diff --git a/readme.txt b/readme.txt index 09b7c5ac29d9edc5f35e44eed809980a4012f608..3ef64c9076d4f39d4b0ffe2fe50f9a5e4ce415f3 100644 --- a/readme.txt +++ b/readme.txt @@ -2,11 +2,14 @@ Welcome everyone to exchange and correct, if you feel helpful, thanks for star and fork. みんなを歓迎して交流と指摘、もし助けがあって、ありがとうございますをクリックしてスター. -project 1:基于神经网络的带通滤波器优化设计 +project 1:基于深度学习的滤波器优化设计 version 1.0 start time ：2017.12.17- project 2:双频微带天线设计与神经网络优化 version 1.0 start time : 2017.12.21- -project 3:Coursera-deep learning.ai - version 1.0 start time : 2018.1.16- \ No newline at end of file +project 3:Coursera：deep learning深度学习 + version 1.0 start time : 2018.1.16- + +project 3:宽频带范围螺旋电感DNN建模 + version 1.0 start time : 2018.5.8- \ No newline at end of file diff --git "a/\345\237\272\344\272\216\347\245\236\347\273\217\347\275\221\347\273\234\347\232\204\345\270\246\351\200\232\346\273\244\346\263\242\345\231\250\344\274\230\345\214\226\350\256\276\350\256\241/neuralnetwork.m" 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"b/\345\237\272\344\272\216\346\267\261\345\272\246\345\255\246\344\271\240\347\232\204\346\273\244\346\263\242\345\231\250\345\273\272\346\250\241\344\274\230\345\214\226/readme.txt" similarity index 72% rename from "\345\237\272\344\272\216\347\245\236\347\273\217\347\275\221\347\273\234\347\232\204\345\270\246\351\200\232\346\273\244\346\263\242\345\231\250\344\274\230\345\214\226\350\256\276\350\256\241/readme.txt" rename to "\345\237\272\344\272\216\346\267\261\345\272\246\345\255\246\344\271\240\347\232\204\346\273\244\346\263\242\345\231\250\345\273\272\346\250\241\344\274\230\345\214\226/readme.txt" index 08e04a552450051dbb08a7fcec58472c934539fd..b8df6e4487fbbabd18b5acdea4171df5864812aa 100644 --- "a/\345\237\272\344\272\216\347\245\236\347\273\217\347\275\221\347\273\234\347\232\204\345\270\246\351\200\232\346\273\244\346\263\242\345\231\250\344\274\230\345\214\226\350\256\276\350\256\241/readme.txt" +++ "b/\345\237\272\344\272\216\346\267\261\345\272\246\345\255\246\344\271\240\347\232\204\346\273\244\346\263\242\345\231\250\345\273\272\346\250\241\344\274\230\345\214\226/readme.txt" @@ -1,4 +1,4 @@ -名称：基于神经网络的带通滤波器设计优化 +名称：基于深度学习的滤波器设计优化 内容： 利用HFSS在32-36GHz的条件下，仿真了一个带通滤波器结构； 利用仿真的数据数据S1=0.01:0.04:0.21,S2=0.26:0.02:0.46,W1=0.01:0.04:0.21,Freq=32:36 @@ -9,5 +9,5 @@ 说明： neuralnetwork.m 文件是matlab程序 训练集测试集数据 文件夹是HFSS导出的原始数据和matlab处理后的数据 - 基于神经网络的带通滤波器设计仿真源文件.aedt 文件是HFSS仿真文件 - 基于神经网络的带通滤波器设计优化演讲版.pptx 文件是此项目的说明ppt \ No newline at end of file + 基于深度学习的滤波器设计仿真源文件.aedt 文件是HFSS仿真文件 + 基于深度学习的滤波器设计优化说明.pptx 文件是此项目的说明ppt \ No newline at end of file diff --git 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"\345\237\272\344\272\216\347\245\236\347\273\217\347\275\221\347\273\234\347\232\204\345\270\246\351\200\232\346\273\244\346\263\242\345\231\250\344\274\230\345\214\226\350\256\276\350\256\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.csv,xls,mat\357\274\211/traininput_T.mat" rename to "\345\237\272\344\272\216\346\267\261\345\272\246\345\255\246\344\271\240\347\232\204\346\273\244\346\263\242\345\231\250\345\273\272\346\250\241\344\274\230\345\214\226/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.csv,xls,mat\357\274\211/traininput_T.mat" diff --git 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"\345\237\272\344\272\216\347\245\236\347\273\217\347\275\221\347\273\234\347\232\204\345\270\246\351\200\232\346\273\244\346\263\242\345\231\250\344\274\230\345\214\226\350\256\276\350\256\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.csv,xls,mat\357\274\211/trainoutput_T.mat" rename to "\345\237\272\344\272\216\346\267\261\345\272\246\345\255\246\344\271\240\347\232\204\346\273\244\346\263\242\345\231\250\345\273\272\346\250\241\344\274\230\345\214\226/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.csv,xls,mat\357\274\211/trainoutput_T.mat" diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/model.m" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/model.m" new file mode 100644 index 0000000000000000000000000000000000000000..331f78989cf191e8d3870309c1332fefb9bb0458 --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/model.m" @@ -0,0 +1,73 @@ +%DNNнģ +%Author:Liujiangfan +%Time :2018.5 +%Github:https://github.com/LSayhi +%Addres:SCHOOL OF ELECTRONIC ENGINEERING at BUPT,Beijing ,China + + +%˵ +%ΪƵʣ׼/60Gھ/29.6um߿(/5.1um) +%ΪS11ģֵS21ģֵS11λƣS21λƣ +%׼ܵģͲ + +% +num_inputlayer=3;% +num_outputlayer=4;% + +input_train = traininput(1:num_inputlayer,:);%ѵ +output_train= trainoutput(1:num_outputlayer,:);%ѵ +input_test = testinput(1:num_inputlayer,:);%Լ +output_test = testoutput(1:num_outputlayer,:);%Լ + +[inputn,inputps]=mapminmax(input_train);%һѵ +[outputn,outputps]=mapminmax(output_train);%һѵ + +net=newff(inputn,outputn,[10,10]); +%{'tansig','tansig','purelin'} +%زÿԪĿȷ + +net.trainParam.epochs=10000;%1000 +net.trainParam.lr=0.01;%ѧϰ0.1 +net.trainParam.goal=0.000001;%Ŀ +% net.divideParam.trainRatio = 60/100; +% net.divideParam.valRatio = 30/100; +% net.divideParam.testRatio = 10/100; +%net.divideFcn = ''; +net=train(net,inputn,outputn);%ѵúõģ + +inputn_test=mapminmax('apply',input_test,inputps); +%ԼһѵĹһDzԼԼݹһ +an=sim(net,inputn_test);%Լ뵼ģnet +BPoutput=mapminmax('reverse',an,outputps); +%һԼѵIJһ + + +%ֱͼ +figure(1); +plot(testinput(1,:),BPoutput([1,3],:),'.')%ԤS11ķֵλ +hold on; +plot(testinput(1,:),output_test([1,3],:),'-')%S11ֵλ +legend('ԤS11mag','ԤS11deg','S11mag','S11deg') +title('Simulated S by HFSS and predicted S by neural network') + +figure(2); +plot(testinput(1,:),BPoutput([2,4],:),'.')%ԤS21ķֵλ +hold on; +plot(testinput(1,:),output_test([2,4],:),'-')%S21ֵλ +legend('ԤS21mag','ԤS21deg','S21mag','S21deg') +title('Simulated S by HFSS and predicted S by neural network') + +%ͼ +figure(3); +polar(BPoutput(1,:),BPoutput(3,:),'.');%S11 +hold on; +polar(output_test(1,:),output_test(3,:),'-');%S11Ԥ +legend('S11','ԤS11') +title('Simulated S by HFSS and predicted S by neural network') + +figure(4); +polar(BPoutput(2,:),BPoutput(4,:),'.');%S21 +hold on; +polar(output_test(2,:),output_test(4,:),'-');%S21Ԥ +legend('S21','ԤS21') +title('Simulated S by HFSS and predicted S by neural network') diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/readme.txt" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/readme.txt" new file mode 100644 index 0000000000000000000000000000000000000000..9c349705006136d577390d6174c0fc69129453c4 --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/readme.txt" @@ -0,0 +1,8 @@ +名称：宽频带范围螺旋电感DNN建模 +内容： + 利用HFSS在1-119GHz的条件下，抽样仿真了一个螺旋电感，利用仿真数据建立电感模型； + 输入为频率（标准化/60GHz）、电感内径（标准化/29.6um）、电感线宽（标准化/5.1um） + 输出为MAGS11,MAGS21,DEGS11（弧度制）,DEGS21（弧度制） +说明： + model.m 文件是matlab程序 + 训练集测试集数据 文件夹是HFSS导出的原始数据和matlab预处理后的数据 \ No newline at end of file diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S11ang.csv" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S11ang.csv" new file mode 100644 index 0000000000000000000000000000000000000000..efae6c9ef357ab9d25e0d6b73139c000e3b8c991 --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S11ang.csv" @@ -0,0 +1,120 @@ +"Freq [GHz]","ang_deg(S(1,1)) [deg]" +1,43.8433383195517 +2,57.3672016208201 +3,64.4186678062062 +4,68.140203285827 +5,70.1478656809233 +6,71.20113621756 +7,71.6820392497097 +8,71.7987410140467 +9,71.6726417727326 +10,71.3785036286038 +11,70.9644188693213 +12,70.4624442434995 +13,69.8945973793806 +14,69.2764013699421 +15,68.6190624083136 +16,67.9308503671021 +17,67.2179969432527 +18,66.4852926616546 +19,65.7364910692131 +20,64.9745868533481 +21,64.2020100471132 +22,63.4207635245785 +23,62.6325216503176 +24,61.8387019906816 +25,61.0405181282741 +26,60.23901907355 +27,59.4351190671019 +28,58.6296204183823 +29,57.8232312438159 +30,57.016579428388 +31,56.2102237605114 +32,55.4046629278058 +33,54.6003428762311 +34,53.7976629031313 +35,52.9969807600448 +36,52.1986169725666 +37,51.4028585345009 +38,50.6099620966922 +39,49.8201567435694 +40,49.0336464299622 +41,48.2506121352825 +42,47.4712137803924 +43,46.6955919434393 +44,45.9238694039335 +45,45.1561525388835 +46,44.392532590491 +47,43.6330868214989 +48,42.8778795715483 +49,42.1269632256913 +50,41.3803791044146 +51,40.6381582830522 +52,39.9003223472399 +53,39.1668840900406 +54,38.4378481554957 +55,37.7132116326074 +56,36.992964603095 +57,36.2770906456788 +58,35.5655672991001 +59,34.8583664855748 +60,34.155454895879 +61,33.4567943367652 +62,32.7623420408978 +63,32.0720509389518 +64,31.3858698929366 +65,30.703743889174 +66,30.0256141886626 +67,29.3514184318046 +68,28.6810906936616 +69,28.0145614850638 +70,27.3517576940921 +71,26.6926024617809 +72,26.0370149855396 +73,25.3849102440952 +74,24.7361986392053 +75,24.0907855528256 +76,23.4485708250839 +77,22.8094481702388 +78,22.1733045675817 +79,21.5400196959324 +80,20.909465529218 +81,20.2815062829755 +82,19.655999003805 +83,19.0327952292365 +84,18.4117443081981 +85,17.792699135293 +86,17.1755251490091 +87,16.5601133468511 +88,15.9463975772794 +89,15.3343752337038 +90,14.7241285381207 +91,14.1158410523972 +92,13.5098017837775 +93,12.9063889663571 +94,12.3060292003537 +95,11.7091355922027 +96,11.1160382352472 +97,10.5269264088559 +98,9.941819561983 +99,9.36057373156551 +100,8.78291725041621 +101,8.20850130194947 +102,7.63695011734991 +103,7.06790050089684 +104,6.50102684834685 +105,5.93605277708914 +106,5.37275289848256 +107,4.81094862137801 +108,4.25050114387636 +109,3.69130375180442 +110,3.13327462346479 +111,2.57635068420195 +112,2.02048265194578 +113,1.46563120196598 +114,0.911764087797286 +115,0.358854033160655 +116,-0.193122778036665 +117,-0.74418776045617 +118,-1.2943606527439 +119,-1.84366000090274 diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S11mag.csv" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S11mag.csv" new file mode 100644 index 0000000000000000000000000000000000000000..c3255e3e9e6078906bf7ac38a07ebe32c4c2a618 --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S11mag.csv" @@ -0,0 +1,120 @@ +"Freq [GHz]","mag(S(1,1)) []" +1,0.0232842867812479 +2,0.0344760918479893 +3,0.0469027204850789 +4,0.0599621274501286 +5,0.0732885878369999 +6,0.0867092234084981 +7,0.100135763728635 +8,0.113519599223324 +9,0.126832626226254 +10,0.140058161848076 +11,0.15318616014274 +12,0.166210479308483 +13,0.179127237506631 +14,0.19193380062108 +15,0.204628160592249 +16,0.217208563687633 +17,0.229673300530543 +18,0.242020600090868 +19,0.254248589002555 +20,0.266355290330459 +21,0.278338644627849 +22,0.290196542122677 +23,0.301926858972515 +24,0.313527493298081 +25,0.324996398543759 +26,0.336331612906876 +27,0.347531284330928 +28,0.358593691016634 +29,0.369517257668618 +30,0.380300567834553 +31,0.39094237275401 +32,0.401441597146745 +33,0.411797342355513 +34,0.422008887228907 +35,0.432075687093721 +36,0.441997371128476 +37,0.451773738412938 +38,0.461404752894063 +39,0.470890537477588 +40,0.480231367426584 +41,0.489427663223557 +42,0.498479983031072 +43,0.507389014866765 +44,0.516155568592159 +45,0.52478056780009 +46,0.533265041672949 +47,0.541610116872838 +48,0.549817009515053 +49,0.557887017267766 +50,0.565821511613343 +51,0.573621930300166 +52,0.581289770008088 +53,0.588826579245649 +54,0.596233951492806 +55,0.603513518599224 +56,0.610666944444968 +57,0.617695918867906 +58,0.624602151860077 +59,0.631387368033924 +60,0.638053301358605 +61,0.644601690166689 +62,0.651034272432693 +63,0.657352781327207 +64,0.663558941054333 +65,0.669654462986138 +66,0.67564104211662 +67,0.681520353870131 +68,0.687294051316616 +69,0.6929637628701 +70,0.698531090579775 +71,0.703997609167881 +72,0.709364866029083 +73,0.714634382487041 +74,0.719807656711067 +75,0.724886168835691 +76,0.729871389004604 +77,0.734764789281866 +78,0.739567860634713 +79,0.744282136477008 +80,0.748909224525515 +81,0.753450848867772 +82,0.757908903991251 +83,0.762285521770678 +84,0.766583150570479 +85,0.770804642018592 +86,0.774953334874511 +87,0.779033116217619 +88,0.783048428406021 +89,0.787004178710735 +90,0.790905503841266 +91,0.794757354471575 +92,0.798563906599028 +93,0.802327879194316 +94,0.806049920977099 +95,0.809728276916406 +96,0.813358905840322 +97,0.816936082185514 +98,0.820453334667234 +99,0.823904452046069 +100,0.827284288955151 +101,0.830589217453267 +102,0.833817215204996 +103,0.836967684720744 +104,0.84004113252327 +105,0.843038818308178 +106,0.845962443228686 +107,0.8488139073807 +108,0.851595139866995 +109,0.85430799103201 +110,0.856954171902346 +111,0.859535226438162 +112,0.862052524899471 +113,0.86450726973619 +114,0.866900508133665 +115,0.869233147443177 +116,0.871505971218589 +117,0.873719654580844 +118,0.875874778271358 +119,0.877971841144947 diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S21ang.csv" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S21ang.csv" new file mode 100644 index 0000000000000000000000000000000000000000..79cc7e9bf1ae55b525dc8c8e0e4f1e2e33acd56c --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S21ang.csv" @@ -0,0 +1,120 @@ +"Freq [GHz]","ang_deg(S(2,1)) [deg]" +1,-1.18899865813171 +2,-2.20546116935948 +3,-3.24945603470357 +4,-4.2999843693872 +5,-5.35040957657264 +6,-6.39799970750373 +7,-7.44142495558406 +8,-8.48001141970906 +9,-9.51344453608911 +10,-10.5416188049201 +11,-11.5645480416801 +12,-12.5823074442162 +13,-13.5949957451526 +14,-14.6027112844981 +15,-15.605537954999 +16,-16.6035380360765 +17,-17.5967496559717 +18,-18.5851871986748 +19,-19.5688434435338 +20,-20.5476925993795 +21,-21.5216936792817 +22,-22.4907938691134 +23,-23.4549316879323 +24,-24.4140398355056 +25,-25.3680476850608 +26,-26.3168834178061 +27,-27.2604758178434 +28,-28.1987557574306 +29,-29.1316574071439 +30,-30.0591192060216 +31,-30.9810846250327 +32,-31.8975027543147 +33,-32.8083287412974 +34,-33.7135241034503 +35,-34.613056936217 +36,-35.5069020338252 +37,-36.3950409381337 +38,-37.2774619284941 +39,-38.1541599637539 +40,-39.0251365859652 +41,-39.8903997940641 +42,-40.7499638947193 +43,-41.6038493366674 +44,-42.452082534155 +45,-43.2946956845444 +46,-44.1317265847041 +47,-44.9632184504737 +48,-45.7892197432389 +49,-46.6097840074566 +50,-47.4249697227969 +51,-48.2348401743682 +52,-49.0394633441919 +53,-49.8389118265796 +54,-50.6332627691524 +55,-51.4225978396451 +56,-52.2070032158918 +57,-52.986569591778 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0000000000000000000000000000000000000000..e22a093bfd0e0f80531cb05864fa40ab285a24ee --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/test_S21mag.csv" @@ -0,0 +1,120 @@ +"Freq [GHz]","mag(S(2,1)) []" +1,0.982990683567484 +2,0.981929167371244 +3,0.981101321002651 +4,0.980103543394259 +5,0.978888725338347 +6,0.977456939966372 +7,0.975818751061639 +8,0.973987031762796 +9,0.971974313772976 +10,0.969791793641815 +11,0.967449025685557 +12,0.964953951658647 +13,0.96231309592875 +14,0.959531827694784 +15,0.956614632240654 +16,0.95356535932083 +17,0.950387433888091 +18,0.947084025039252 +19,0.943658175123702 +20,0.940112893933831 +21,0.936451223937328 +22,0.93267628245024 +23,0.928791286038022 +24,0.924799561608189 +25,0.920704547813619 +26,0.916509789615867 +27,0.912218928201563 +28,0.907835687908633 +29,0.903363861393705 +30,0.89880729394171 +31,0.894169867566263 +32,0.889455485359062 +33,0.884668056404174 +34,0.879811481467796 +35,0.874889639596436 +36,0.869906375699807 +37,0.86486548915339 +38,0.859770723425787 +39,0.85462575671435 +40,0.849434193557006 +41,0.844199557376926 +42,0.838925283908294 +43,0.833614715445185 +44,0.828271095850298 +45,0.822897566255723 +46,0.817497161383125 +47,0.812072806405425 +48,0.806627314265361 +49,0.801163383357777 +50,0.795683595471045 +51,0.79019041386783 +52,0.78468618136494 +53,0.77917311824466 +54,0.773653319793523 +55,0.768128753216178 +56,0.762601253608507 +57,0.757072518591705 +58,0.75154410110368 +59,0.746017399713099 +60,0.740493645665482 +61,0.734973885699208 +62,0.729458959510532 +63,0.723949470667132 +64,0.718445749909243 +65,0.712947810411393 +66,0.707455296216507 +67,0.701967428587252 +68,0.696482961869677 +69,0.691000172597745 +70,0.685516924908333 +71,0.680030881558663 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+116,0.455326267035637 +117,0.450733926798966 +118,0.446156259764533 +119,0.44159332012364 diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/testinput.mat" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/testinput.mat" new file mode 100644 index 0000000000000000000000000000000000000000..8d142c353b6478946264b69d539ad53912f2658f Binary files /dev/null and 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"b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/testoutput.xlsx" differ diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S11ang.csv" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S11ang.csv" new file mode 100644 index 0000000000000000000000000000000000000000..20f2d78061a191db6f4b1a794b3cf5dad7680896 --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S11ang.csv" @@ -0,0 +1,120 @@ +Freq [GHz],"ang_deg(S(1,1)) [deg] - dins='25.6um' ws='3.1um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='3.35um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='3.6um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='3.85um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='4.1um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='4.35um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='4.6um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='4.85um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='5.1um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='5.35um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='5.6um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='5.85um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='6.1um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='6.35um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='6.6um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='6.85um'","ang_deg(S(1,1)) [deg] - dins='25.6um' ws='7.1um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='3.1um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='3.35um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='3.6um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='3.85um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='4.1um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='4.35um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='4.6um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='4.85um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='5.1um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='5.35um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='5.6um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='5.85um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='6.1um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='6.35um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='6.6um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='6.85um'","ang_deg(S(1,1)) [deg] - dins='26.1um' ws='7.1um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='3.1um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='3.35um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='3.6um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='3.85um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='4.1um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='4.35um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='4.6um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='4.85um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='5.1um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='5.35um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='5.6um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='5.85um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='6.1um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='6.35um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='6.6um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='6.85um'","ang_deg(S(1,1)) [deg] - dins='26.6um' ws='7.1um'","ang_deg(S(1,1)) [deg] - dins='27.1um' 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diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S11mag.csv" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S11mag.csv" new file mode 100644 index 0000000000000000000000000000000000000000..6472d18cb919e802adb1f355a3f2130e5f17d97c --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S11mag.csv" @@ -0,0 +1,120 @@ +Freq [GHz],"mag(S(1,1)) [] - dins='25.6um' ws='3.1um'","mag(S(1,1)) [] - dins='25.6um' ws='3.35um'","mag(S(1,1)) [] - dins='25.6um' ws='3.6um'","mag(S(1,1)) [] - dins='25.6um' ws='3.85um'","mag(S(1,1)) [] - dins='25.6um' ws='4.1um'","mag(S(1,1)) [] - dins='25.6um' ws='4.35um'","mag(S(1,1)) [] - dins='25.6um' ws='4.6um'","mag(S(1,1)) [] - dins='25.6um' ws='4.85um'","mag(S(1,1)) [] - dins='25.6um' ws='5.1um'","mag(S(1,1)) [] - dins='25.6um' ws='5.35um'","mag(S(1,1)) [] - dins='25.6um' ws='5.6um'","mag(S(1,1)) [] - dins='25.6um' ws='5.85um'","mag(S(1,1)) [] - dins='25.6um' ws='6.1um'","mag(S(1,1)) [] - dins='25.6um' ws='6.35um'","mag(S(1,1)) [] - dins='25.6um' ws='6.6um'","mag(S(1,1)) [] - dins='25.6um' ws='6.85um'","mag(S(1,1)) [] - dins='25.6um' ws='7.1um'","mag(S(1,1)) [] - dins='26.1um' ws='3.1um'","mag(S(1,1)) [] - dins='26.1um' ws='3.35um'","mag(S(1,1)) [] - dins='26.1um' ws='3.6um'","mag(S(1,1)) [] - dins='26.1um' ws='3.85um'","mag(S(1,1)) [] - dins='26.1um' ws='4.1um'","mag(S(1,1)) [] - dins='26.1um' ws='4.35um'","mag(S(1,1)) [] - dins='26.1um' ws='4.6um'","mag(S(1,1)) [] - dins='26.1um' ws='4.85um'","mag(S(1,1)) [] - dins='26.1um' ws='5.1um'","mag(S(1,1)) [] - dins='26.1um' ws='5.35