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LAROMANCE3TileTest.C
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1//* This file is part of the MOOSE framework
2//* https://mooseframework.inl.gov
3//*
4//* All rights reserved, see COPYRIGHT for full restrictions
5//* https://github.com/idaholab/moose/blob/master/COPYRIGHT
6//*
7//* Licensed under LGPL 2.1, please see LICENSE for details
8//* https://www.gnu.org/licenses/lgpl-2.1.html
9
10#include "LAROMANCE3TileTest.h"
11
12registerMooseObject("SolidMechanicsTestApp", LAROMANCE3TileTest);
13registerADMooseObject("SolidMechanicsTestApp", ADLAROMANCE3TileTest);
14
15template <bool is_ad>
16InputParameters
17LAROMANCE3TileTestTempl<is_ad>::validParams()
18{
19 InputParameters params = LAROMANCEPartitionStressUpdateBaseTempl<is_ad>::validParams();
20 params.addClassDescription("LAROMANCE partitioned creep update model for 316H");
21
22 // Override defaults for material specific parameters below
23 params.addRangeCheckedParam<Real>("initial_cell_dislocation_density",
24 4.0e12,
25 "initial_cell_dislocation_density >=3.000000e+12 & "
26 "initial_cell_dislocation_density <= 6.000000e+12",
27 "Initial density of mobile (glissile) dislocations (1/m^2)");
28 params.addRangeCheckedParam<Real>(
29 "max_relative_cell_dislocation_increment",
30 0.5,
31 "max_relative_cell_dislocation_increment > 0.0",
32 "Maximum increment of density of mobile (glissile) dislocations.");
33 params.addRangeCheckedParam<Real>("initial_wall_dislocation_density",
34 5.0e12,
35 "initial_wall_dislocation_density >= 4.000000e+11 & "
36 "initial_wall_dislocation_density <= 6.000000e+12",
37 "Immobile (locked) dislocation density initial value (1/m^2).");
38 params.addRangeCheckedParam<Real>(
39 "max_relative_wall_dislocation_increment",
40 0.5,
41 "max_relative_wall_dislocation_increment > 0.0",
42 "Maximum increment of immobile (locked) dislocation density initial value (1/m^2).");
43 return params;
44}
45
46template <bool is_ad>
51
52template <bool is_ad>
53std::vector<std::vector<unsigned int>>
54LAROMANCE3TileTestTempl<is_ad>::getTilings()
55{
56 return {{1, 1, 2, 1, 2}, {1, 1, 2, 1, 2}};
57}
58
59template <bool is_ad>
60std::vector<std::vector<std::vector<
61 std::vector<typename LAROMANCEPartitionStressUpdateBaseTempl<is_ad>::ROMInputTransform>>>>
62LAROMANCE3TileTestTempl<is_ad>::getTransform()
63{
64 const std::vector<typename LAROMANCEPartitionStressUpdateBaseTempl<is_ad>::ROMInputTransform>
65 transforms = {LAROMANCEPartitionStressUpdateBaseTempl<is_ad>::ROMInputTransform::LINEAR,
66 LAROMANCEPartitionStressUpdateBaseTempl<is_ad>::ROMInputTransform::LINEAR,
67 LAROMANCEPartitionStressUpdateBaseTempl<is_ad>::ROMInputTransform::LINEAR,
68 LAROMANCEPartitionStressUpdateBaseTempl<is_ad>::ROMInputTransform::LINEAR,
69 LAROMANCEPartitionStressUpdateBaseTempl<is_ad>::ROMInputTransform::LINEAR};
70
71 return {{{transforms, transforms, transforms},
72 {transforms, transforms, transforms},
73 {transforms, transforms, transforms},
74 {transforms, transforms, transforms}},
75 {{transforms, transforms, transforms},
76 {transforms, transforms, transforms},
77 {transforms, transforms, transforms}}};
78}
79
80template <bool is_ad>
81std::vector<std::vector<std::vector<std::vector<Real>>>>
82LAROMANCE3TileTestTempl<is_ad>::getTransformCoefs()
83{
84 const std::vector<Real> zeros = {0., 0., 0., 0., 0.};
