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Minor changes to graphs; Changed csv dilenames

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Andreas Tsouchlos 2023-01-23 15:19:48 +01:00
parent 4a64406cb8
commit 36352b307d
8 changed files with 341 additions and 250 deletions
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171
latex/presentations/midterm/res/2d_ber_fer_dfr_20433484.csv
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@ -1,171 +0,0 @@
SNR,gamma,BER,FER,DFR,num_iterations
1.0,0.0,0.1341001747233547,1.0,0.5,101.0
1.0,0.01,0.10002912055911474,1.0,0.5,101.0
1.0,0.02,0.09634051640458163,1.0,0.5,101.0
1.0,0.03,0.09566103669190448,1.0,0.5,101.0
1.0,0.04,0.09675423567485246,0.9805825242718447,0.4950980392156863,103.0
1.0,0.05,0.097473604826546,0.9711538461538461,0.4926829268292683,104.0
1.0,0.06,0.09901960784313725,0.9619047619047619,0.49029126213592233,105.0
1.0,0.07,0.10030165912518854,0.9711538461538461,0.4926829268292683,104.0
1.0,0.08,0.10152714932126697,0.9711538461538461,0.4926829268292683,104.0
1.0,0.09,0.10204562594268476,0.9711538461538461,0.4926829268292683,104.0
1.0,0.1,0.10341251885369532,0.9711538461538461,0.4926829268292683,104.0
1.0,0.11,0.10419069588619762,0.9901960784313726,0.4975369458128079,102.0
1.0,0.12,0.11963696369636964,1.0,0.5,101.0
1.0,0.13,0.1822947000582411,1.0,0.5,101.0
1.0,0.14,0.255824111822947,1.0,0.5,101.0
1.0,0.15,0.31435643564356436,1.0,0.5,101.0
1.0,0.16,0.3663851679285576,1.0,0.5,101.0
1.5,0.0,0.12157833430401864,1.0,0.5,101.0
1.5,0.01,0.07974179770918269,1.0,0.5,101.0
1.5,0.02,0.07372164552095348,0.9901960784313726,0.4975369458128079,102.0
1.5,0.03,0.07240896358543418,0.9619047619047619,0.49029126213592233,105.0
1.5,0.04,0.07275059556532894,0.9439252336448598,0.4855769230769231,107.0
1.5,0.05,0.07421023965141613,0.9351851851851852,0.48325358851674644,108.0
1.5,0.06,0.07470951343500364,0.9351851851851852,0.48325358851674644,108.0
1.5,0.07,0.0680926916221034,0.9181818181818182,0.4786729857819905,110.0
1.5,0.08,0.06911764705882353,0.9181818181818182,0.4786729857819905,110.0
1.5,0.09,0.07027629233511587,0.9181818181818182,0.4786729857819905,110.0
1.5,0.1,0.07079137961490903,0.9099099099099099,0.47641509433962265,111.0
1.5,0.11,0.07316630355846042,0.9351851851851852,0.48325358851674644,108.0
1.5,0.12,0.08923384168482208,0.9351851851851852,0.48325358851674644,108.0
1.5,0.13,0.14840445982314496,0.9901960784313726,0.4975369458128079,102.0
1.5,0.14,0.22693194925028834,0.9901960784313726,0.4975369458128079,102.0
1.5,0.15,0.3169772859638905,1.0,0.5,101.0
1.5,0.16,0.36929722384003105,1.0,0.5,101.0
2.0,0.0,0.10556202679091438,1.0,0.5,101.0
2.0,0.01,0.06061929722384003,1.0,0.5,101.0
2.0,0.02,0.052521008403361345,0.9619047619047619,0.49029126213592233,105.0
2.0,0.03,0.05013368983957219,0.9181818181818182,0.4786729857819905,110.0
2.0,0.04,0.04746941511647394,0.8632478632478633,0.463302752293578,117.0
2.0,0.05,0.048447712418300655,0.8416666666666667,0.45701357466063347,120.0
2.0,0.06,0.048392156862745096,0.808,0.4469026548672566,125.0
2.0,0.07,0.048749421028253824,0.7952755905511811,0.44298245614035087,127.0
2.0,0.08,0.04882661726107766,0.7952755905511811,0.44298245614035087,127.0
2.0,0.09,0.0496031746031746,0.8015873015873016,0.44493392070484583,126.0
2.0,0.1,0.05075901328273245,0.8145161290322581,0.4488888888888889,124.0
2.0,0.11,0.05332376853180296,0.8211382113821138,0.45089285714285715,123.0
2.0,0.12,0.06984169814714877,0.926605504587156,0.48095238095238096,109.0
2.0,0.13,0.1265554298642534,0.9711538461538461,0.4926829268292683,104.0
2.0,0.14,0.2107843137254902,0.9711538461538461,0.4926829268292683,104.0
2.0,0.15,0.30348476024072996,1.0,0.5,101.0
2.0,0.16,0.35934769947582995,1.0,0.5,101.0
2.5,0.0,0.08920597942147156,1.0,0.5,101.0
2.5,0.01,0.044070055206548636,0.9805825242718447,0.4950980392156863,103.0
2.5,0.02,0.0335827313381493,0.8859649122807017,0.4697674418604651,114.0
2.5,0.03,0.030043077837195484,0.7651515151515151,0.4334763948497854,132.0
2.5,0.04,0.029513888888888888,0.7013888888888888,0.4122448979591837,144.0
2.5,0.05,0.029194589228096302,0.6392405063291139,0.38996138996138996,158.0
2.5,0.06,0.029628940183668403,0.6392405063291139,0.38996138996138996,158.0
2.5,0.07,0.029442594647922062,0.6352201257861635,0.38846153846153847,159.0
2.5,0.08,0.03135345047109753,0.6558441558441559,0.396078431372549,154.0
2.5,0.09,0.030182513256875078,0.6352201257861635,0.38846153846153847,159.0
2.5,0.1,0.03113063407181054,0.6558441558441559,0.396078431372549,154.0
2.5,0.11,0.03316781257957729,0.6558441558441559,0.396078431372549,154.0
2.5,0.12,0.0449806683236675,0.7112676056338029,0.4156378600823045,142.0
2.5,0.13,0.12628170534268754,0.926605504587156,0.48095238095238096,109.0
2.5,0.14,0.20740529221397297,0.9805825242718447,0.4950980392156863,103.0
2.5,0.15,0.2913511939429237,1.0,0.5,101.0
2.5,0.16,0.3571636575422248,1.0,0.5,101.0
3.0,0.0,0.08042127742185984,1.0,0.5,101.0
3.0,0.01,0.028912490922294844,0.9351851851851852,0.48325358851674644,108.0
3.0,0.02,0.02059555165349722,0.753731343283582,0.4297872340425532,134.0
3.0,0.03,0.017426201249730662,0.554945054945055,0.3568904593639576,182.0
3.0,0.04,0.016144766364257147,0.5024875621890548,0.3344370860927152,201.0
3.0,0.05,0.015299393299920866,0.452914798206278,0.3117283950617284,223.0
3.0,0.06,0.015491044902809609,0.43722943722943725,0.3042168674698795,231.0
3.0,0.07,0.01583868841654309,0.42436974789915966,0.29793510324483774,238.0
3.0,0.08,0.016332826233941854,0.4353448275862069,0.3033033033033033,232.0
3.0,0.09,0.016654097536450477,0.43162393162393164,0.30149253731343284,234.0
3.0,0.1,0.016147635524798153,0.42436974789915966,0.29793510324483774,238.0
3.0,0.11,0.015808823529411764,0.42083333333333334,0.2961876832844575,240.0
3.0,0.12,0.032132083602671835,0.554945054945055,0.3568904593639576,182.0
3.0,0.13,0.0940359477124183,0.8416666666666667,0.45701357466063347,120.0
3.0,0.14,0.2045154600301659,0.9711538461538461,0.4926829268292683,104.0
3.0,0.15,0.2978547854785479,1.0,0.5,101.0
3.0,0.16,0.36225975538730343,1.0,0.5,101.0
3.5,0.0,0.06823917685886235,1.0,0.5,101.0
3.5,0.01,0.01576797385620915,0.8416666666666667,0.45701357466063347,120.0
3.5,0.02,0.01018270944741533,0.4590909090909091,0.3146417445482866,220.0
3.5,0.03,0.009244182101906506,0.3494809688581315,0.258974358974359,289.0
3.5,0.04,0.007880033733923677,0.271505376344086,0.2135306553911205,372.0
3.5,0.05,0.007118214769203895,0.22494432071269488,0.18363636363636363,449.0
3.5,0.06,0.007706392249571223,0.23877068557919623,0.19274809160305342,423.0
3.5,0.07,0.007644467478621405,0.22246696035242292,0.18198198198198198,454.0
3.5,0.08,0.007928000357318325,0.23006833712984054,0.18703703703703703,439.0
3.5,0.09,0.008958755916159567,0.26790450928381965,0.2112970711297071,377.0
3.5,0.1,0.007654786052351975,0.24876847290640394,0.1992110453648915,406.0
3.5,0.11,0.007232040798382133,0.226457399103139,0.1846435100548446,446.0
3.5,0.12,0.015532719111741082,0.3042168674698795,0.23325635103926096,332.0
3.5,0.13,0.07970722535589578,0.6917808219178082,0.4089068825910931,146.0
3.5,0.14,0.19695708472068071,0.9528301886792453,0.48792270531400966,106.0
3.5,0.15,0.2849206349206349,0.9619047619047619,0.49029126213592233,105.0
3.5,0.16,0.3555843906189927,0.9901960784313726,0.4975369458128079,102.0
4.0,0.0,0.0553290623179965,1.0,0.5,101.0
4.0,0.01,0.010924369747899159,0.7214285714285714,0.4190871369294606,140.0
4.0,0.02,0.005332226934661012,0.3166144200626959,0.24047619047619048,319.0
4.0,0.03,0.003971451594336365,0.19765166340508805,0.1650326797385621,511.0
4.0,0.04,0.0030801090489671803,0.13502673796791445,0.11896348645465253,748.0
4.0,0.05,0.0027566182348239057,0.1211031175059952,0.10802139037433155,834.0
4.0,0.06,0.0026605853287723297,0.11516533637400228,0.1032719836400818,877.0
4.0,0.07,0.003047164811870694,0.11868390129259694,0.10609243697478991,851.0
4.0,0.08,0.00290082662653493,0.11234705228031146,0.101,899.0
4.0,0.09,0.0030920060331825036,0.11952662721893491,0.10676532769556026,845.0
4.0,0.1,0.0029757916834159633,0.11503416856492027,0.10316649642492338,878.0
4.0,0.11,0.003021112521747308,0.1211031175059952,0.10802139037433155,834.0
4.0,0.12,0.00988081507112649,0.1980392156862745,0.16530278232405893,510.0
4.0,0.13,0.06088181128805113,0.5580110497237569,0.35815602836879434,181.0
4.0,0.14,0.1857004062886416,0.9099099099099099,0.47641509433962265,111.0
4.0,0.15,0.2681687353840619,0.926605504587156,0.48095238095238096,109.0
4.0,0.16,0.34630911188004615,0.9901960784313726,0.4975369458128079,102.0
4.5,0.0,0.043826441467676176,1.0,0.5,101.0