um'","mag(S(1,1)) [] - dins='26.1um' ws='5.6um'","mag(S(1,1)) [] - dins='26.1um' ws='5.85um'","mag(S(1,1)) [] - dins='26.1um' ws='6.1um'","mag(S(1,1)) [] - dins='26.1um' ws='6.35um'","mag(S(1,1)) [] - dins='26.1um' ws='6.6um'","mag(S(1,1)) [] - dins='26.1um' ws='6.85um'","mag(S(1,1)) [] - dins='26.1um' ws='7.1um'","mag(S(1,1)) [] - dins='26.6um' ws='3.1um'","mag(S(1,1)) [] - dins='26.6um' ws='3.35um'","mag(S(1,1)) [] - dins='26.6um' ws='3.6um'","mag(S(1,1)) [] - dins='26.6um' ws='3.85um'","mag(S(1,1)) [] - dins='26.6um' ws='4.1um'","mag(S(1,1)) [] - dins='26.6um' ws='4.35um'","mag(S(1,1)) [] - dins='26.6um' ws='4.6um'","mag(S(1,1)) [] - dins='26.6um' ws='4.85um'","mag(S(1,1)) [] - dins='26.6um' ws='5.1um'","mag(S(1,1)) [] - dins='26.6um' 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diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S21ang.csv" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S21ang.csv" new file mode 100644 index 0000000000000000000000000000000000000000..d90dbc7f0459b020ec91c764b1df0f47f9e5e58f --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S21ang.csv" @@ -0,0 +1,120 @@ +Freq [GHz],"ang_deg(S(2,1)) [deg] - dins='25.6um' ws='3.1um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='3.35um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='3.6um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='3.85um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='4.1um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='4.35um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='4.6um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='4.85um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='5.1um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='5.35um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='5.6um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='5.85um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='6.1um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='6.35um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='6.6um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='6.85um'","ang_deg(S(2,1)) [deg] - dins='25.6um' ws='7.1um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='3.1um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='3.35um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='3.6um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='3.85um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='4.1um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='4.35um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='4.6um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='4.85um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='5.1um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='5.35um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='5.6um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='5.85um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='6.1um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='6.35um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='6.6um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='6.85um'","ang_deg(S(2,1)) [deg] - dins='26.1um' ws='7.1um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='3.1um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='3.35um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='3.6um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='3.85um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='4.1um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='4.35um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='4.6um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='4.85um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='5.1um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='5.35um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='5.6um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='5.85um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='6.1um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='6.35um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='6.6um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='6.85um'","ang_deg(S(2,1)) [deg] - dins='26.6um' ws='7.1um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='3.1um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='3.35um