85 return {
86 {{zeros, zeros, zeros}, {zeros, zeros, zeros}, {zeros, zeros, zeros}, {zeros, zeros, zeros}},
87 {{zeros, zeros, zeros}, {zeros, zeros, zeros}, {zeros, zeros, zeros}}};
88}
89
90template <bool is_ad>
91std::vector<std::vector<std::vector<std::vector<Real>>>>
92LAROMANCE3TileTestTempl<is_ad>::getNormalizationLimits()
93{
94 return getInputLimits();
95}
96
97template <bool is_ad>
98std::vector<std::vector<std::vector<std::vector<Real>>>>
99LAROMANCE3TileTestTempl<is_ad>::getInputLimits()
100{
101 return {{{{2968622347857.638, 6.e12}, {4.e10, 6.e11}, {25.68, 67.12}, {0., 0.2}, {821.0, 905.0}},
102 {{2610896470851.053, 6.e12}, {4.e10, 6.e11}, {25.68, 67.12}, {0., 0.2}, {881.0, 965.0}},
103 {{2956225926813.723, 6.e12}, {4.e10, 6.e11}, {55.28, 96.72}, {0., 0.2}, {821.0, 905.0}},
104 {{2610896470851.053, 6.e12}, {4.e10, 6.e11}, {55.28, 96.72}, {0., 0.2}, {881.0, 965.0}}},
105 {{{2610896470851.053, 6.e12},
106 {399906370400.5274, 6.e11},
107 {25.68, 67.12},
108 {0., 0.2},
109 {881.0, 965.0}},
110 {{2756786861082.1323, 6.e12},
111 {399667396951.5037, 6.e11},
112 {55.28, 96.72},
113 {0., 0.2},
114 {821.0, 905.0}},
115 {{2403341139508.535, 6.e12},
116 {399232564175.43, 6.e11},
117 {55.28, 96.72},
118 {0., 0.2},
119 {881.0, 965.0}}}};
120}
121
122template <bool is_ad>
123std::vector<std::vector<std::vector<std::vector<Real>>>>
124LAROMANCE3TileTestTempl<is_ad>::getCoefs()
125{
126 const std::vector<std::vector<Real>> ones = {{1.}, {1.}, {1.}};
127 return {{ones, ones, ones, ones}, {ones, ones, ones}};
128}
129
130template <bool is_ad>
131std::vector<std::vector<Real>>
132LAROMANCE3TileTestTempl<is_ad>::getClassificationLuu()
133{
134 return {{1.6581218563057099, 1.1758176493217198, 1.1803210737475025, 1.0674520293922698,
135 1.2047499118540315, 1.4394449840763748, 1.1345624565859735, 1.2379432418172194,
136 1.4058235913278836, 1.2554400306498077, 1.1125654766818365, 1.1549544936836493,
137 1.5051076132354282, 1.2731353903410767, 1.0410386003240812, 1.2555055858650777,
138 1.0512214666171027, 1.2183734075151134, 1.1916326408628595, 0.9924215019224658,
139 1.2357662680548995, 1.1343598180169714, 1.2425137283870411, 1.0545497517828750,
140 1.1505466783939284, 1.2408194846994445, 1.2981055896485756, 1.1517163160998172,
141 1.0289953768800819, 1.1665809906306757, 1.0522696326169394, 0.9775450062920942,
142 1.4411321378014008, 1.0893151656237159, 1.1321646665251177, 1.1740354738976495,
143 1.3311080652194094, 1.3112855893282822, 1.1427567355994932, 1.2476108786485316,
144 1.1375158320695500, 1.4902537624330685, 1.1562974510841002, 1.1162855930683970,
145 1.1086690453975865, 1.2267936221115545, 1.1122808478392914, 1.3297325701749501,
146 1.4557574043919774, 1.1255399194251390},
147 {0.,
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149 0.2456775093057707,
150 0.4645343549655378,
151 0.4948574808895208,
152 0.3601468075836039,
153 0.9089720837669264,
154 0.3800746388861208,
155 0.2863850014994204,
156 0.3012398670910463,
157 0.9724346523230799,
158 0.3324807658634150,
159 0.2172001240407511,
160 0.4921545153304026,
161 0.7707645320063702,
162 0.1004215126564281,
163 0.3181916469489478,
164 0.7929830506683628,
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193 0.4800701656169991,
194 0.6839940667013440,
195 0.0942870146950222,
196 0.3616323996042650},
197 {0.,
198 0.,
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218 0.7900291661728324,
