Euclidean Triangles with Neumann Boundary Conditions

Three triangles were created by choosing angles arbitrarily. The first two angles chosen were then joined to a side of length 1, with the third angle opposite the length 1 side. All sides were given Neumann Boundary Conditions, and the first approximately 150 Eigenvalues of the Laplacian operator on the Spectrum were generated using the finite element solver built into MATLAB. The solver uses an auto-generated mesh that is refined for successively more accurate estimations for the Eigenvalues.

The three Euclidean Triangles analyzed had angle measures of [pi/20,pi/5,3pi/4],[pi/4,pi/5,11pi/20], and [2pi/7,pi/7,4pi/7], respectively. Unfortunately the error in the calculated eigenvalues of the first triangle did not reduce at an approximately constant rate, so the predicted values are likely significantly less accurate, a conclusion supported by the fact that many of its counting graphs display irregular behavior while the graphs of the other two triangles behave as we would expect.

Here N'(t) = (Area/4pi)*t+(Perimeter/4pi)*t^1/2+Sum(pi/theta-theta/pi).


Difference Graphs and Scatterplots for the three triangles.



A word on the Eigenvalue Spectrums: While our prediction for the first eigenvalue in the spectrums below was never precisely zero, we know the true value to be zero.

Triangle 1         Triangle 2         Triangle 3       
 Theta 1: pi/20Theta 2: pi/5Theta 3: 3pi/4       Theta 1: pi/4Theta2: pi/5Theta 3: 11pi/20       Theta 1: 2pi/7Theta 2: pi/7Theta 3: 4pi/7    
Refinements         Refinement         Refinements       
012345 Predicted Eigenvalues  012345 Predicted Eigenvalues  012345 Predicted Eigenvalues
9.09E-128.72E-128.32E-128.19E-128.11E-128.10E-12 0  2.50E-121.14E-121.06E-122.73E-113.87E-123.01E-12 0  3.45E-122.27E-134.55E-129.09E-137.71E-104.32E-11 0
17.7672910617.6659321517.6387633917.631720517.6299291917.6294776 17.62932707  20.1753956920.0371482320.0012490719.9921257319.9898314819.98925683 19.98906647  18.6831233718.5544915218.5214205618.5130489518.5109463618.51041991 18.5102464
59.7543561958.5804830358.2689533758.188469258.1680260258.16287523 58.1611583  47.4669702146.7236977446.5327598846.4844177346.472275646.46923542 46.46822829  57.2064043356.04186655.7465733855.6721844655.6535300355.64886148 55.64732288
126.0213372120.5774786119.1392323118.7675789118.6732012118.6494361 118.6415144  92.4899519589.5629428288.8160460488.6268274688.5792695888.56735857 88.5634128  94.3920263191.1529798990.3376157290.1326157690.0812360190.06837947 90.06414238
215.447511199.8917616195.778924194.7153694194.4454466194.3775505 194.3549184  119.1993247114.6760681113.5410263113.2554932113.1839097113.165996 113.1600617  153.0574219144.7059795142.6221406142.0991508141.9681051141.9353145 141.9245079
334.5338502297.214781287.7884409285.3865718284.7803348284.6282247 284.5775213  187.2269325176.7199827173.999884173.3083505173.1343436173.0907476 173.0763055  199.0505943184.7659434181.2673114180.3942861180.1759165180.1213038 180.1033053
499.9032124422.4409507403.1029461398.2315739397.006404396.6993492 396.5969976  226.5241337211.954828208.3183663207.4071514207.1790199207.1219545 207.1030504  288.0907767262.4257956255.9687129254.3461546253.939368253.8375589 253.804006
719.8215573581.0386756545.8588026536.979137534.7431258534.1823618 533.9954405  277.196849255.2445187249.757285248.3755352248.0288666247.9420866 247.9133389  316.5992342283.5350903275.3569367273.3140739272.8028595272.674986 272.6328432
988.7647482773.5800456712.8475435697.581811693.7396137692.7758349 692.4545753  323.164262293.7934684286.4701344284.6314479284.1705785284.0552436 284.0170365  417.5447449365.8555555353.2249309350.0821647349.2965791349.1001342 349.0353924