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='3.6um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='3.85um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='4.1um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='4.35um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='4.6um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='4.85um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='5.1um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='5.35um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='5.6um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='5.85um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='6.1um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='6.35um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='6.6um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='6.85um'","ang_deg(S(2,1)) [deg] - dins='27.1um' ws='7.1um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='3.1um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='3.35um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='3.6um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='3.85um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='4.1um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='4.35um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='4.6um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='4.85um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='5.1um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='5.35um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='5.6um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='5.85um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='6.1um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='6.35um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='6.6um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='6.85um'","ang_deg(S(2,1)) [deg] - dins='27.6um' ws='7.1um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='3.1um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='3.35um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='3.6um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='3.85um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='4.1um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='4.35um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='4.6um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='4.85um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='5.1um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='5.35um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='5.6um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='5.85um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='6.1um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='6.35um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='6.6um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='6.85um'","ang_deg(S(2,1)) [deg] - dins='28.1um' ws='7.1um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='3.1um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='3.35um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='3.6um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='3.85um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='4.1um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='4.35um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='4.6um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='4.85um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='5.1um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='5.35um'","ang_deg(S(2,1)) [deg] - dins='28.6um' ws='5.6um'","ang_deg(S(2,1)) [deg] - dins='28.6um' 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diff --git "a/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S21mag.csv" "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S21mag.csv" new file mode 100644 index 0000000000000000000000000000000000000000..edfb1bb771cfc47d1a383ca0f8c137a7d0d4cbbe --- /dev/null +++ "b/\345\256\275\351\242\221\347\216\207\350\214\203\345\233\264\350\236\272\346\227\213\347\224\265\346\204\237DNN\345\273\272\346\250\241/\350\256\255\347\273\203\351\233\206\346\265\213\350\257\225\351\233\206\346\225\260\346\215\256\357\274\210.mat\357\274\211/train_S21mag.csv" @@ -0,0 +1,120 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