219 0.4885922521395424,
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242 0.5610673977023398,
243 0.6154586506756609,
244 0.0820977394354092,
245 0.3471913674887268,
246 0.5281212188847767},
247 {0.,
248 0.,
249 0.,
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289 0.3156516765006392,
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292 0.2052338412983413,
293 0.6955202302068795,
294 0.0470250578938224,
295 0.0407541915225526,
296 0.4368608330849873},
297 {0.,
298 0.,
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300 0.,
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302 0.1080761634867471,
303 0.1084075674398868,
304 0.7478235960823530,
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347 {0.,
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2323 0.,
2324 0.,
2325 0.,
2326 0.,
2327 0.,
2328 0.,
2329 0.,
2330 0.,
2331 0.,
2332 0.,
2333 0.,
2334 0.,
2335 0.,
2336 0.,
2337 0.,
2338 0.,
2339 0.,
2340 0.,
2341 0.5467952508355204,
2342 0.0007377959951295,
2343 -0.0024086098553990,
2344 -0.0133701105250215,
2345 0.0013448570055957,
2346 -0.0042921122112772},
2347 {0.,
2348 0.,
2349 0.,
2350 0.,
2351 0.,
2352 0.,
2353 0.,
2354 0.,
2355 0.,
2356 0.,
2357 0.,
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2385 0.,
2386 0.,
2387 0.,
2388 0.,
2389 0.,
2390 0.,
2391 0.,
2392 0.5885626078809947,
2393 -0.0059886174587204,
2394 -0.0036254738317987,
2395 0.0893447792428324,
2396 -0.0132490813699554},
2397 {0.,
2398 0.,
2399 0.,
2400 0.,
2401 0.,
2402 0.,
2403 0.,
2404 0.,
2405 0.,
2406 0.,
2407 0.,
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2427 0.,
2428 0.,
2429 0.,
2430 0.,
2431 0.,
2432 0.,
2433 0.,
2434 0.,
2435 0.,
2436 0.,
2437 0.,
2438 0.,
2439 0.,
2440 0.,
2441 0.,
2442 0.,
2443 0.5357307215025076,
2444 -0.0030251604381555,
2445 -0.0008367086059258,
2446 0.0280874212210591},
2447 {0.,
2448 0.,
2449 0.,
2450 0.,
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2452 0.,
2453 0.,
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2455 0.,
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2487 0.,
2488 0.,
2489 0.,
2490 0.,
2491 0.,
2492 0.,
2493 0.,
2494 0.5728389157137211,
2495 -0.0096114119591423,
2496 0.0029179436598962},
2497 {0.,
2498 0.,
2499 0.,
2500 0.,
2501 0.,
2502 0.,
2503 0.,
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2535 0.,
2536 0.,
2537 0.,
2538 0.,
2539 0.,
2540 0.,
2541 0.,
2542 0.,
2543 0.,
2544 0.,
2545 0.5648016510512174,
2546 -0.0050492936553178},
2547 {0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
2548 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
2549 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
2550 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
2551 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.5051332906825788}};
2552}
2553
2554template <bool is_ad>
2555std::vector<std::vector<Real>>
2556LAROMANCE3TileTestTempl<is_ad>::getClassificationXu()
2557{
2558 return {{1.0989939672035598, -0.5229424036172535, -0.5625938064315787, -1.5205102973248257,
2559 1.0167340230296060, 0.8692554948257836, -1.0647649718690915, 0.9154765869229506,
2560 0.4421872730298702, 0.8202251715062676, -1.2795969126824169, -0.9846491024920418,
2561 0.7366070877699664, 0.0944050047924456, -1.3362879932405343, 1.6718063389998832,
2562 -1.2393435903303165, -0.0026458880118795, -1.2730509990567085, -1.2958752394155668,