4.5,0.01,0.006672826198542244,0.5287958115183246,0.3458904109589041,191.0
4.5,0.02,0.0021541225185726463,0.15683229813664595,0.13557046979865772,644.0
4.5,0.03,0.001657950072788052,0.0925756186984418,0.08473154362416108,1091.0
4.5,0.04,0.0014982254029208123,0.07492581602373888,0.06970324361628709,1348.0
4.5,0.05,0.0014828601816248056,0.0702364394993046,0.06562703053931124,1438.0
4.5,0.06,0.0013842324494564666,0.06541450777202072,0.06139817629179331,1544.0
4.5,0.07,0.0013921070334105689,0.06416772554002541,0.060298507462686564,1574.0
4.5,0.08,0.0015095550578280745,0.0674682698730795,0.06320400500625782,1497.0
4.5,0.09,0.00150252920317063,0.06715425531914894,0.06292834890965732,1504.0
4.5,0.1,0.0015441833569889082,0.06769436997319035,0.06340238543628374,1492.0
4.5,0.11,0.0010550979421951859,0.0499752597723899,0.04759660697455231,2021.0
4.5,0.12,0.00594988589259932,0.11995249406175772,0.1071049840933192,842.0
4.5,0.13,0.05700133456523971,0.5287958115183246,0.3458904109589041,191.0
4.5,0.14,0.16968325791855204,0.8632478632478633,0.463302752293578,117.0
4.5,0.15,0.2703477617462079,0.9528301886792453,0.48792270531400966,106.0
4.5,0.16,0.34789781297134237,0.9711538461538461,0.4926829268292683,104.0
5.0,0.0,0.03848767229664143,1.0,0.5,101.0
5.0,0.01,0.003257007500986972,0.3389261744966443,0.2531328320802005,298.0
5.0,0.02,0.0007909474785359817,0.06571242680546518,0.061660561660561664,1537.0
5.0,0.03,0.00039884720292316403,0.026509186351706036,0.02582459728969573,3810.0
5.0,0.04,0.0003238045023153455,0.019680436477007016,0.019300592394420026,5132.0
5.0,0.05,0.00032260095049255655,0.018013197788478687,0.01769446391030133,5607.0
5.0,0.06,0.00034767610748002905,0.018703703703703705,0.01836029812761316,5400.0
5.0,0.07,0.00034719665007838227,0.018064746914684314,0.017744202389318342,5591.0
5.0,0.08,0.0003588633613660106,0.0193560751245688,0.01898853167888701,5218.0
5.0,0.09,0.00039854135821328133,0.020175789053136238,0.019776776972782455,5006.0
5.0,0.1,0.000381363189191988,0.0205159455616494,0.020103503184713375,4923.0
5.0,0.11,0.00047299621603027174,0.023944997629208157,0.023385042833989348,4218.0
5.0,0.12,0.0023214669716341172,0.050348953140578266,0.04793545325106787,2006.0
5.0,0.13,0.0493999323867478,0.4353448275862069,0.3033033033033033,232.0
5.0,0.14,0.16054901960784312,0.808,0.4469026548672566,125.0
5.0,0.15,0.23911598537720172,0.8559322033898306,0.4611872146118721,118.0
5.0,0.16,0.3551038062283737,0.9901960784313726,0.4975369458128079,102.0
5.5,0.0,0.030430984274898078,1.0,0.5,101.0
5.5,0.01,0.0014344885240918073,0.19573643410852712,0.16369529983792544,516.0
5.5,0.02,0.0002301881264779124,0.021558164354322305,0.021103217718345172,4685.0
5.5,0.03,0.00014828355459466463,0.010427421020028908,0.01031981199550424,9686.0
5.5,0.04,0.00010747493009259079,0.00669007087500828,0.006645611264640084,15097.0
5.5,0.05,0.0001065844549344906,0.006347011877081632,0.0063069813912826275,15913.0
5.5,0.06,0.00011370939201249014,0.006581090766925132,0.006538063179699637,15347.0
5.5,0.07,0.00010887129822295129,0.006301079293780024,0.006261624302541848,16029.0
5.5,0.08,0.00011300352671730736,0.0064855840236306425,0.006443792267449279,15573.0
5.5,0.09,0.0001226603732986869,0.007059481372754596,0.00700999444752915,14307.0
5.5,0.1,0.0001347696580962301,0.007844050947499223,0.007783000693534715,12876.0
5.5,0.11,0.0001584723973134477,0.009171812568107519,0.009088454962656348,11012.0
5.5,0.12,0.0011407078554692316,0.023526671325413463,0.022985889849795174,4293.0
5.5,0.13,0.05012400217003798,0.39920948616600793,0.2853107344632768,253.0
5.5,0.14,0.18832054560954817,0.8782608695652174,0.4675925925925926,115.0
5.5,0.15,0.23803104575163397,0.8416666666666667,0.45701357466063347,120.0
5.5,0.16,0.3358072200842954,0.9439252336448598,0.4855769230769231,107.0
1 SNR gamma BER FER DFR num_iterations
2 1.0 0.0 0.1341001747233547 1.0 0.5 101.0
3 1.0 0.01 0.10002912055911474 1.0 0.5 101.0
4 1.0 0.02 0.09634051640458163 1.0 0.5 101.0
5 1.0 0.03 0.09566103669190448 1.0 0.5 101.0
6 1.0 0.04 0.09675423567485246 0.9805825242718447 0.4950980392156863 103.0
7 1.0 0.05 0.097473604826546 0.9711538461538461 0.4926829268292683 104.0
8 1.0 0.06 0.09901960784313725 0.9619047619047619 0.49029126213592233 105.0
9 1.0 0.07 0.10030165912518854 0.9711538461538461 0.4926829268292683 104.0
10 1.0 0.08 0.10152714932126697 0.9711538461538461 0.4926829268292683 104.0
11 1.0 0.09 0.10204562594268476 0.9711538461538461 0.4926829268292683 104.0
12 1.0 0.1 0.10341251885369532 0.9711538461538461 0.4926829268292683 104.0
13 1.0 0.11 0.10419069588619762 0.9901960784313726 0.4975369458128079 102.0
14 1.0 0.12 0.11963696369636964 1.0 0.5 101.0
15 1.0 0.13 0.1822947000582411 1.0 0.5 101.0
16 1.0 0.14 0.255824111822947 1.0 0.5 101.0
17 1.0 0.15 0.31435643564356436 1.0 0.5 101.0
18 1.0 0.16 0.3663851679285576 1.0 0.5 101.0
19 1.5 0.0 0.12157833430401864 1.0 0.5 101.0
20 1.5 0.01 0.07974179770918269 1.0 0.5 101.0
21 1.5 0.02 0.07372164552095348 0.9901960784313726 0.4975369458128079 102.0
22 1.5 0.03 0.07240896358543418 0.9619047619047619 0.49029126213592233 105.0
23 1.5 0.04 0.07275059556532894 0.9439252336448598 0.4855769230769231 107.0
24 1.5 0.05 0.07421023965141613 0.9351851851851852 0.48325358851674644 108.0
25 1.5 0.06 0.07470951343500364 0.9351851851851852 0.48325358851674644 108.0
26 1.5 0.07 0.0680926916221034 0.9181818181818182 0.4786729857819905 110.0
27 1.5 0.08 0.06911764705882353 0.9181818181818182 0.4786729857819905 110.0
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171 5.5 0.16 0.3358072200842954 0.9439252336448598 0.4855769230769231 107.0

72
latex/presentations/midterm/res/2d_ber_fer_dfr_20433484_hybrid.csv
View File

@ -1,31 +1,43 @@
SNR,gamma,BER,FER,DFR,num_iterations
1.0,0.01,0.09643758493496409,1.0,0.5,101.0
1.0,0.05,0.09717416378316032,0.9901960784313726,0.4975369458128079,102.0
1.0,0.15,0.32425742574257427,1.0,0.5,101.0
1.5,0.01,0.07559592464436755,0.9901960784313726,0.4975369458128079,102.0
1.5,0.05,0.0707749766573296,0.9619047619047619,0.49029126213592233,105.0
1.5,0.15,0.2964958260531936,1.0,0.5,101.0
2.0,0.01,0.05896913220733838,1.0,0.5,101.0
2.0,0.05,0.04654837141468157,0.8347107438016529,0.45495495495495497,121.0
2.0,0.15,0.2969050365244137,0.9901960784313726,0.4975369458128079,102.0
2.5,0.01,0.04330858557015039,0.9805825242718447,0.4950980392156863,103.0
2.5,0.05,0.02880658436213992,0.6234567901234568,0.3840304182509506,162.0
2.5,0.15,0.29430988081507115,0.9901960784313726,0.4975369458128079,102.0
3.0,0.01,0.028516624040920716,0.8782608695652174,0.4675925925925926,115.0
3.0,0.05,0.015358301594018903,0.36330935251798563,0.26649076517150394,278.0
3.0,0.15,0.2875169869928169,1.0,0.5,101.0
3.5,0.01,0.018695850433196534,0.7829457364341085,0.4391304347826087,129.0
3.5,0.05,0.006135031332120477,0.20824742268041238,0.17235494880546076,485.0
3.5,0.15,0.2707861990950226,0.9711538461538461,0.4926829268292683,104.0
4.0,0.01,0.008812513769552765,0.5674157303370787,0.36200716845878134,178.0
4.0,0.05,0.0019857029388403494,0.08022239872915012,0.07426470588235294,1259.0
4.0,0.15,0.27478468022723107,0.9439252336448598,0.4855769230769231,107.0
4.5,0.01,0.004626022594468251,0.3344370860927152,0.2506203473945409,302.0
4.5,0.05,0.0006845708267509215,0.031911532385466033,0.030924678505817513,3165.0
4.5,0.15,0.2821402145763966,0.9528301886792453,0.48792270531400966,106.0
5.0,0.01,0.0017591120532297003,0.15165165165165165,0.1316818774445893,666.0
5.0,0.05,0.00021886964617101427,0.010585892464102296,0.010475005185646131,9541.0
5.0,0.15,0.2730257240510883,0.926605504587156,0.48095238095238096,109.0
5.5,0.01,0.0006439016284479894,0.061138014527845036,0.057615516257843696,1652.0
5.5,0.05,6.1029411764705884e-05,0.00305,0.0030407257863516277,20000.0
5.5,0.15,0.24632352941176472,0.8145161290322581,0.4488888888888889,124.0
1.0,0.01,0.08857503397398564,1.0,0.5,101.0
1.5,0.01,0.07048353321911288,0.9805825242718447,0.4950980392156863,103.0
2.0,0.01,0.05350140056022409,0.9619047619047619,0.49029126213592233,105.0
2.5,0.01,0.03744921391980215,0.9099099099099099,0.47641509433962265,111.0
3.0,0.01,0.025939542483660132,0.8416666666666667,0.45701357466063347,120.0
3.5,0.01,0.014778503994190268,0.7481481481481481,0.4279661016949153,135.0
4.0,0.01,0.00835057641146911,0.507537688442211,0.33666666666666667,199.0
4.5,0.01,0.004282382097820541,0.3754646840148699,0.27297297297297296,269.0
5.0,0.01,0.0015746260263187492,0.1931166347992352,0.16185897435897437,523.0
5.5,0.01,0.00065359477124183,0.08523206751054853,0.07853810264385692,1185.0