1014.686751825.4941751783.1500609772.2012273769.4213252768.7225234 768.4895895  400.7175593358.3940228347.8829836345.248166344.5880805344.4229164 344.3682023  506.4204018434.2925462416.7053192412.3401561411.2501563410.9776867 410.8878897
1333.4530011000.48633904.3393922880.6751214874.7664264873.287861 872.7950059  478.9578976418.1145403403.0280811399.2618724398.3190974398.0832333 398.0050984  520.9686858444.4892367426.0839275421.5424736420.409918420.1268875 420.03361
1481.1421111186.8226411077.5820451048.6085671041.2181131039.358242 1038.738284  514.8154385449.7598126433.8702967429.9123552428.9225881428.6750536 428.5930527  657.9780335547.3152565520.0793198513.3408392511.6594645511.2392317 511.1007369
1622.141231278.9652021156.1300451125.6110781117.9826821116.073632 1115.437282  589.0508928507.4229553487.1580761482.103591480.8393007480.5230979 480.4183492  757.6373645621.2646502587.4344141579.0911246577.0116332576.4920732 576.3208434
1781.4202031527.0617061334.4995571285.6684071273.3745861270.290202 1269.262074  671.8385483568.5323881542.8776629536.4895246534.8919696534.4924135 534.3600522  834.5191773673.8278289632.5091199622.3507736619.8211254619.1891973 618.9809347
2005.3422241691.9344761486.3431021434.3744681421.2656171417.973511 1416.876142  711.308456600.9683136572.0171897564.7866729562.9778583562.5254297 562.3755533  910.6395214728.3047941681.9706652670.6063501667.7779467667.0714872 666.8386615
2568.1293841924.0244371615.4003591542.2516781524.1949691519.689465 1518.187631  813.9345228678.3345352644.1495989635.6224811633.4893902632.955862 632.7791197  1025.412511822.0129271767.0260453753.4136392750.0180703749.1694169 748.8897288
2855.5180212156.7944051819.5098841734.6013521713.0869391707.673116 1705.868508  907.295716737.4714334694.3779992683.6686162680.9907233680.320926 680.0990418  1088.683736873.4647797812.6106272797.3461597793.5241997792.5681024 792.2530043
3643.498062345.4323881931.9960651835.1240111811.532911805.672273 1803.718727  984.0648376792.5974719742.0573026729.5972807726.492492725.7167576 725.4597796  1192.423114967.914864885.9708833866.1058026861.1818547859.9532961 859.5484038
3966.6052622570.2278982120.6905692006.6118141977.7529531970.497063 1968.078434  1022.154685831.8916302779.613644766.6068535763.3574007762.5449429 762.2757994  1276.475029981.932631901.0286632881.082912876.1173522874.8768912 874.4680762
4387.8121532781.1570372274.8069522149.7414242118.8905412111.195965 2108.631106  1130.980828922.6837681862.1374569846.9295986843.1191708842.1655828 841.8496869  1430.130511137.8964541034.926421009.3146681002.9287271001.332874 1000.806934
4896.0855692971.6537222432.8657752292.3631962256.7047832247.736323 2244.746836  1236.995924975.6806328904.3492346886.5343026882.0766526880.961608 880.5922264  1497.0530891178.3939511074.8870371048.8703921042.3331121040.695722 1040.156092
6146.9065463381.9481012644.0838292469.040012426.4824262415.90543 2412.379764  1283.1507041020.09122940.8586859921.6066751916.8269807915.6337103 915.2384148  1583.428991247.3499621119.0753681088.0892221080.4510461078.548623 1077.921647
6265.3098373497.2798142823.10962638.2142172590.5860392578.571548 2574.566718  1369.9544111083.404512999.1279752978.3380272973.1586651971.8646576 971.4359908  1681.1116181321.2395951188.1664241155.3366141147.1678781145.1276 1144.455191
13834.083553757.8425453015.555722804.8653182752.9193522739.986931 2735.676124  1387.3985661152.8464311059.7787061036.4959751030.6798171029.225678 1028.743965  1774.8813011455.786121294.969621255.1358691245.2358141242.764252 1241.949707