2563 1.6659820330017314, 0.1810131939662101, -1.1824114721833470, 2.0854981795327405,
2564 -0.9162112166519247, 0.3488286688677018, 1.1484845731398163, -0.3040329306869982,
2565 0.6952682109344522, -0.7844058702303255, -1.0696243943252026, -1.5260039043524092,
2566 1.3276127138720053, 0.0101963378196544, 0.5108557343545915, -1.0051978907042314,
2567 1.0751713906063174, 0.9102262839405902, -0.4500068538100355, -1.1359133828479635,
2568 0.1557976946082467, 1.4833703347808469, 0.7953548937461073, 1.3294126917346858,
2569 -0.6602211178730010, -0.3382365696215102, -0.8781764008375268, 0.1907922981026992,
2570 0.7835444491196439, -0.1290023635614130},
2571 {-0.8276481634180218, -0.8395101419880108, -1.1782261498226301, -0.6771214544688205,
2572 1.0100567451109976, -1.2473924731711599, -0.6126279886896723, 1.2846285805691340,
2573 -0.2303609960579697, 1.2967649272253250, -1.3894384634209593, 1.0722598739886564,
2574 -1.3838160882280943, 0.1943398491871272, 1.0926785734086952, 0.2736103613570937,
2575 0.7520188711340974, -1.1151484256923241, -0.8867264247674598, 1.3759603473520101,
2576 0.5979487095371941, -1.3987134398964653, -0.8896599188526169, 0.7369817295186203,
2577 0.9995343712235041, 0.1506914792294114, -0.7296686592958792, 0.5892043216476853,
2578 0.4431338172015146, -1.0128593233471512, 1.2970890935837998, 1.1328026002479807,
2579 -0.2239316872845780, 0.5043568332630382, -1.4137541340706237, 0.9395828338143917,
2580 -0.6291807185857007, -1.0744075438450955, -0.7628188491641968, -0.9233577982467950,
2581 1.3909439946031059, -0.2516908022878884, -1.1829262842118333, -0.4072937902275491,
2582 0.9816748006823913, 0.6222056660709364, -0.7067120262527951, -1.3807238253775516,
2583 -0.3754563128173479, 0.7423129847411423},
2584 {-0.4972232537890488, 1.7891920721438841, -1.8261920917931900, -0.4026969969405228,
2585 1.1718545033754530, 0.3497559647505860, 1.5203080546195529, 0.3671457069602600,
2586 -0.3614249419866349, -0.2506942220893040, 1.6488768629365496, -1.3349234208307494,
2587 -0.2634130730838152, 0.3857730545998009, 1.6918659244963383, -1.5455263176970042,
2588 -1.5625256878878055, 1.4944548459540701, 0.6178417258522427, 0.0010604921581429,
2589 0.6915705186152786, -1.2237493750620749, -1.0601025915170430, -1.5545976046831262,
2590 0.5607636754011619, 1.5205238599871020, -0.5041979110086118, -0.8842721916645503,
2591 -2.1022543790946555, -0.6941307190752072, -0.5073183609257138, -0.5940053724423607,
2592 0.3744868632034142, 0.9783554099445961, -0.7738863353518424, -0.0449632466429808,
2593 1.1875664845317799, -0.9784802218308679, -1.9465565492128512, -0.0300663805755748,
2594 1.4080305641963808, -0.2762883669657294, 0.5386266202900114, 0.7959342805247808,
2595 1.4658437024982904, -1.4511626818248788, 0.0072305101319983, 0.9512527632021420,
2596 -1.2087151808692802, -0.4214191594734000},
2597 {-1.3436212371990275, -1.3752654399424669, 0.3987133539135305, 1.1078719277543547,
2598 -0.5578622105385176, -0.7237207673771614, -0.4608700538453049, -0.6812587788664530,
2599 -0.3406708585463795, -0.6386107852635139, -1.2312905233664253, -1.1277388808342548,
2600 -0.9854173184822028, 0.0018455525416458, -1.2908913037492447, 0.2396990473805610,
2601 0.8286098819115508, -0.3166577288047064, -0.7215846379087428, 1.2424191694216660,
2602 0.0645185885288507, 1.4653187415266129, -1.4592821588494900, 1.6707313573981024,