6.0,0.01,0.0003127631420666426,0.04130879345603272,0.0396700706991359,2445.0
6.5,0.01,0.00011029974518507847,0.015459972447573855,0.015224600542659028,6533.0
7.0,0.01,2.7036508518478465e-05,0.00452894489036366,0.004508526024462101,22301.0
7.5,0.01,8.101366552599426e-06,0.0014514830995631179,0.001449379349931836,69584.0
1.0,0.05,0.0871559633027523,0.926605504587156,0.48095238095238096,109.0
1.5,0.05,0.06592721834496511,0.8559322033898306,0.4611872146118721,118.0
2.0,0.05,0.04344614558152028,0.6917808219178082,0.4089068825910931,146.0
2.5,0.05,0.023415412676698586,0.4697674418604651,0.31962025316455694,215.0
3.0,0.05,0.010770665574814613,0.23433874709976799,0.18984962406015038,431.0
3.5,0.05,0.0049633888643176565,0.12656641604010024,0.11234705228031146,798.0
4.0,0.05,0.00151358011559054,0.045660036166365284,0.043666234327712924,2212.0
4.5,0.05,0.0003522100063308634,0.011482492041837199,0.011352141171181298,8796.0
5.0,0.05,8.711464887548632e-05,0.0030893463432539077,0.003079831676526194,32693.0
5.5,0.05,1.669054519578649e-05,0.0005991149707560712,0.000598756246924705,168582.0
6.0,0.05,3.872549019607843e-06,0.00014,0.00013998040274361588,500000.0
6.5,0.05,8.137254901960785e-07,3.4e-05,3.3998844039302665e-05,500000.0
7.0,0.05,9.80392156862745e-08,4e-06,3.9999840000639995e-06,500000.0
7.5,0.05,0.0,0.0,0.0,500000.0
1.0,0.15,0.36318190642593673,1.0,0.5,101.0
1.5,0.15,0.35721219180741604,1.0,0.5,101.0
2.0,0.15,0.3584740827023879,1.0,0.5,101.0
2.5,0.15,0.3616288099398175,1.0,0.5,101.0
3.0,0.15,0.34989529792499524,0.9805825242718447,0.4950980392156863,103.0
3.5,0.15,0.34784884827717494,0.9805825242718447,0.4950980392156863,103.0
4.0,0.15,0.3346744358120607,0.9528301886792453,0.48792270531400966,106.0
4.5,0.15,0.32926378098409176,0.9528301886792453,0.48792270531400966,106.0
5.0,0.15,0.3075335397316821,0.8859649122807017,0.4697674418604651,114.0
5.5,0.15,0.31763845889232883,0.8859649122807017,0.4697674418604651,114.0
6.0,0.15,0.2609212802768166,0.7426470588235294,0.42616033755274263,136.0
6.5,0.15,0.21796218487394958,0.6011904761904762,0.3754646840148699,168.0
7.0,0.15,0.16116533949824471,0.4410480349344978,0.30606060606060603,229.0
7.5,0.15,0.11419180852856903,0.28939828080229224,0.22444444444444445,349.0

1 SNR gamma BER FER DFR num_iterations
2 1.0 0.01 0.09643758493496409 0.08857503397398564 1.0 0.5 101.0
3 1.0 1.5 0.05 0.01 0.09717416378316032 0.07048353321911288 0.9901960784313726 0.9805825242718447 0.4975369458128079 0.4950980392156863 102.0 103.0
4 1.0 2.0 0.15 0.01 0.32425742574257427 0.05350140056022409 1.0 0.9619047619047619 0.5 0.49029126213592233 101.0 105.0
5 1.5 2.5 0.01 0.07559592464436755 0.03744921391980215 0.9901960784313726 0.9099099099099099 0.4975369458128079 0.47641509433962265 102.0 111.0
6 1.5 3.0 0.05 0.01 0.0707749766573296 0.025939542483660132 0.9619047619047619 0.8416666666666667 0.49029126213592233 0.45701357466063347 105.0 120.0
7 1.5 3.5 0.15 0.01 0.2964958260531936 0.014778503994190268 1.0 0.7481481481481481 0.5 0.4279661016949153 101.0 135.0
8 2.0 4.0 0.01 0.05896913220733838 0.00835057641146911 1.0 0.507537688442211 0.5 0.33666666666666667 101.0 199.0
9 2.0 4.5 0.05 0.01 0.04654837141468157 0.004282382097820541 0.8347107438016529 0.3754646840148699 0.45495495495495497 0.27297297297297296 121.0 269.0
10 2.0 5.0 0.15 0.01 0.2969050365244137 0.0015746260263187492 0.9901960784313726 0.1931166347992352 0.4975369458128079 0.16185897435897437 102.0 523.0
11 2.5 5.5 0.01 0.04330858557015039 0.00065359477124183 0.9805825242718447 0.08523206751054853 0.4950980392156863 0.07853810264385692 103.0 1185.0
12 2.5 6.0 0.05 0.01 0.02880658436213992 0.0003127631420666426 0.6234567901234568 0.04130879345603272 0.3840304182509506 0.0396700706991359 162.0 2445.0
13 2.5 6.5 0.15 0.01 0.29430988081507115 0.00011029974518507847 0.9901960784313726 0.015459972447573855 0.4975369458128079 0.015224600542659028 102.0 6533.0
14 3.0 7.0 0.01 0.028516624040920716 2.7036508518478465e-05 0.8782608695652174 0.00452894489036366 0.4675925925925926 0.004508526024462101 115.0 22301.0
15 3.0 7.5 0.05 0.01 0.015358301594018903 8.101366552599426e-06 0.36330935251798563 0.0014514830995631179 0.26649076517150394 0.001449379349931836 278.0 69584.0
16 3.0 1.0 0.15 0.05 0.2875169869928169 0.0871559633027523 1.0 0.926605504587156 0.5 0.48095238095238096 101.0 109.0
17 3.5 1.5 0.01 0.05 0.018695850433196534 0.06592721834496511 0.7829457364341085 0.8559322033898306 0.4391304347826087 0.4611872146118721 129.0 118.0
18 3.5 2.0 0.05 0.006135031332120477 0.04344614558152028 0.20824742268041238 0.6917808219178082 0.17235494880546076 0.4089068825910931 485.0 146.0
19 3.5 2.5 0.15 0.05 0.2707861990950226 0.023415412676698586 0.9711538461538461 0.4697674418604651 0.4926829268292683 0.31962025316455694 104.0 215.0
20 4.0 3.0 0.01 0.05 0.008812513769552765 0.010770665574814613 0.5674157303370787 0.23433874709976799 0.36200716845878134 0.18984962406015038 178.0 431.0
21 4.0 3.5 0.05 0.0019857029388403494 0.0049633888643176565 0.08022239872915012 0.12656641604010024 0.07426470588235294 0.11234705228031146 1259.0 798.0
22 4.0 0.15 0.05 0.27478468022723107 0.00151358011559054 0.9439252336448598 0.045660036166365284 0.4855769230769231 0.043666234327712924 107.0 2212.0
23 4.5 0.01 0.05 0.004626022594468251 0.0003522100063308634 0.3344370860927152 0.011482492041837199 0.2506203473945409 0.011352141171181298 302.0 8796.0
24 4.5 5.0 0.05 0.0006845708267509215 8.711464887548632e-05 0.031911532385466033 0.0030893463432539077 0.030924678505817513 0.003079831676526194 3165.0 32693.0
25 4.5 5.5 0.15 0.05 0.2821402145763966 1.669054519578649e-05 0.9528301886792453 0.0005991149707560712 0.48792270531400966 0.000598756246924705 106.0 168582.0
26 5.0 6.0 0.01 0.05 0.0017591120532297003 3.872549019607843e-06 0.15165165165165165 0.00014 0.1316818774445893 0.00013998040274361588 666.0 500000.0
27 5.0 6.5 0.05 0.00021886964617101427 8.137254901960785e-07 0.010585892464102296 3.4e-05 0.010475005185646131 3.3998844039302665e-05 9541.0 500000.0
28 5.0 7.0 0.15 0.05 0.2730257240510883 9.80392156862745e-08 0.926605504587156 4e-06 0.48095238095238096 3.9999840000639995e-06 109.0 500000.0
29 5.5 7.5 0.01 0.05 0.0006439016284479894 0.0 0.061138014527845036 0.0 0.057615516257843696 0.0 1652.0 500000.0
30 5.5 1.0 0.05 0.15 6.1029411764705884e-05 0.36318190642593673 0.00305 1.0 0.0030407257863516277 0.5 20000.0 101.0
31 5.5 1.5 0.15 0.24632352941176472 0.35721219180741604 0.8145161290322581 1.0 0.4488888888888889 0.5 124.0 101.0
32 2.0 0.15 0.3584740827023879 1.0 0.5 101.0
33 2.5 0.15 0.3616288099398175 1.0 0.5 101.0
34 3.0 0.15 0.34989529792499524 0.9805825242718447 0.4950980392156863 103.0
35 3.5 0.15 0.34784884827717494 0.9805825242718447 0.4950980392156863 103.0
36 4.0 0.15 0.3346744358120607 0.9528301886792453 0.48792270531400966 106.0
37 4.5 0.15 0.32926378098409176 0.9528301886792453 0.48792270531400966 106.0
38 5.0 0.15 0.3075335397316821 0.8859649122807017 0.4697674418604651 114.0
39 5.5 0.15 0.31763845889232883 0.8859649122807017 0.4697674418604651 114.0
40 6.0 0.15 0.2609212802768166 0.7426470588235294 0.42616033755274263 136.0
41 6.5 0.15 0.21796218487394958 0.6011904761904762 0.3754646840148699 168.0
42 7.0 0.15 0.16116533949824471 0.4410480349344978 0.30606060606060603 229.0
43 7.5 0.15 0.11419180852856903 0.28939828080229224 0.22444444444444445 349.0

9
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latex/presentations/midterm/res/2d_ber_fer_dfr_20433484_proximal.csv Normal file
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SNR,gamma,BER,FER,DFR,num_iterations
1.0,0.0,0.13016889924286545,1.0,0.5,101.0
1.5,0.0,0.11390992040380508,1.0,0.5,101.0
2.0,0.0,0.10430013589594253,1.0,0.5,101.0
2.5,0.0,0.09017666472529606,1.0,0.5,101.0
3.0,0.0,0.08182877111240536,1.0,0.5,101.0
3.5,0.0,0.06887012230634829,1.0,0.5,101.0
4.0,0.0,0.057173364395263056,1.0,0.5,101.0
4.5,0.0,0.04610755193166376,1.0,0.5,101.0
5.0,0.0,0.03601242477188896,1.0,0.5,101.0
5.5,0.0,0.03195886197616302,0.9901960784313726,0.4975369458128079,102.0
6.0,0.0,0.02397592700446515,1.0,0.5,101.0
6.5,0.0,0.017445213379469436,0.9901960784313726,0.4975369458128079,102.0
7.0,0.0,0.01270053475935829,0.9181818181818182,0.4786729857819905,110.0
7.5,0.0,0.007798573975044563,0.7651515151515151,0.4334763948497854,132.0
1.0,0.01,0.09410794020578528,1.0,0.5,101.0
1.5,0.01,0.06997308727412534,0.9901960784313726,0.4975369458128079,102.0
2.0,0.01,0.05644393679802018,0.9805825242718447,0.4950980392156863,103.0
2.5,0.01,0.03820780648708082,0.9439252336448598,0.4855769230769231,107.0