03999.6662183157.2292988.1256432939.4512862924.782845 2919.893364  1500.2787031228.3237341116.6468231089.0806141082.2143241080.498676 1079.930332  1853.7211031482.060171324.4997071285.5599991275.8565711273.431861 1272.632757
04184.70173265.7118933012.7044342957.2763352945.953547 2942.179284  1594.1275581255.47741148.0872851120.9443361114.1372861112.433342 1111.868876  1977.5746911594.6099281408.7973531363.9108781352.121921349.0924 1348.09397
04612.559933514.3512223231.4094163162.1363483144.837428 3139.071121  1625.494131337.4963011221.2871291192.1173461184.8204311182.995274 1182.390653  2117.9137571613.275121414.1514641364.9096971353.375081350.586283 1349.667188
04773.6791473712.2461813392.6366513312.1159053291.989445 3285.280625  1782.4380341442.8980921300.7588621265.2060951256.3139511254.089456 1253.352546  2222.968041794.6502181550.9546131492.3885351477.9209581474.313709 1473.124879
04829.4238383875.2634233636.9908163551.2951433529.213211 3521.852567  1855.3815251514.7954871361.5835971323.8365011314.4464951312.101326 1311.324441  2289.884351832.1157831592.9337991534.6985741520.2919171516.699443 1515.515482
05408.3720413994.465853646.3755073584.773453569.723147 3564.706379  1920.6737381542.58721378.9749991338.7432471328.722151326.218207 1325.388724  2336.475731953.634211693.2064381628.9975431613.0139311609.02045 1607.704331
05594.9478964208.3292933816.4513923721.0535573697.510063 3689.662232  2039.4921281600.9365611420.6588161376.4700531365.5135881362.779784 1361.874155  2478.9946732061.8505581760.2659911685.6444551666.0937141661.209679 1659.600063
05924.6087374512.6399784061.8581733949.4532593921.338154 3911.966452  2165.3948241693.3585591508.5361931462.4758551450.9914161448.121658 1447.170992  2709.4697282089.4597831765.5344731689.7106151672.1883171667.836617 1666.402441
06008.3932114624.3120064200.4446734095.2018194068.874262 4060.09841  2230.6267881751.5680951542.4848321491.079721478.264591475.060812 1473.999495  2790.8188352231.5286621882.050671799.7043271779.5342491774.517377 1772.863982
06156.4187884828.7591864372.1253874254.4146624224.762573 4214.878543  2401.7309521876.6967521641.1908761583.8795381569.6737391566.128799 1564.954465  2876.4883692332.9903351950.6246351859.9275541837.6267321832.072386 1830.241857
06607.9837685047.3043354524.8271984397.1309474365.107134 4354.43253  2486.3155681896.0824441662.088121604.8046051590.6072871587.065295 1585.891937  3353.9475052428.7198022060.4579411969.3124651946.7473121941.117014 1939.261454
06702.6381155239.7633764679.1457234543.1769984509.640822 4498.462097  2644.0254311983.3329321725.8720391662.768991647.1072611643.197124 1641.90181  3758.9464282511.9923412098.5957881997.4877051972.4148041966.152609 1964.088797
06922.8130885610.5202774937.6970424770.0009044728.036881 4714.048873  2668.2811322081.8380011807.8617641740.8780271724.2723671720.128489 1718.755743  4023.9951872620.9700512150.1323582033.8814172005.3333781998.237221 1995.898562
07046.0249225646.5217985090.0414924950.2599844914.620733 4902.740983  2799.4752155.5381381859.182621785.8377141767.5697011763.004545 1761.492242  4201.3897362703.8221032245.4738252133.9796372106.5576752099.720832 2097.467635
07328.9865085906.3850575180.4116065001.8983814958.311578 4943.782643  2874.0019372235.3334571910.5382141831.3180111811.7560721806.881729 1805.267002  9083.0081572793.0269572264.3371262138.2091732107.6402822100.07053 2097.57579
08161.9995466210.4803355464.7508175254.5521195202.097716 5184.612915  3011.6432082289.3832051965.2316581885.8613421866.2177311861.319005 1859.696201  02946.8233782401.4847252268.6063192235.94882227.818493 2225.139013