2603 -0.7390314810423444, -1.3568596240348074, 0.6498318235328391, 0.8264974732606122,
2604 1.9410028672327546, 0.8020831646759634, 0.7868128819089912, 1.4546779960617349,
2605 -0.9802398618609067, 1.2264936997545641, 1.6428320063189090, -0.9267666665093409,
2606 -0.7676231984225645, 0.4827439299227672, 0.8274926186206308, -0.9428649317823136,
2607 -1.2714264473303840, -0.8644064011738027, 1.3678982985810169, 1.5741078064588656,
2608 -0.5975511615470952, -0.3634367537162640, 1.1915223202711354, -1.2353159774447491,
2609 -0.7807582222894430, 1.1072123002664274}};
2610}
2611
2612template <bool is_ad>
2613DenseVector<Real>
2614LAROMANCE3TileTestTempl<is_ad>::getClassificationVind()
2615{
2616 return {1.3960294505871655, -3.1198810492634386, -0.1910554786834900, 2.8629012124781541,
2617 -2.0905645748200832, -5.2576621601627158, -0.9120307014441700, -3.8939666488047116,
2618 5.6851207793951426, 7.2764713707414961, -0.5849013635494729, -0.6817889927391283,
2619 4.9706655155393298, -5.8545291913306148, -0.9291974126627358, 0.4525889621576565,
2620 -1.4429641767422590, 1.0501508139317248, -4.4494895022341767, -3.4513260594809574,
2621 -2.3201889189194604, 2.4450909271121004, 1.1105355446196030, -8.1171438748063647,
2622 -2.2135085683465610, 0.2094121396464587, -6.7781906962906007, 4.6029554421046424,
2623 7.8932461633594020, 1.9630475637241085, 7.0049079228771527, 5.1912220208686053,
2624 -3.6812759483162472, 3.7097003557202854, -8.4525753519509053, 7.9198639443969121,
2625 3.3335545124059012, 6.0686541262860558, -2.8959953146598041, 7.8508830045964144,
2626 0.1000302551852620, 5.6868803140895867, 3.0861802892676238, 4.7362192173608246,
2627 2.8440117429280787, -3.6810838322340778, -9.4293824827334944, -1.4329595164679418,
2628 -6.4811000966210432, -9.9345466825028073};
2629}
2630
2631template <bool is_ad>
2632std::vector<Real>
2633LAROMANCE3TileTestTempl<is_ad>::getClassificationMmean()
2634{
2635 return {4458232307129.5458984375000000,
2636 499736752759.4038696289062500,
2637 68.5809570638531909,
2638 909.5086232469639071};
2639}
2640
2641template <bool is_ad>
2642std::vector<Real>
2643LAROMANCE3TileTestTempl<is_ad>::getClassificationMscale()
2644{
2645 return {871273835252.4675292968750000,
2646 58045966807.3731536865234375,
2647 38.4746839836996131,
2648 86.7064236091398612};
2649}
2650
2651template <bool is_ad>
2652Real
2653LAROMANCE3TileTestTempl<is_ad>::getClassificationEll()
2654{
2655 return 4.078126137277277;
2656}
2657
2658template <bool is_ad>
2659Real
2660LAROMANCE3TileTestTempl<is_ad>::getClassificationEta()
2661{
2662 return 1.6581219692901308;
2663}
registerMooseObject
registerMooseObject("SolidMechanicsTestApp", LAROMANCE3TileTest)
registerADMooseObject
registerADMooseObject("SolidMechanicsTestApp", ADLAROMANCE3TileTest)
InputParameters::addClassDescription
void addClassDescription(const std::string &doc_string)
InputParameters::addRangeCheckedParam
void addRangeCheckedParam(const std::string &name, const T &value, const std::string &parsed_function, const std::string &doc_string)
LAROMANCE3TileTestTempl::getInputLimits
virtual std::vector< std::vector< std::vector< std::vector< Real > > > > getInputLimits() override
Definition LAROMANCE3TileTest.C:99
LAROMANCE3TileTestTempl::getClassificationMmean
virtual std::vector< Real > getClassificationMmean() override
Method and container for the mean values of the training input.