3.0,0.01,0.025490196078431372,0.9181818181818182,0.4786729857819905,110.0
3.5,0.01,0.014961954931226222,0.753731343283582,0.4297872340425532,134.0
4.0,0.01,0.007832183152590644,0.5642458100558659,0.3607142857142857,179.0
4.5,0.01,0.003332051774958349,0.3300653594771242,0.24815724815724816,306.0
5.0,0.01,0.0017192128650021159,0.18165467625899281,0.1537290715372907,556.0
5.5,0.01,0.0007640035685135623,0.09777347531461762,0.0890652557319224,1033.0
6.0,0.01,0.0002406292110111927,0.03541374474053296,0.03420250592617677,2852.0
6.5,0.01,9.533468559837728e-05,0.013931034482758621,0.01373962726159706,7250.0
7.0,0.01,2.8408296271432968e-05,0.004502496433666191,0.004482314827142413,22432.0
7.5,0.01,7.857008939650586e-06,0.001395567346487592,0.0013936224524995515,72372.0
1.0,0.02,0.09030180699730873,0.9901960784313726,0.4975369458128079,102.0
1.5,0.02,0.06522331154684095,0.9351851851851852,0.48325358851674644,108.0
2.0,0.02,0.049919050188882895,0.926605504587156,0.48095238095238096,109.0
2.5,0.02,0.028994576554025864,0.7163120567375887,0.41735537190082644,141.0
3.0,0.02,0.01815435476516188,0.5872093023255814,0.36996336996337,172.0
3.5,0.02,0.009278711484593838,0.4007936507936508,0.28611898016997167,252.0
4.0,0.02,0.003515158519203359,0.19842829076620824,0.16557377049180327,509.0
4.5,0.02,0.0013487523022509087,0.08395677472984206,0.07745398773006135,1203.0
5.0,0.02,0.0004013143719026072,0.027747252747252746,0.026998128842555466,3640.0
5.5,0.02,0.00016504731356322146,0.011449948985375808,0.011320331764178435,8821.0
6.0,0.02,4.437431042911285e-05,0.0030375026314998044,0.0030283041496761815,33251.0
6.5,0.02,1.2192094202770043e-05,0.000845811141258835,0.0008450963493511167,119412.0
7.0,0.02,2.764705882352941e-06,0.000196,0.0001959615915280605,500000.0
7.5,0.02,6.96078431372549e-07,4.8e-05,4.799769611058669e-05,500000.0
1.0,0.03,0.09037692747001713,0.9805825242718447,0.4950980392156863,103.0
1.5,0.03,0.06437619295505813,0.8938053097345132,0.4719626168224299,113.0
2.0,0.03,0.04964273845131273,0.8559322033898306,0.4611872146118721,118.0
2.5,0.03,0.026193913148081317,0.6196319018404908,0.38257575757575757,163.0
3.0,0.03,0.01603641456582633,0.48095238095238096,0.3247588424437299,210.0
3.5,0.03,0.007452113793494276,0.29190751445086704,0.22595078299776286,346.0
4.0,0.03,0.0028573605608046325,0.13082901554404144,0.1156930126002291,772.0
4.5,0.03,0.0010247036667774454,0.05706214689265537,0.053981827899518976,1770.0
5.0,0.03,0.0003044266400985235,0.017819336626676077,0.01750736696134512,5668.0
5.5,0.03,0.00012169749196725593,0.007310364794441228,0.007257311202126895,13816.0
6.0,0.03,3.56236823804658e-05,0.0020911406033251208,0.002086776859504132,48299.0
6.5,0.03,1.0374588367264038e-05,0.0006638447786307709,0.0006634043810962593,152144.0
7.0,0.03,2.3627450980392157e-06,0.000152,0.0001519768995112743,500000.0
7.5,0.03,5.196078431372548e-07,3.4e-05,3.3998844039302665e-05,500000.0
1.0,0.04,0.09207362190159082,0.9528301886792453,0.48792270531400966,106.0
1.5,0.04,0.06675191815856778,0.8782608695652174,0.4675925925925926,115.0
2.0,0.04,0.04750233426704015,0.8015873015873016,0.44493392070484583,126.0
2.5,0.04,0.026018099547511313,0.5976331360946746,0.37407407407407406,169.0
3.0,0.04,0.012881896944824441,0.39147286821705424,0.28133704735376047,258.0
3.5,0.04,0.0065840061514802,0.24754901960784315,0.19842829076620824,408.0
4.0,0.04,0.0026100649280614337,0.1111111111111111,0.1,909.0
4.5,0.04,0.0009278379283402166,0.04791271347248577,0.045722046174739704,2108.0
5.0,0.04,0.0002976899261728983,0.016356275303643725,0.016093052899936264,6175.0
5.5,0.04,0.00011358050437191844,0.006394023803494555,0.0063534000125809904,15796.0
6.0,0.04,4.008014206588538e-05,0.0023460546793338134,0.0023405635891731555,43051.0
6.5,0.04,1.0293767220940665e-05,0.0006446589052287582,0.000644243587862706,156672.0
7.0,0.04,2.450980392156863e-06,0.000154,0.00015397628765170164,500000.0
7.5,0.04,6.176470588235294e-07,4e-05,3.999840006399744e-05,500000.0
1.0,0.05,0.0947558268590455,0.9528301886792453,0.48792270531400966,106.0
1.5,0.05,0.06581415174765558,0.8782608695652174,0.4675925925925926,115.0
2.0,0.05,0.047244094488188976,0.7952755905511811,0.44298245614035087,127.0
2.5,0.05,0.02558940242763772,0.6011904761904762,0.3754646840148699,168.0
3.0,0.05,0.012649629140045532,0.3782771535580524,0.27445652173913043,267.0
3.5,0.05,0.00588833094213295,0.20528455284552846,0.1703204047217538,492.0
4.0,0.05,0.002538604818842757,0.10316649642492338,0.09351851851851851,979.0
4.5,0.05,0.0009202565784678184,0.046933085501858735,0.044829116733244564,2152.0
5.0,0.05,0.0002940220301384533,0.01641742522756827,0.01615224692147769,6152.0
5.5,0.05,0.00011692575119219662,0.006564409203171715,0.006521598760250533,15386.0
6.0,0.05,3.577639534879112e-05,0.002041930331763136,0.0020377693487208456,49463.0
6.5,0.05,1.0852103196792829e-05,0.0006775658614143013,0.0006771070767745569,149063.0
7.0,0.05,2.3725490196078433e-06,0.00015,0.00014997750337449384,500000.0
7.5,0.05,6.568627450980392e-07,4.2e-05,4.199823607408489e-05,500000.0
1.0,0.06,0.0957732149463559,0.9528301886792453,0.48792270531400966,106.0
1.5,0.06,0.06699346405228758,0.8632478632478633,0.463302752293578,117.0
2.0,0.06,0.05048633626679018,0.7952755905511811,0.44298245614035087,127.0
2.5,0.06,0.026059274284426413,0.5804597701149425,0.36727272727272725,174.0
3.0,0.06,0.012814863773224645,0.3782771535580524,0.27445652173913043,267.0
3.5,0.06,0.006304073735924525,0.22394678492239467,0.18297101449275363,451.0
4.0,0.06,0.0025645685668706205,0.10401647785787847,0.09421641791044776,971.0
4.5,0.06,0.0008676426545460951,0.04537286612758311,0.04340352385045122,2226.0
5.0,0.06,0.0003190777623385312,0.017672790901137356,0.01736588720770289,5715.0
5.5,0.06,0.00012802567341504216,0.00732733604178758,0.00727403673028448,13784.0
6.0,0.06,3.7053184014162366e-05,0.0021265844106623994,0.0021220716461813217,47494.0
6.5,0.06,1.0274078481140562e-05,0.0006473612019125999,0.00064694239650523,156018.0
7.0,0.06,2.46078431372549e-06,0.000156,0.00015597566779582386,500000.0
7.5,0.06,5.490196078431373e-07,3.6e-05,3.599870404665432e-05,500000.0
1.0,0.07,0.09734554199038106,0.9528301886792453,0.48792270531400966,106.0
1.5,0.07,0.06668356997971603,0.8706896551724138,0.46543778801843316,116.0
2.0,0.07,0.0509344362745098,0.7890625,0.4410480349344978,128.0
2.5,0.07,0.026284651791751185,0.5804597701149425,0.36727272727272725,174.0
3.0,0.07,0.01309025482852317,0.3782771535580524,0.27445652173913043,267.0
3.5,0.07,0.006422119409561578,0.22696629213483147,0.184981684981685,445.0
4.0,0.07,0.002640349738129247,0.11147902869757174,0.1002979145978153,906.0
4.5,0.07,0.0009502336090686274,0.04931640625,0.04699860400186133,2048.0
5.0,0.07,0.0003310118602339736,0.018090632276553824,0.01776917663617171,5583.0
5.5,0.07,0.00011619651767974708,0.0065772336545975515,0.006534256323995601,15356.0
6.0,0.07,3.877701447136334e-05,0.002250596073712592,0.002245542265107386,44877.0
6.5,0.07,1.1830786200915143e-05,0.0007386712693444109,0.0007381260368478364,136732.0
7.0,0.07,2.7549019607843135e-06,0.000172,0.00017197042108757293,500000.0
7.5,0.07,4.901960784313725e-07,3.2e-05,3.199897603276695e-05,500000.0
1.0,0.08,0.09487813817115631,0.9439252336448598,0.4855769230769231,107.0
1.5,0.08,0.06786680189317106,0.8706896551724138,0.46543778801843316,116.0
2.0,0.08,0.05188536953242836,0.7769230769230769,0.43722943722943725,130.0
2.5,0.08,0.027359781121751026,0.5872093023255814,0.36996336996337,172.0
3.0,0.08,0.01338979171435111,0.39299610894941633,0.28212290502793297,257.0
3.5,0.08,0.006565126050420168,0.22544642857142858,0.18397085610200364,448.0
4.0,0.08,0.0026592336280917596,0.11002178649237472,0.09911678115799803,918.0
4.5,0.08,0.0010749450642325896,0.05441810344827586,0.0516096065406234,1856.0
5.0,0.08,0.00036965605914496947,0.019479267116682738,0.01910707529322739,5185.0
5.5,0.08,0.00012361614795691875,0.007035876001393243,0.0069867183176535695,14355.0
6.0,0.08,4.2284025381882086e-05,0.002461073612904798,0.002455031599416626,41039.0
6.5,0.08,1.2240792065738477e-05,0.0007551176039595078,0.0007545478316088305,133754.0
7.0,0.08,2.715686274509804e-06,0.000172,0.00017197042108757293,500000.0
7.5,0.08,5.588235294117647e-07,3.6e-05,3.599870404665432e-05,500000.0
1.0,0.09,0.09762301146873843,0.9528301886792453,0.48792270531400966,106.0
1.5,0.09,0.06987444100447196,0.8859649122807017,0.4697674418604651,114.0
2.0,0.09,0.0531496062992126,0.7952755905511811,0.44298245614035087,127.0
2.5,0.09,0.028342245989304814,0.6121212121212121,0.37969924812030076,165.0