08229.0227096316.63425574.0955155416.3531135376.993591 5363.873751  3069.1400762352.3971932007.8214441925.3113141904.9523571899.87652 1898.195044  03057.186532498.9557972363.6702232330.29262321.96875 2319.225484
08489.804596603.5257995743.0913015525.0517485470.777022 5452.685447  3175.9156562492.8692552114.5346642021.8464391998.5717871992.751323 1990.823174  03098.1871672541.0953582394.4083372356.2301432346.59572 2343.420533
08520.758926787.705496003.2416825754.3593275691.571357 5670.642034  3345.9760142524.0980032123.4697732030.8784492008.5621512003.02587 2001.191862  03269.4949482583.1572882422.1978512384.9612792375.847751 2372.844233
09196.2661237016.5586126043.4142385858.824495813.659764 5798.604855  3672.5141812662.3025352238.9124372131.773532104.9114032098.188156 2095.960941  03326.1415582691.6567542524.4598022483.2429012473.004522 2469.630291
09389.245227180.0527866270.6765586025.4908975963.10915 5942.315234  3955.3196432714.3538812269.7074412163.0875592136.8180532130.271902 2128.103354  03416.1025212700.3283472535.3459142495.5019032485.600811 2482.337739
09842.6034957504.643946541.0297776266.5928276195.397168 6171.665281  4241.9147932758.1267792310.427412199.6813962172.5712062165.832508 2163.600174  03617.7250432892.4740532703.7518992657.2236292645.640281 2641.822792
010439.193497681.8284596624.3356566386.7783396331.070098 6312.500685  4462.4123412853.2879512385.0916892269.6592252241.0914122233.965545 2231.604954  03643.5772132924.1432542738.9133072693.2748282681.910018 2678.164552
010980.307127758.3324396742.7345316514.9883476456.087509 6436.453897  4894.1885362928.2766582422.6302042301.3419962271.4011252263.93658 2261.463795  03795.2983892983.2648882788.2576672740.3725962728.434292 2724.499821
011077.328898114.0155026943.479876641.836246567.86442 6543.207147  5497.1177783051.0050192547.0704092415.0072422382.1383282373.93356 2371.21556  03867.0535543075.5063252863.7032032811.8121882798.945394 2794.704924
011254.782078524.7922637208.60546877.6245356795.800038 6768.525206  5708.9726873096.7257712548.1253582421.4071752390.1872262382.397158 2379.816537  03934.9110093089.882942885.3118492835.5741242823.21847 2819.146455
011504.617688602.5743277333.3638777038.7899376966.86722 6942.892982  03231.3865122660.1053812518.3480752483.4310262474.72894 2471.846194  04111.6693183206.318542972.0878452915.1828352901.067197 2896.41515
012660.608498649.6939657540.0209267187.3938557095.482306 7064.845123  03332.1191552690.0864312532.695372494.1358992484.557468 2481.384415  04261.3241633340.3110453098.7729593039.8975033025.280593 3020.463342
013155.12829098.4412887716.137757400.5039817316.548229 7288.562978  03428.5677582783.8665862623.6872632584.430012574.666408 2571.432012  04347.9328653364.5494523118.7865723058.8679043043.985483 3039.080729
013798.146549337.4347017922.9276297603.0374967524.215452 7497.941437  03454.6999232811.861912657.1092212618.6009182608.975658 2605.787091  04388.3537743451.4637353194.9504133131.677963115.924865 3110.733165
014441.364099567.7085557972.6293867614.1216957533.705327 7506.899871  03571.744572897.8838462731.4408432690.6058232680.439843 2677.072151  04535.0961563516.0915293253.1096123188.3829553172.209026 3166.878633
014553.114189883.9584938244.5103047800.1275627689.891672 7653.146375  03628.1906282940.6635972772.3473082730.7500042720.375907 2716.939272  04660.7654643627.3144943352.3721453283.4857833264.98305 3258.885161
014851.7065510025.03268542.5193938101.4105167988.477209 7950.832773  03710.5585793012.1057412838.4842822794.9502052784.015799 2780.39355  04748.2285593665.5106613358.4303963285.2913213268.59784 3263.096221
