
+3,0.013146020210230416,0.9867327,0.0157319459361084,0.9841921
+4,0.008242102276989944,0.9916935,0.007129771534549364,0.99286324
+5,0.006375986419661007,0.9935502,0.00448732077520454,0.99551505
+6,0.004723583323390185,0.99522424,0.0036082977257474117,0.9963902
+7,0.0035203337954326746,0.996442,0.008371421805269874,0.9916047
+8,0.0028516160790422796,0.9971147,0.003017316410760553,0.9969766
+9,0.0024845233155189003,0.9974898,0.001680692046625224,0.9983167
+10,0.0026463425616377427,0.9973252,0.0019803178131545672,0.99801654
+11,0.001663690158853053,0.9983183,0.0021203325245650467,0.99786985
+12,0.0016316479245947933,0.998352,0.001032322629209397,0.998965
+13,0.001921257895097301,0.9980586,0.0020817359240389464,0.99790674
+14,0.0017471319379637254,0.99824125,0.0017618165967582804,0.99823076
+15,0.001175252150428009,0.9988114,0.0009143395214736267,0.999084
+16,0.0012392746372351367,0.99875116,0.007670854357077427,0.99229574
+17,0.0015879344089726791,0.9983871,0.0008863777009706189,0.99910843
+18,0.0011352499336157976,0.99885654,0.0006894993059179564,0.9993085
+19,0.0011263240554401103,0.99886274,0.0011447711090281031,0.9988511
+20,0.0012436511559899127,0.99874824,0.0005971614167270596,0.9994012
+21,0.00099314817949571,0.99899924,0.0006952121524254868,0.99930507
+22,0.001128528270817392,0.9988663,0.0011631079903608736,0.9988313
+23,0.0011429369824916499,0.99883777,0.007190641046480545,0.99278474
+24,0.0008824852761775257,0.99911046,0.0005088427678786822,0.9994913
+25,0.0008630441844189835,0.9991359,0.0007783377371688997,0.9992199
+26,0.0007975345062560654,0.99919367,0.0008874956851796196,0.99911124
+27,0.0009746138100946913,0.99901605,0.0009404927675512874,0.9990564
+28,0.0008647259181036171,0.9991272,0.0008174788487360109,0.9991827
+29,0.0007666371713225014,0.9992249,0.0007989486991083122,0.9991975
+30,0.0008357737694168609,0.9991551,0.0011682275596442354,0.99882543
+31,0.0006786488757332635,0.99931246,0.0005079498669729005,0.9994905
+32,0.0008861839811959018,0.9990942,0.00035182232159686877,0.999647
+33,0.0006536956757276482,0.9993391,0.00704805518366293,0.9929206
+34,0.0007043250034628613,0.99928725,0.0015682741555601782,0.99842775
+35,0.0007582832823905324,0.9992401,0.0004322923464438916,0.9995661
+36,0.0006058247134773395,0.9993813,0.0005493915921038527,0.99944645
+37,0.0004782269620383795,0.9995164,0.0003153313785348337,0.9996844
+38,0.0007656725450894495,0.9992282,0.00028513585042977044,0.99971426
+39,0.0006815169849620532,0.99930954,0.00024390289680438544,0.99975395
+40,0.0005365091915656455,0.9994564,0.0002604355034653569,0.99973917
+41,0.0005543397040636458,0.9994438,0.00036866902709791166,0.9996296
+42,0.0006789092372896451,0.9993095,0.0006277316029243356,0.9993686
+43,0.000507072730950176,0.9994883,0.0002875124626301003,0.9997118
+44,0.0005764065571856514,0.9994184,0.00027641507985886915,0.9997232
+45,0.0005525247689221128,0.99943876,0.0002476116930141635,0.99975115
+46,0.0005535802176256787,0.99944276,0.0002202931973519808,0.9997786
+47,0.0005430170936421723,0.99945337,0.001284469352469211,0.99871266
+48,0.0005146985577628596,0.9994782,0.0007290180994281695,0.9992699
+49,0.0007366323812720224,0.99925923,0.00019610648308984364,0.9998032
+50,0.00040827483222190703,0.99959284,0.0002595497109863967,0.9997405
+51,0.0003590262472384626,0.9996361,0.0002593767621830726,0.9997405
+52,0.00046155756369861554,0.9995347,0.0007993064130079291,0.99919784
+53,0.0005884791311136168,0.9994074,0.00024245173303756722,0.9997573
+54,0.0003577078397438827,0.9996397,0.0002937719069498024,0.9997041
+55,0.0005109324962812153,0.999485,0.0002834829192783003,0.99971503
+56,0.0004960257674897764,0.9994959,0.00022683408123206513,0.999773
+57,0.0005743547326968166,0.99942434,0.0002703204115730215,0.9997286
+58,0.00039455348848151426,0.99960023,0.00015305054627267576,0.9998465
+59,0.00036188260478822536,0.999633,0.00044289866531814243,0.99955577
+60,0.00044783143950520154,0.99954754,0.00014606973423928892,0.9998537
+61,0.0003637247850274099,0.9996331,0.0007670982565870493,0.99922955
+62,0.00043390730511060576,0.9995611,0.00016884208288596897,0.9998307
+63,0.0006856919354772561,0.9993069,0.00012240487231027816,0.99987763
+64,0.00032589608378268516,0.9996701,0.0007295176259238176,0.99926776
+65,0.00040346942221353534,0.9995931,0.00020942202614339817,0.99979043
+66,0.0004047934028574556,0.9995894,0.00023879615537619712,0.99975926
+67,0.00029072245600087393,0.9997046,0.0002807754311247272,0.99971867
+68,0.0004032699734648837,0.9995926,0.0003023409963712592,0.9996958
+69,0.00041545620527706827,0.9995815,0.0001261770347719532,0.9998734
+70,0.00033065108326093754,0.9996676,0.0003088568130873426,0.9996905
+71,0.0003571883207760238,0.9996393,0.00014373163446094743,0.9998555
+72,0.0004128955956068906,0.9995845,0.00032285504779501245,0.99967647
+73,0.0003974939393366898,0.9996004,0.00012856715930663188,0.99987155