3.0,0.09,0.015068990559186637,0.4156378600823045,0.2936046511627907,243.0
3.5,0.09,0.006645114942528735,0.21767241379310345,0.17876106194690267,464.0
4.0,0.09,0.0026683622451197774,0.11197339246119734,0.10069790628115653,902.0
4.5,0.09,0.0011544262675484394,0.059763313609467454,0.056393076493579004,1690.0
5.0,0.09,0.000323066434669353,0.017471025774087528,0.01717103026181571,5781.0
5.5,0.09,0.00013994339191245457,0.008122235625251308,0.008056796426292279,12435.0
6.0,0.09,4.0161512455483895e-05,0.0023244039399797477,0.0023190136155947926,43452.0
6.5,0.09,1.2820099459406346e-05,0.0007908542792263723,0.0007902293229847196,127710.0
7.0,0.09,2.9901960784313724e-06,0.000188,0.00018796466264342303,500000.0
7.5,0.09,8.431372549019608e-07,5.4e-05,5.39970841574555e-05,500000.0
1.0,0.1,0.09863478101520982,0.9439252336448598,0.4855769230769231,107.0
1.5,0.1,0.07107843137254902,0.9017857142857143,0.47417840375586856,112.0
2.0,0.1,0.0548406862745098,0.7890625,0.4410480349344978,128.0
2.5,0.1,0.030971479500891266,0.6558441558441559,0.396078431372549,154.0
3.0,0.1,0.013721912122513238,0.3686131386861314,0.2693333333333333,274.0
3.5,0.1,0.007117601138816182,0.23653395784543327,0.19128787878787878,427.0
4.0,0.1,0.003256827969932857,0.1377899045020464,0.1211031175059952,733.0
4.5,0.1,0.0010676841344484178,0.04834849210148397,0.046118721461187215,2089.0
5.0,0.1,0.000391496273499491,0.02001585414189457,0.01962308140664465,5046.0
5.5,0.1,0.00013110636765910645,0.007300852970941159,0.007247936849659132,13834.0
6.0,0.1,4.6469698333988914e-05,0.0027123559900099365,0.0027050190154802077,37237.0
6.5,0.1,1.4358482214932788e-05,0.000860006301036265,0.0008592673257218697,117441.0
7.0,0.1,3.107843137254902e-06,0.000198,0.00019796080376085535,500000.0
7.5,0.1,8.627450980392156e-07,5.4e-05,5.39970841574555e-05,500000.0
1.0,0.11,0.09868059373282023,0.9439252336448598,0.4855769230769231,107.0
1.5,0.11,0.07357317927170869,0.9017857142857143,0.47417840375586856,112.0
2.0,0.11,0.05273321449792038,0.7651515151515151,0.4334763948497854,132.0
2.5,0.11,0.033249484004127965,0.6644736842105263,0.39920948616600793,152.0
3.0,0.11,0.014938457134678689,0.3686131386861314,0.2693333333333333,274.0
3.5,0.11,0.00837662033787262,0.24105011933174225,0.19423076923076923,419.0
4.0,0.11,0.0035059537469083863,0.13133940182054615,0.11609195402298851,769.0
4.5,0.11,0.0011208468207017151,0.04791271347248577,0.045722046174739704,2108.0
5.0,0.11,0.00043153577768256107,0.021019771071800208,0.02058703628210355,4805.0
5.5,0.11,0.00015734593947451842,0.00792654214409041,0.007864206182356148,12742.0
6.0,0.11,7.48315598845975e-05,0.004068151609135216,0.0040516688061617455,24827.0
6.5,0.11,1.59467529479283e-05,0.0009152281274070047,0.0009143912508148041,110355.0
7.0,0.11,5.295674329001116e-06,0.0002819433433455788,0.0002818638737026587,358228.0
7.5,0.11,1.1176470588235294e-06,6.6e-05,6.599564428747703e-05,500000.0
1.0,0.12,0.12740384615384615,0.9711538461538461,0.4926829268292683,104.0
1.5,0.12,0.10430283224400871,0.9351851851851852,0.48325358851674644,108.0
2.0,0.12,0.08233632436025258,0.8559322033898306,0.4611872146118721,118.0
2.5,0.12,0.06005809731299928,0.7481481481481481,0.4279661016949153,135.0
3.0,0.12,0.03891090114802398,0.5233160621761658,0.3435374149659864,193.0
3.5,0.12,0.022793232816592342,0.36462093862815886,0.2671957671957672,277.0
4.0,0.12,0.010509303903710847,0.18397085610200364,0.15538461538461537,549.0
4.5,0.12,0.006082062454611474,0.10390946502057613,0.09412861136999068,972.0
5.0,0.12,0.0030410982709184117,0.04972919743968488,0.0473733583489681,2031.0
5.5,0.12,0.0012914918514713017,0.021002287377833228,0.020370747606437156,4809.0
6.0,0.12,0.0006120792155158086,0.010975874809823951,0.010856712888315597,9202.0
6.5,0.12,0.0002848113322386914,0.00478650300933605,0.0047637015375907935,21101.0
7.0,0.12,0.00015880719643403545,0.0026623787431463517,0.0026553093040986406,37936.0
7.5,0.12,9.887878094521482e-05,0.001552818904417078,0.0015504113962912932,65043.0
1.0,0.13,0.20258202290817318,1.0,0.5,101.0
1.5,0.13,0.1892350999805863,1.0,0.5,101.0
2.0,0.13,0.1705788084464555,0.9711538461538461,0.4926829268292683,104.0
2.5,0.13,0.16332233828110684,0.9439252336448598,0.4855769230769231,107.0
3.0,0.13,0.13447583757912615,0.7952755905511811,0.44298245614035087,127.0
3.5,0.13,0.12821350762527234,0.7481481481481481,0.4279661016949153,135.0
4.0,0.13,0.09359325125398997,0.5872093023255814,0.36996336996337,172.0
4.5,0.13,0.07852299798424042,0.4719626168224299,0.32063492063492066,214.0
5.0,0.13,0.061255361519607844,0.39453125,0.28291316526610644,256.0
5.5,0.13,0.057405013287366226,0.36996336996337,0.2700534759358289,273.0
6.0,0.13,0.05830388692579505,0.3568904593639576,0.2630208333333333,283.0
6.5,0.13,0.053853009735362674,0.3531468531468531,0.26098191214470284,286.0
7.0,0.13,0.04520697167755991,0.28055555555555556,0.21908893709327548,360.0
7.5,0.13,0.04738082916451038,0.2961876832844575,0.22850678733031674,341.0
1.0,0.14,0.30188312948941953,1.0,0.5,101.0
1.5,0.14,0.2989225393127548,1.0,0.5,101.0
2.0,0.14,0.2915938652688798,1.0,0.5,101.0
2.5,0.14,0.2830161476355248,0.9901960784313726,0.4975369458128079,102.0
3.0,0.14,0.26663838612368024,0.9711538461538461,0.4926829268292683,104.0
3.5,0.14,0.26035367417995237,0.9439252336448598,0.4855769230769231,107.0
4.0,0.14,0.2349137931034483,0.8706896551724138,0.46543778801843316,116.0
4.5,0.14,0.22372227579556414,0.8278688524590164,0.452914798206278,122.0
5.0,0.14,0.22702965483714146,0.8347107438016529,0.45495495495495497,121.0
5.5,0.14,0.20850433196534426,0.7829457364341085,0.4391304347826087,129.0
6.0,0.14,0.20122549019607844,0.7214285714285714,0.4190871369294606,140.0
6.5,0.14,0.1672268907563025,0.5771428571428572,0.36594202898550726,175.0
7.0,0.14,0.14585645578986312,0.47641509433962265,0.3226837060702875,212.0
7.5,0.14,0.10216795051353875,0.3005952380952381,0.2311212814645309,336.0
1.0,0.15,0.37036497767423804,1.0,0.5,101.0
1.5,0.15,0.36036691904484563,1.0,0.5,101.0
2.0,0.15,0.35255290234905845,1.0,0.5,101.0
2.5,0.15,0.3493981751116288,1.0,0.5,101.0
3.0,0.15,0.3480392156862745,0.9901960784313726,0.4975369458128079,102.0
3.5,0.15,0.34475537787930705,0.9805825242718447,0.4950980392156863,103.0
4.0,0.15,0.34837235865219873,0.9805825242718447,0.4950980392156863,103.0
4.5,0.15,0.3258258258258258,0.9099099099099099,0.47641509433962265,111.0
5.0,0.15,0.3237076648841355,0.9181818181818182,0.4786729857819905,110.0
5.5,0.15,0.30232947880006705,0.8632478632478633,0.463302752293578,117.0
6.0,0.15,0.2957248473159756,0.8278688524590164,0.452914798206278,122.0
6.5,0.15,0.22986804784807005,0.6352201257861635,0.38846153846153847,159.0
7.0,0.15,0.15203828566999922,0.39920948616600793,0.2853107344632768,253.0
7.5,0.15,0.10432479443390259,0.271505376344086,0.2135306553911205,372.0
1.0,0.16,0.40870704717530576,1.0,0.5,101.0
1.5,0.16,0.4099204038050864,1.0,0.5,101.0
2.0,0.16,0.39845251826220685,0.9901960784313726,0.4975369458128079,102.0
2.5,0.16,0.39511745292176276,1.0,0.5,101.0
3.0,0.16,0.4057949912638323,1.0,0.5,101.0
3.5,0.16,0.40695981362842165,1.0,0.5,101.0
4.0,0.16,0.4024842946887493,0.9805825242718447,0.4950980392156863,103.0
4.5,0.16,0.3882447209653092,0.9711538461538461,0.4926829268292683,104.0
5.0,0.16,0.4009515570934256,0.9901960784313726,0.4975369458128079,102.0
5.5,0.16,0.37219251336898396,0.9181818181818182,0.4786729857819905,110.0
6.0,0.16,0.34126786307743434,0.8559322033898306,0.4611872146118721,118.0
6.5,0.16,0.310105580693816,0.7769230769230769,0.43722943722943725,130.0
7.0,0.16,0.27992238562091504,0.7013888888888888,0.4122448979591837,144.0
7.5,0.16,0.20819364015036065,0.5233160621761658,0.3435374149659864,193.0
1 SNR gamma BER FER DFR num_iterations
2 1.0 0.0 0.13016889924286545 1.0 0.5 101.0
3 1.5 0.0 0.11390992040380508 1.0 0.5 101.0
4 2.0 0.0 0.10430013589594253 1.0 0.5 101.0
5 2.5 0.0 0.09017666472529606 1.0 0.5 101.0
6 3.0 0.0 0.08182877111240536 1.0 0.5 101.0
7 3.5 0.0 0.06887012230634829 1.0 0.5 101.0
8 4.0 0.0 0.057173364395263056 1.0 0.5 101.0
9 4.5 0.0 0.04610755193166376 1.0 0.5 101.0
10 5.0 0.0 0.03601242477188896 1.0 0.5 101.0
11 5.5 0.0 0.03195886197616302 0.9901960784313726 0.4975369458128079 102.0
12 6.0 0.0 0.02397592700446515 1.0 0.5 101.0
13 6.5 0.0 0.017445213379469436 0.9901960784313726 0.4975369458128079 102.0
14 7.0 0.0 0.01270053475935829 0.9181818181818182 0.4786729857819905 110.0
15 7.5 0.0 0.007798573975044563 0.7651515151515151 0.4334763948497854 132.0
16 1.0 0.01 0.09410794020578528 1.0 0.5 101.0
17 1.5 0.01 0.06997308727412534 0.9901960784313726 0.4975369458128079 102.0