Definition LAROMANCE3TileTest.C:2633
LAROMANCE3TileTestTempl::getClassificationEll
virtual Real getClassificationEll() override
Method and container for the calibrated Gaussian Regression Model hyperparameter "Ell",...
Definition LAROMANCE3TileTest.C:2653
LAROMANCE3TileTestTempl::getClassificationEta
virtual Real getClassificationEta() override
Method and container for the calibrated Gaussian Regression Model hyperparameter "Eta",...
Definition LAROMANCE3TileTest.C:2660
LAROMANCE3TileTestTempl::getTilings
virtual std::vector< std::vector< unsigned int > > getTilings() override
Definition LAROMANCE3TileTest.C:54
LAROMANCE3TileTestTempl::getClassificationXu
virtual std::vector< std::vector< Real > > getClassificationXu() override
Method and container for the Gaussian Process Regression model training points.
Definition LAROMANCE3TileTest.C:2556
LAROMANCE3TileTestTempl::getNormalizationLimits
virtual std::vector< std::vector< std::vector< std::vector< Real > > > > getNormalizationLimits() override
Definition LAROMANCE3TileTest.C:92
LAROMANCE3TileTestTempl::getClassificationVind
virtual DenseVector< Real > getClassificationVind() override
Method and container for the inducing points of the Gaussian Process Regression model.
Definition LAROMANCE3TileTest.C:2614
LAROMANCE3TileTestTempl::getClassificationMscale
virtual std::vector< Real > getClassificationMscale() override
Method and container for the scale factor of the training input points to normalize all input paramet...
Definition LAROMANCE3TileTest.C:2643
LAROMANCE3TileTestTempl::getTransformCoefs
virtual std::vector< std::vector< std::vector< std::vector< Real > > > > getTransformCoefs() override
Definition LAROMANCE3TileTest.C:82
LAROMANCE3TileTestTempl::LAROMANCE3TileTestTempl
LAROMANCE3TileTestTempl(const InputParameters &parameters)
Definition LAROMANCE3TileTest.C:47
LAROMANCE3TileTestTempl::getCoefs
virtual std::vector< std::vector< std::vector< std::vector< Real > > > > getCoefs() override
Definition LAROMANCE3TileTest.C:124
LAROMANCE3TileTestTempl::getClassificationLuu
virtual std::vector< std::vector< Real > > getClassificationLuu() override
Method and container for the Gaussian Process Regression lower triangular covariance matrix.
Definition LAROMANCE3TileTest.C:132
LAROMANCE3TileTestTempl::getTransform
virtual std::vector< std::vector< std::vector< std::vector< typename LAROMANCEPartitionStressUpdateBaseTempl< is_ad >::ROMInputTransform > > > > getTransform() override
Inputs ordering is input[0]: cell_old input[1]: wall_old input[2]: trial stress, input[3]: effective ...
Definition LAROMANCE3TileTest.C:62
LAROMANCE3TileTestTempl::validParams
static InputParameters validParams()
Definition LAROMANCE3TileTest.C:17
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