015401.6819410259.143098560.5123268177.1745958082.281431 8050.650377  03896.0423553072.0211062868.5945842819.0972782806.853891 2802.798015  04924.5930163775.0504593460.8187123385.1202823366.389066 3360.215876
016303.211210548.155018841.4426448381.6062078260.073831 8219.563039  03913.7119963138.7893822940.5844622891.7925052879.648826 2875.62598  04979.5302733875.4671813552.6467343474.2014483454.744518 3448.332157
016791.5809110846.327498966.286718567.7965538475.04094 8444.122402  03985.8273023168.3284872970.8320272922.9151362911.023211 2907.083764  05128.4885093918.7690613589.6171853508.9865783488.944253 3482.338966
016907.4710411233.810779221.7396938742.7171318613.879407 8570.933498  04165.4181883302.653683088.1169343035.1990493022.010669 3017.641745  05262.5738994068.8193133738.6272763657.9389063637.852288 3631.232403
017767.4724611396.386849301.4002048794.9017268682.401088 8644.900876  04247.889173339.9049423105.6626653048.0030863033.643076 3028.886025  05319.3673494122.2151923760.6950593671.5162273649.211101 3641.860068
018054.8264611770.506139609.159049039.7160828897.316231 8849.849614  04312.0254963410.313633183.001453127.4675223113.654393 3109.078508  05453.9945074192.8580843821.9983873728.2360183704.629885 3696.850084
018779.9471211864.184739907.7153829350.2133059204.688456 9156.180172  04404.2815563484.7752373250.4710073192.4265993177.902429 3173.090997  05577.8925794249.4812613843.7335423748.0844613724.916929 3717.281677
019624.7798412293.476489977.2091289418.6987319282.548139 9237.164609  04443.1153993514.5036523266.5039413204.8806553189.589207 3184.523598  05659.659054332.0553843950.909623859.550573836.956984 3829.510884
021843.6815712601.2658210125.495849585.575049459.035906 9416.856195  04523.3525243565.5969083322.9378843264.2386783249.665316 3244.837588  05699.7022344419.9755414001.2153133900.7584053875.939632 3867.760185
024747.3761912671.6171610389.623879732.6435419565.399947 9509.652082  04637.0331913675.0480783432.2241033371.801883356.626014 3351.598694  05882.0146314508.8748574079.7882983975.6542293949.85188 3941.348279
0012959.0342510654.876810029.055579865.816922 9811.404038  04762.0469593713.9510843446.0617393380.3661563364.059263 3358.657266  05998.2766454626.1344334198.481234094.815974069.11776 4060.648479
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0013618.1535310978.6759710299.20110136.53349 10082.31098  04984.9711333875.194223575.1754863502.1810493484.118097 3478.134369  06151.8287124783.8972834323.2280994210.938224183.149617 4173.991412
0013952.5005311192.0173710507.86910327.63213 10267.55317  05060.3041663944.9666843629.0266183552.0757583533.009237 3526.693057  06198.9371514829.0942924343.3908154223.7346914194.285901 4184.580553
0014120.0605611401.909210702.7688610529.08839 10471.1949  05131.9812393986.5863083679.5205963604.9041293586.391639 3580.258993  06366.6544024871.5809694355.9210024234.7610594205.412033 4195.739564
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0025087.7395319335.3138518264.3817817240.77865 16899.5776  006760.6233546016.258445832.7953185785.699824 5770.098466  008579.6162557267.8988426945.7682116866.737509 6840.691602
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000026902.6280625588.32448 25150.22328       8345.463082 0          
0000025696.21592                      
0000026013.69136                      
0000026055.79222                      
0000026275.28804                      
0000026474.15526                      
0000026660.066                      
0000026791.88771                      
0000026851.70636                     

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