18 2.0 0.01 0.05644393679802018 0.9805825242718447 0.4950980392156863 103.0
19 2.5 0.01 0.03820780648708082 0.9439252336448598 0.4855769230769231 107.0
20 3.0 0.01 0.025490196078431372 0.9181818181818182 0.4786729857819905 110.0
21 3.5 0.01 0.014961954931226222 0.753731343283582 0.4297872340425532 134.0
22 4.0 0.01 0.007832183152590644 0.5642458100558659 0.3607142857142857 179.0
23 4.5 0.01 0.003332051774958349 0.3300653594771242 0.24815724815724816 306.0
24 5.0 0.01 0.0017192128650021159 0.18165467625899281 0.1537290715372907 556.0
25 5.5 0.01 0.0007640035685135623 0.09777347531461762 0.0890652557319224 1033.0
26 6.0 0.01 0.0002406292110111927 0.03541374474053296 0.03420250592617677 2852.0
27 6.5 0.01 9.533468559837728e-05 0.013931034482758621 0.01373962726159706 7250.0
28 7.0 0.01 2.8408296271432968e-05 0.004502496433666191 0.004482314827142413 22432.0
29 7.5 0.01 7.857008939650586e-06 0.001395567346487592 0.0013936224524995515 72372.0
30 1.0 0.02 0.09030180699730873 0.9901960784313726 0.4975369458128079 102.0
31 1.5 0.02 0.06522331154684095 0.9351851851851852 0.48325358851674644 108.0
32 2.0 0.02 0.049919050188882895 0.926605504587156 0.48095238095238096 109.0
33 2.5 0.02 0.028994576554025864 0.7163120567375887 0.41735537190082644 141.0
34 3.0 0.02 0.01815435476516188 0.5872093023255814 0.36996336996337 172.0
35 3.5 0.02 0.009278711484593838 0.4007936507936508 0.28611898016997167 252.0
36 4.0 0.02 0.003515158519203359 0.19842829076620824 0.16557377049180327 509.0
37 4.5 0.02 0.0013487523022509087 0.08395677472984206 0.07745398773006135 1203.0
38 5.0 0.02 0.0004013143719026072 0.027747252747252746 0.026998128842555466 3640.0
39 5.5 0.02 0.00016504731356322146 0.011449948985375808 0.011320331764178435 8821.0
40 6.0 0.02 4.437431042911285e-05 0.0030375026314998044 0.0030283041496761815 33251.0
41 6.5 0.02 1.2192094202770043e-05 0.000845811141258835 0.0008450963493511167 119412.0
42 7.0 0.02 2.764705882352941e-06 0.000196 0.0001959615915280605 500000.0
43 7.5 0.02 6.96078431372549e-07 4.8e-05 4.799769611058669e-05 500000.0
44 1.0 0.03 0.09037692747001713 0.9805825242718447 0.4950980392156863 103.0
45 1.5 0.03 0.06437619295505813 0.8938053097345132 0.4719626168224299 113.0
46 2.0 0.03 0.04964273845131273 0.8559322033898306 0.4611872146118721 118.0
47 2.5 0.03 0.026193913148081317 0.6196319018404908 0.38257575757575757 163.0
48 3.0 0.03 0.01603641456582633 0.48095238095238096 0.3247588424437299 210.0
49 3.5 0.03 0.007452113793494276 0.29190751445086704 0.22595078299776286 346.0
50 4.0 0.03 0.0028573605608046325 0.13082901554404144 0.1156930126002291 772.0
51 4.5 0.03 0.0010247036667774454 0.05706214689265537 0.053981827899518976 1770.0
52 5.0 0.03 0.0003044266400985235 0.017819336626676077 0.01750736696134512 5668.0
53 5.5 0.03 0.00012169749196725593 0.007310364794441228 0.007257311202126895 13816.0
54 6.0 0.03 3.56236823804658e-05 0.0020911406033251208 0.002086776859504132 48299.0
55 6.5 0.03 1.0374588367264038e-05 0.0006638447786307709 0.0006634043810962593 152144.0
56 7.0 0.03 2.3627450980392157e-06 0.000152 0.0001519768995112743 500000.0
57 7.5 0.03 5.196078431372548e-07 3.4e-05 3.3998844039302665e-05 500000.0
58 1.0 0.04 0.09207362190159082 0.9528301886792453 0.48792270531400966 106.0
59 1.5 0.04 0.06675191815856778 0.8782608695652174 0.4675925925925926 115.0
60 2.0 0.04 0.04750233426704015 0.8015873015873016 0.44493392070484583 126.0
61 2.5 0.04 0.026018099547511313 0.5976331360946746 0.37407407407407406 169.0
62 3.0 0.04 0.012881896944824441 0.39147286821705424 0.28133704735376047 258.0
63 3.5 0.04 0.0065840061514802 0.24754901960784315 0.19842829076620824 408.0
64 4.0 0.04 0.0026100649280614337 0.1111111111111111 0.1 909.0
65 4.5 0.04 0.0009278379283402166 0.04791271347248577 0.045722046174739704 2108.0
66 5.0 0.04 0.0002976899261728983 0.016356275303643725 0.016093052899936264 6175.0
67 5.5 0.04 0.00011358050437191844 0.006394023803494555 0.0063534000125809904 15796.0
68 6.0 0.04 4.008014206588538e-05 0.0023460546793338134 0.0023405635891731555 43051.0
69 6.5 0.04 1.0293767220940665e-05 0.0006446589052287582 0.000644243587862706 156672.0
70 7.0 0.04 2.450980392156863e-06 0.000154 0.00015397628765170164 500000.0
71 7.5 0.04 6.176470588235294e-07 4e-05 3.999840006399744e-05 500000.0
72 1.0 0.05 0.0947558268590455 0.9528301886792453 0.48792270531400966 106.0
73 1.5 0.05 0.06581415174765558 0.8782608695652174 0.4675925925925926 115.0
74 2.0 0.05 0.047244094488188976 0.7952755905511811 0.44298245614035087 127.0
75 2.5 0.05 0.02558940242763772 0.6011904761904762 0.3754646840148699 168.0
76 3.0 0.05 0.012649629140045532 0.3782771535580524 0.27445652173913043 267.0
77 3.5 0.05 0.00588833094213295 0.20528455284552846 0.1703204047217538 492.0
78 4.0 0.05 0.002538604818842757 0.10316649642492338 0.09351851851851851 979.0
79 4.5 0.05 0.0009202565784678184 0.046933085501858735 0.044829116733244564 2152.0
80 5.0 0.05 0.0002940220301384533 0.01641742522756827 0.01615224692147769 6152.0
81 5.5 0.05 0.00011692575119219662 0.006564409203171715 0.006521598760250533 15386.0
82 6.0 0.05 3.577639534879112e-05 0.002041930331763136 0.0020377693487208456 49463.0
83 6.5 0.05 1.0852103196792829e-05 0.0006775658614143013 0.0006771070767745569 149063.0
84 7.0 0.05 2.3725490196078433e-06 0.00015 0.00014997750337449384 500000.0
85 7.5 0.05 6.568627450980392e-07 4.2e-05 4.199823607408489e-05 500000.0
86 1.0 0.06 0.0957732149463559 0.9528301886792453 0.48792270531400966 106.0
87 1.5 0.06 0.06699346405228758 0.8632478632478633 0.463302752293578 117.0
88 2.0 0.06 0.05048633626679018 0.7952755905511811 0.44298245614035087 127.0
89 2.5 0.06 0.026059274284426413 0.5804597701149425 0.36727272727272725 174.0
90 3.0 0.06 0.012814863773224645 0.3782771535580524 0.27445652173913043 267.0
91 3.5 0.06 0.006304073735924525 0.22394678492239467 0.18297101449275363 451.0
92 4.0 0.06 0.0025645685668706205 0.10401647785787847 0.09421641791044776 971.0
93 4.5 0.06 0.0008676426545460951 0.04537286612758311 0.04340352385045122 2226.0
94 5.0 0.06 0.0003190777623385312 0.017672790901137356 0.01736588720770289 5715.0
95 5.5 0.06 0.00012802567341504216 0.00732733604178758 0.00727403673028448 13784.0
96 6.0 0.06 3.7053184014162366e-05 0.0021265844106623994 0.0021220716461813217 47494.0
97 6.5 0.06 1.0274078481140562e-05 0.0006473612019125999 0.00064694239650523 156018.0
98 7.0 0.06 2.46078431372549e-06 0.000156 0.00015597566779582386 500000.0
99 7.5 0.06 5.490196078431373e-07 3.6e-05 3.599870404665432e-05 500000.0
100 1.0 0.07 0.09734554199038106 0.9528301886792453 0.48792270531400966 106.0
101 1.5 0.07 0.06668356997971603 0.8706896551724138 0.46543778801843316 116.0
102 2.0 0.07 0.0509344362745098 0.7890625 0.4410480349344978 128.0
103 2.5 0.07 0.026284651791751185 0.5804597701149425 0.36727272727272725 174.0
104 3.0 0.07 0.01309025482852317 0.3782771535580524 0.27445652173913043 267.0
105 3.5 0.07 0.006422119409561578 0.22696629213483147 0.184981684981685 445.0
106 4.0 0.07 0.002640349738129247 0.11147902869757174 0.1002979145978153 906.0
107 4.5 0.07 0.0009502336090686274 0.04931640625 0.04699860400186133 2048.0
108 5.0 0.07 0.0003310118602339736 0.018090632276553824 0.01776917663617171 5583.0
109 5.5 0.07 0.00011619651767974708 0.0065772336545975515 0.006534256323995601 15356.0
110 6.0 0.07 3.877701447136334e-05 0.002250596073712592 0.002245542265107386 44877.0
111 6.5 0.07 1.1830786200915143e-05 0.0007386712693444109 0.0007381260368478364 136732.0
112 7.0 0.07 2.7549019607843135e-06 0.000172 0.00017197042108757293 500000.0
113 7.5 0.07 4.901960784313725e-07 3.2e-05 3.199897603276695e-05 500000.0
114 1.0 0.08 0.09487813817115631 0.9439252336448598 0.4855769230769231 107.0
115 1.5 0.08 0.06786680189317106 0.8706896551724138 0.46543778801843316 116.0
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117 2.5 0.08 0.027359781121751026 0.5872093023255814 0.36996336996337 172.0
118 3.0 0.08 0.01338979171435111 0.39299610894941633 0.28212290502793297 257.0
119 3.5 0.08 0.006565126050420168 0.22544642857142858 0.18397085610200364 448.0
120 4.0 0.08 0.0026592336280917596 0.11002178649237472 0.09911678115799803 918.0
121 4.5 0.08 0.0010749450642325896 0.05441810344827586 0.0516096065406234 1856.0
122 5.0 0.08 0.00036965605914496947 0.019479267116682738 0.01910707529322739 5185.0
123 5.5 0.08 0.00012361614795691875 0.007035876001393243 0.0069867183176535695 14355.0
124 6.0 0.08 4.2284025381882086e-05 0.002461073612904798 0.002455031599416626 41039.0
125 6.5 0.08 1.2240792065738477e-05 0.0007551176039595078 0.0007545478316088305 133754.0
126 7.0 0.08 2.715686274509804e-06 0.000172 0.00017197042108757293 500000.0
127 7.5 0.08 5.588235294117647e-07 3.6e-05 3.599870404665432e-05 500000.0
128 1.0 0.09 0.09762301146873843 0.9528301886792453 0.48792270531400966 106.0
129 1.5 0.09 0.06987444100447196 0.8859649122807017 0.4697674418604651 114.0
130 2.0 0.09 0.0531496062992126 0.7952755905511811 0.44298245614035087 127.0
131 2.5 0.09 0.028342245989304814 0.6121212121212121 0.37969924812030076 165.0
132 3.0 0.09 0.015068990559186637 0.4156378600823045 0.2936046511627907 243.0
133 3.5 0.09 0.006645114942528735 0.21767241379310345 0.17876106194690267 464.0
134 4.0 0.09 0.0026683622451197774 0.11197339246119734 0.10069790628115653 902.0
135 4.5 0.09 0.0011544262675484394 0.059763313609467454 0.056393076493579004 1690.0
136 5.0 0.09 0.000323066434669353 0.017471025774087528 0.01717103026181571 5781.0
137 5.5 0.09 0.00013994339191245457 0.008122235625251308 0.008056796426292279 12435.0
138 6.0 0.09 4.0161512455483895e-05 0.0023244039399797477 0.0023190136155947926 43452.0
139 6.5 0.09 1.2820099459406346e-05 0.0007908542792263723 0.0007902293229847196 127710.0
140 7.0 0.09 2.9901960784313724e-06 0.000188 0.00018796466264342303 500000.0
141 7.5 0.09 8.431372549019608e-07 5.4e-05 5.39970841574555e-05 500000.0
142 1.0 0.1 0.09863478101520982 0.9439252336448598 0.4855769230769231 107.0
143 1.5 0.1 0.07107843137254902 0.9017857142857143 0.47417840375586856 112.0
144 2.0 0.1 0.0548406862745098 0.7890625 0.4410480349344978 128.0
145 2.5 0.1 0.030971479500891266 0.6558441558441559 0.396078431372549 154.0
146 3.0 0.1 0.013721912122513238 0.3686131386861314 0.2693333333333333 274.0
147 3.5 0.1 0.007117601138816182 0.23653395784543327 0.19128787878787878 427.0
148 4.0 0.1 0.003256827969932857 0.1377899045020464 0.1211031175059952 733.0
149 4.5 0.1 0.0010676841344484178 0.04834849210148397 0.046118721461187215 2089.0
150 5.0 0.1 0.000391496273499491 0.02001585414189457 0.01962308140664465 5046.0
151 5.5 0.1 0.00013110636765910645 0.007300852970941159 0.007247936849659132 13834.0
152 6.0 0.1 4.6469698333988914e-05 0.0027123559900099365 0.0027050190154802077 37237.0
153 6.5 0.1 1.4358482214932788e-05 0.000860006301036265 0.0008592673257218697 117441.0
154 7.0 0.1 3.107843137254902e-06 0.000198 0.00019796080376085535 500000.0
155 7.5 0.1 8.627450980392156e-07 5.4e-05 5.39970841574555e-05 500000.0
156 1.0 0.11 0.09868059373282023 0.9439252336448598 0.4855769230769231 107.0
157 1.5 0.11 0.07357317927170869 0.9017857142857143 0.47417840375586856 112.0
158 2.0 0.11 0.05273321449792038 0.7651515151515151 0.4334763948497854 132.0
159 2.5 0.11 0.033249484004127965 0.6644736842105263 0.39920948616600793 152.0
160 3.0 0.11 0.014938457134678689 0.3686131386861314 0.2693333333333333 274.0
161 3.5 0.11 0.00837662033787262 0.24105011933174225 0.19423076923076923 419.0
162 4.0 0.11 0.0035059537469083863 0.13133940182054615 0.11609195402298851 769.0
163 4.5 0.11 0.0011208468207017151 0.04791271347248577 0.045722046174739704 2108.0
164 5.0 0.11 0.00043153577768256107 0.021019771071800208 0.02058703628210355 4805.0
165 5.5 0.11 0.00015734593947451842 0.00792654214409041 0.007864206182356148 12742.0
166 6.0 0.11 7.48315598845975e-05 0.004068151609135216 0.0040516688061617455 24827.0
167 6.5 0.11 1.59467529479283e-05 0.0009152281274070047 0.0009143912508148041 110355.0
168 7.0 0.11 5.295674329001116e-06 0.0002819433433455788 0.0002818638737026587 358228.0
169 7.5 0.11 1.1176470588235294e-06 6.6e-05 6.599564428747703e-05 500000.0
170 1.0 0.12 0.12740384615384615 0.9711538461538461 0.4926829268292683 104.0
171 1.5 0.12 0.10430283224400871 0.9351851851851852 0.48325358851674644 108.0
172 2.0 0.12 0.08233632436025258 0.8559322033898306 0.4611872146118721 118.0
173 2.5 0.12 0.06005809731299928 0.7481481481481481 0.4279661016949153 135.0
174 3.0 0.12 0.03891090114802398 0.5233160621761658 0.3435374149659864 193.0
175 3.5 0.12 0.022793232816592342 0.36462093862815886 0.2671957671957672 277.0
176 4.0 0.12 0.010509303903710847 0.18397085610200364 0.15538461538461537 549.0
177 4.5 0.12 0.006082062454611474 0.10390946502057613 0.09412861136999068 972.0
178 5.0 0.12 0.0030410982709184117 0.04972919743968488 0.0473733583489681 2031.0
179 5.5 0.12 0.0012914918514713017 0.021002287377833228 0.020370747606437156 4809.0
180 6.0 0.12 0.0006120792155158086 0.010975874809823951 0.010856712888315597 9202.0
181 6.5 0.12 0.0002848113322386914 0.00478650300933605 0.0047637015375907935 21101.0
182 7.0 0.12 0.00015880719643403545 0.0026623787431463517 0.0026553093040986406 37936.0
183 7.5 0.12 9.887878094521482e-05 0.001552818904417078 0.0015504113962912932 65043.0
184 1.0 0.13 0.20258202290817318 1.0 0.5 101.0
185 1.5 0.13 0.1892350999805863 1.0 0.5 101.0
186 2.0 0.13 0.1705788084464555 0.9711538461538461 0.4926829268292683 104.0
187 2.5 0.13 0.16332233828110684 0.9439252336448598 0.4855769230769231 107.0
188 3.0 0.13 0.13447583757912615 0.7952755905511811 0.44298245614035087 127.0
189 3.5 0.13 0.12821350762527234 0.7481481481481481 0.4279661016949153 135.0
190 4.0 0.13 0.09359325125398997 0.5872093023255814 0.36996336996337 172.0
191 4.5 0.13 0.07852299798424042 0.4719626168224299 0.32063492063492066 214.0
192 5.0 0.13 0.061255361519607844 0.39453125 0.28291316526610644 256.0
193 5.5 0.13 0.057405013287366226 0.36996336996337 0.2700534759358289 273.0
194 6.0 0.13 0.05830388692579505 0.3568904593639576 0.2630208333333333 283.0
195 6.5 0.13 0.053853009735362674 0.3531468531468531 0.26098191214470284 286.0
196 7.0 0.13 0.04520697167755991 0.28055555555555556 0.21908893709327548 360.0
197 7.5 0.13 0.04738082916451038 0.2961876832844575 0.22850678733031674 341.0
198 1.0 0.14 0.30188312948941953 1.0 0.5 101.0
199 1.5 0.14 0.2989225393127548 1.0 0.5 101.0
200 2.0 0.14 0.2915938652688798 1.0 0.5 101.0
201 2.5 0.14 0.2830161476355248 0.9901960784313726 0.4975369458128079 102.0
202 3.0 0.14 0.26663838612368024 0.9711538461538461 0.4926829268292683 104.0
203 3.5 0.14 0.26035367417995237 0.9439252336448598 0.4855769230769231 107.0
204 4.0 0.14 0.2349137931034483 0.8706896551724138 0.46543778801843316 116.0
205 4.5 0.14 0.22372227579556414 0.8278688524590164 0.452914798206278 122.0
206 5.0 0.14 0.22702965483714146 0.8347107438016529 0.45495495495495497 121.0
207 5.5 0.14 0.20850433196534426 0.7829457364341085 0.4391304347826087 129.0
208 6.0 0.14 0.20122549019607844 0.7214285714285714 0.4190871369294606 140.0
209 6.5 0.14 0.1672268907563025 0.5771428571428572 0.36594202898550726 175.0
210 7.0 0.14 0.14585645578986312 0.47641509433962265 0.3226837060702875 212.0
211 7.5 0.14 0.10216795051353875 0.3005952380952381 0.2311212814645309 336.0
212 1.0 0.15 0.37036497767423804 1.0 0.5 101.0
213 1.5 0.15 0.36036691904484563 1.0 0.5 101.0
214 2.0 0.15 0.35255290234905845 1.0 0.5 101.0
215 2.5 0.15 0.3493981751116288 1.0 0.5 101.0
216 3.0 0.15 0.3480392156862745 0.9901960784313726 0.4975369458128079 102.0
217 3.5 0.15 0.34475537787930705 0.9805825242718447 0.4950980392156863 103.0
218 4.0 0.15 0.34837235865219873 0.9805825242718447 0.4950980392156863 103.0
219 4.5 0.15 0.3258258258258258 0.9099099099099099 0.47641509433962265 111.0
220 5.0 0.15 0.3237076648841355 0.9181818181818182 0.4786729857819905 110.0
221 5.5 0.15 0.30232947880006705 0.8632478632478633 0.463302752293578 117.0
222 6.0 0.15 0.2957248473159756 0.8278688524590164 0.452914798206278 122.0
223 6.5 0.15 0.22986804784807005 0.6352201257861635 0.38846153846153847 159.0
224 7.0 0.15 0.15203828566999922 0.39920948616600793 0.2853107344632768 253.0
225 7.5 0.15 0.10432479443390259 0.271505376344086 0.2135306553911205 372.0
226 1.0 0.16 0.40870704717530576 1.0 0.5 101.0
227 1.5 0.16 0.4099204038050864 1.0 0.5 101.0
228 2.0 0.16 0.39845251826220685 0.9901960784313726 0.4975369458128079 102.0
229 2.5 0.16 0.39511745292176276 1.0 0.5 101.0
230 3.0 0.16 0.4057949912638323 1.0 0.5 101.0
231 3.5 0.16 0.40695981362842165 1.0 0.5 101.0
232 4.0 0.16 0.4024842946887493 0.9805825242718447 0.4950980392156863 103.0
233 4.5 0.16 0.3882447209653092 0.9711538461538461 0.4926829268292683 104.0
234 5.0 0.16 0.4009515570934256 0.9901960784313726 0.4975369458128079 102.0
235 5.5 0.16 0.37219251336898396 0.9181818181818182 0.4786729857819905 110.0
236 6.0 0.16 0.34126786307743434 0.8559322033898306 0.4611872146118721 118.0
237 6.5 0.16 0.310105580693816 0.7769230769230769 0.43722943722943725 130.0
238 7.0 0.16 0.27992238562091504 0.7013888888888888 0.4122448979591837 144.0
239 7.5 0.16 0.20819364015036065 0.5233160621761658 0.3435374149659864 193.0

8
latex/presentations/midterm/res/2d_ber_fer_dfr_20433484_proximal_metadata.json Normal file
View File

@ -0,0 +1,8 @@
{
"duration": 1056.983127202002,
"name": "2d_BER_FER_DFR_20433484",
"platform": "Linux-6.1.6-arch1-1-x86_64-with-glibc2.36",
"omega": 0.05,
"K": 200,
"end_time": "2023-01-17 18:58:33.496993"
}

2
latex/presentations/midterm/sections/decoding_algorithms.tex
View File

@ -31,8 +31,6 @@
\delta\left( \boldsymbol{x} - \boldsymbol{c} \right)
\approx \frac{1}{Z} e^{-\gamma h\left( x \right) }
\end{align*}
\todo{How does $\lim_{\gamma\rightarrow\infty}\left( \ldots \right)
= 1 = \delta\left( \ldots \right) $?}
\item MAP rule:
\begin{align*}
\hat{\boldsymbol{x}}

82
latex/presentations/midterm/sections/examination_results.tex
View File

@ -9,7 +9,7 @@
\begin{frame}[t]
\frametitle{Proximal Decoder: Examination Results}
\begin{itemize}
\item AWGN Channel - LDPC Code with $n=204, k=102$:
\item AWGN Channel - (3,6) regular LDPC Code with $n=204, k=102$:
\vspace{2mm}
\begin{figure}[H]
\centering
@ -28,18 +28,19 @@
ytick={0, 10e-1, 10e-2, 10e-3, 10e-4},
xtick={1, 2, 3, 4, 5},
ymax=1.2, ymin=0.8e-4,
xmin=0.9, xmax=5.6,
]
\addplot table [x=SNR, y=BER,
col sep=comma, discard if not={gamma}{0.15}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.15$}
\addplot table [x=SNR, y=BER,
col sep=comma, discard if not={gamma}{0.01}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.01$}
\addplot table [x=SNR, y=BER,
col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.05$}
\end{axis}
\end{tikzpicture}
@ -53,7 +54,7 @@
\includegraphics[scale=0.6]{res/ber_paper}
\caption{Results from ``Proximal Decoding for LDPC Codes''}
\label{fig:sim_results_prox}
\label{fig:paper_results_prox}
\end{subfigure}%
\end{figure}
@ -75,9 +76,12 @@
\centering
\begin{tikzpicture}[scale=0.52]
\begin{semilogyaxis}[xlabel={SNR},ylabel={BER}, grid=both, grid style={line width=.1pt}, legend style={at={(0.05,0.05)},anchor=south west}]
\begin{semilogyaxis}[xlabel={SNR}, ylabel={BER},
grid=both, grid style={line width=.1pt},
legend style={at={(0.05,0.05)},anchor=south west},
ymin=3e-7, ymax=1.5,]
\foreach \gamma in {0.01, 0.05, 0.15}{
\addplot table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{\gamma}] {res/2d_ber_fer_dfr_20433484.csv};
\addplot table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{\gamma}] {res/2d_ber_fer_dfr_20433484_proximal.csv};
\legend{\gamma}
}
\legend{$\gamma=0.01$, $\gamma=0.05$, $\gamma=0.15$}
@ -92,14 +96,14 @@
zmode=log,
xlabel={SNR},
ylabel={$\gamma$},
zlabel={BER}]
\addplot3[surf, mesh/rows=17, mesh/cols=10, colormap/viridis] table [col sep=comma, x=SNR, y=gamma, z=BER] {res/2d_ber_fer_dfr_20433484.csv};
zlabel={BER},]
\addplot3[surf, mesh/rows=17, mesh/cols=14, colormap/viridis] table [col sep=comma, x=SNR, y=gamma, z=BER] {res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = \left[ 0\text{:}.01\text{:}.16 \right] $}
\addplot3[red, line width=1.5] table[col sep=comma, discard if not={gamma}{0.05}, x=SNR, y=gamma, z=BER] {res/2d_ber_fer_dfr_20433484.csv};
\addplot3[red, line width=1.5] table[col sep=comma, discard if not={gamma}{0.05}, x=SNR, y=gamma, z=BER] {res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.05$}
\addplot3[blue, line width=1.5] table[col sep=comma, discard if not={gamma}{0.01}, x=SNR, y=gamma, z=BER] {res/2d_ber_fer_dfr_20433484.csv};
\addplot3[blue, line width=1.5] table[col sep=comma, discard if not={gamma}{0.01}, x=SNR, y=gamma, z=BER] {res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.01$}
\addplot3[brown, line width=1.5] table[col sep=comma, discard if not={gamma}{0.15}, x=SNR, y=gamma, z=BER] {res/2d_ber_fer_dfr_20433484.csv};
\addplot3[brown, line width=1.5] table[col sep=comma, discard if not={gamma}{0.15}, x=SNR, y=gamma, z=BER] {res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.15$}
\end{axis}
\end{tikzpicture}
@ -144,16 +148,16 @@ Output $\boldsymbol{\hat{x}}$
xlabel={SNR}, ylabel={BER},
ymode=log,
legend style={at={(0.05,0.05)},anchor=south west},
ymax=1.5, ymin=0.8e-4,
ymax=1.5, ymin=3e-7,
]
\addplot table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.15}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.15$}
\addplot table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.01}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.01$}
\addplot table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.05$}
\end{axis}
\end{tikzpicture}\\
@ -163,16 +167,16 @@ Output $\boldsymbol{\hat{x}}$
xlabel={SNR}, ylabel={FER},
ymode=log,
legend style={at={(0.05,0.05)},anchor=south west},
ymax=1.5, ymin=0.8e-4,
ymax=1.5, ymin=3e-7,
]
\addplot table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.15}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.15$}
\addplot table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.01}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.01$}
\addplot table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.05$}
\end{axis}
\end{tikzpicture}
@ -182,22 +186,22 @@ Output $\boldsymbol{\hat{x}}$
xlabel={SNR}, ylabel={Decoding Failure Rate},
ymode=log,
legend style={at={(0.05,0.05)},anchor=south west},
ymax=1.5, ymin=0.8e-4,
ymax=1.5, ymin=3e-7,
]
\addplot table [x=SNR, y=DFR, col sep=comma, discard if not={gamma}{0.15}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.15$}
\addplot table [x=SNR, y=DFR, col sep=comma, discard if not={gamma}{0.01}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.01$}
\addplot table [x=SNR, y=DFR, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484.csv};
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{$\gamma = 0.05$}
\end{axis}
\end{tikzpicture}
\caption{Simulation results for $\omega = 0.05, K=100$}
\label{fig:simulation_results}
\label{fig:simulation_results_ber_fer_dfr}
\end{figure}
\end{minipage}
\end{frame}
@ -214,7 +218,7 @@ Output $\boldsymbol{\hat{x}}$
xlabel={SNR}, ylabel={BER},
ymode=log,
legend style={at={(0.05,0.05)},anchor=south west},
ymax=1.5, ymin=0.8e-5,
ymax=1.5, ymin=3e-8,
]
% \addplot table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.15}]
% {res/2d_ber_fer_dfr_20433484.csv};
@ -223,11 +227,11 @@ Output $\boldsymbol{\hat{x}}$
% {res/2d_ber_fer_dfr_20433484.csv};
% \addlegendentry{$\gamma = 0.01$}
\addplot table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484.csv};
\addlegendentry{$\gamma = 0.05$}
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{proximal}
\addplot table [x=SNR, y=BER, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484_hybrid.csv};
\addlegendentry{hybrid $\gamma = 0.05$}
\addlegendentry{hybrid prox. \& ML}
\end{axis}
\end{tikzpicture}\\
\begin{tikzpicture}[scale=0.45]
@ -236,7 +240,7 @@ Output $\boldsymbol{\hat{x}}$
xlabel={SNR}, ylabel={FER},
ymode=log,
legend style={at={(0.05,0.05)},anchor=south west},
ymax=1.5, ymin=0.8e-5,
ymax=1.5, ymin=3e-8,
]
% \addplot table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.15}]
% {res/2d_ber_fer_dfr_20433484.csv};
@ -245,11 +249,11 @@ Output $\boldsymbol{\hat{x}}$
% {res/2d_ber_fer_dfr_20433484.csv};
% \addlegendentry{$\gamma = 0.01$}
\addplot table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484.csv};
\addlegendentry{$\gamma = 0.05$}
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{proximal}
\addplot table [x=SNR, y=FER, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484_hybrid.csv};
\addlegendentry{hybrid $\gamma = 0.05$}
\addlegendentry{hybrid prox. \& ML}
\end{axis}
\end{tikzpicture}
\begin{tikzpicture}[scale=0.45]
@ -258,7 +262,7 @@ Output $\boldsymbol{\hat{x}}$
xlabel={SNR}, ylabel={Decoding Failure Rate},
ymode=log,
legend style={at={(0.05,0.05)},anchor=south west},
ymax=1.5, ymin=0.8e-5,
ymax=1.5, ymin=3e-8,
]
% \addplot table [x=SNR, y=DFR, col sep=comma, discard if not={gamma}{0.15}]
% {res/2d_ber_fer_dfr_20433484.csv};
@ -267,16 +271,16 @@ Output $\boldsymbol{\hat{x}}$
% {res/2d_ber_fer_dfr_20433484.csv};
% \addlegendentry{$\gamma = 0.01$}
\addplot table [x=SNR, y=DFR, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484.csv};
\addlegendentry{$\gamma = 0.05$}
{res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{proximal}
\addplot table [x=SNR, y=DFR, col sep=comma, discard if not={gamma}{0.05}]
{res/2d_ber_fer_dfr_20433484_hybrid.csv};
\addlegendentry{hybrid $\gamma = 0.05$}
\addlegendentry{hybrid prox. \& ML}
\end{axis}
\end{tikzpicture}
\caption{Simulation results for $\omega = 0.05, K=100$}
\label{fig:simulation_results}
\caption{Simulation results for $\gamma = 0.05, \omega = 0.05, K=200$}
\label{fig:simulation_results_hybrid}
\end{figure}
\end{frame}