Commit b202a0eb authored by jumu's avatar jumu
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Uncertain electrity price model and SA on hybrid plant design

parent 1ff608a7
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,Wind_MW,Solar_MW,Battery_Storage_Power_Rating,Battery_Storage_Energy_Rating,AEP,Curtailed_Energy,HPP_Investment_Cost,HPP_Maintenance_Cost,HPP_LCOE,HPP_NPV,HPP_IRR
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4,62.0,366.0,31.0,35.0,900.4380173816263,12.468911930886861,302.332666,103.1611,31.509708822427577,144.7704003302431,11.932183519721097
5,52.0,368.0,27.0,33.0,879.0505443986966,12.130605360096439,291.628242,99.8673,31.149890017374073,146.27482781462487,12.152544234507111
6,46.0,371.0,23.0,30.0,868.5246886237426,13.321870445479837,285.67472,97.807725,30.882820077522297,145.1154822586864,12.214364130362876
7,72.0,364.0,33.0,37.0,921.7389362535166,12.893772612716479,312.72531,106.4549,31.828695531746597,140.18781571388675,11.634448245689665
8,61.0,367.0,27.0,31.0,898.9739656850538,13.403719913270011,300.47559,102.0447,31.34568226158282,141.0020134795372,11.839035369877472
9,39.0,371.0,21.0,27.0,851.244259303605,12.514294155943677,277.20267,94.81685,30.571044178207888,142.99370393594452,12.290358000169842
,Wind_MW,Solar_MW,AEP,Curtailed_Energy,HPP_Investment_Cost,HPP_Maintenance_Cost,HPP_LCOE,HPP_NPV,HPP_IRR
0,59.0,364.0,885.102493107513,15.92249105504011,286.71885,93.043275,30.18367898307772,123.5420707810911,11.464226760410835
1,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,172.78053080289047,14.328680851047903
2,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,170.5936858596899,14.24219395430053
3,0,376.0,759.5273706138952,13.732722742005599,229.500744,76.6006,28.266574042858267,123.00666685830079,12.484244147205793
4,47.0,366.0,859.1432966988855,14.98933487861215,274.825326,89.609225,29.82560150951744,125.63957032413481,11.72115739874442
5,18.0,372.0,797.6556328332395,13.88644659876612,246.760236,81.54795,28.89879390314254,123.06939644467525,12.12507655803432
6,82.0,362.0,937.0954928001539,19.243495619799198,310.57956,99.9987,30.847889055217696,118.0448038951497,10.96365895943212
7,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,169.46537929004796,14.214050726688331
8,100.0,358.0,974.0488726188737,20.572101877184004,327.839052,104.94605,31.301783445384718,120.68907305495064,10.845193163250944
9,77.0,360.0,922.4248357864028,16.88213445225484,303.978342,97.990625,30.67751159892335,124.10415865419067,11.24203936219541
10,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,175.03177290582713,14.468886348398735
11,141.0,339.0,1042.2018359717927,19.280072438549524,361.408932,114.2004,32.19322287310079,77.22932766058797,9.282687392974243
12,208.0,323.0,1172.133537003189,29.557383133233184,425.00727,132.389175,33.59665553473334,76.71805935597577,8.938594189804562
13,0,376.0,759.5273706138952,13.732722742005599,229.500744,76.6006,28.266574042858267,123.41364720215134,12.501292797100083
14,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,172.9175678168385,14.33409714430569
15,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,223.09948330137433,16.16865262764866
16,46.0,370.0,862.3503137783042,17.4247024894396,276.060576,90.104,29.852507994651305,119.84757576177722,11.496100675109911
17,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,172.9175678168385,14.33409714430569
18,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,170.4566488457417,14.23677095421323
19,222.0,319.0,1197.7001267133746,31.937633436481182,437.915058,136.056025,33.86624277840976,81.19472083286276,8.989641621324406
20,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,169.46537929004796,14.214050726688331
21,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,175.03177290582713,14.468886348398735
22,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,174.89579545641925,14.463481693907344
23,186.0,330.0,1132.6934695903078,26.549946811774138,405.138456,126.7725,33.161386094923024,80.34811077510436,9.123733645318488
24,315.0,209.0,1221.0852693304114,22.6249286139091,475.204836,143.4179,35.90789127354401,50.95591235637578,8.166155587790968
25,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,223.23863944440453,16.17395747363515
26,68.0,362.0,903.7936625733756,16.3723146272298,295.348596,95.51695,30.434683488160072,126.11882995116125,11.426322931397248
27,0,376.0,759.5273706138952,13.732722742005599,229.500744,76.6006,28.266574042858267,123.00666685830079,12.484244147205793
28,5.0,387.0,786.4416902526674,22.359306497835203,241.329108,80.4422,28.700788921858567,171.65506901842195,14.147371772961147
29,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,169.3286954642801,14.20862631205122
30,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,224.24637042687408,16.212365231120796
31,27.0,370.0,816.6296620454672,14.05341042459069,255.389982,84.021625,29.195988569844243,123.60866971308644,11.982227992217997
32,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,223.09948330137433,16.16865262764866
33,84.0,359.0,937.6382385039508,17.69869454290234,311.01303,100.027775,30.868348250502287,123.86791452539741,11.143526102858935
34,5.0,387.0,786.4416902526674,22.359306497835203,241.329108,80.4422,28.700788921858567,171.65506901842195,14.147371772961147
35,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,171.78814597751358,14.289445790341748
36,74.0,361.0,916.6942967728102,16.91785672032286,301.295358,97.233975,30.601549626593147,124.43439600505982,11.288608971009072
37,97.0,359.0,968.3745855498225,20.55157220071054,325.156068,104.1894,31.231751373256984,119.55240898392341,10.840643086456447
38,133.0,353.0,1044.2332447883277,25.369970717371537,360.83664,114.49155,32.097796345644625,122.73626007491629,10.566330160641035
39,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,175.03177290582713,14.468886348398735
40,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,176.01648465265643,14.508013989418501
41,251.0,309.0,1247.4055169744204,36.59662411501407,463.656972,143.3024,34.40410948772271,83.36888560361083,8.931270072892804
42,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,169.46537929004796,14.214050726688331
43,78.0,359.0,923.3777886819366,16.45642527091024,304.485474,98.107025,30.69493904022647,125.52696457904092,11.281340837550191
44,133.0,353.0,1044.2332447883277,25.369970717371537,360.83664,114.49155,32.097796345644625,122.73626007491629,10.566330160641035
45,59.0,364.0,885.102493107513,15.92249105504011,286.71885,93.043275,30.18367898307772,123.5420707810911,11.464226760410835
46,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,169.7693405689999,14.2261122556264
47,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,176.1524621020641,14.51341550048153
48,239.0,313.0,1226.751115153189,34.47175895414663,452.925036,140.2758,34.183091523730724,84.34016407379706,8.997967055379007
49,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,223.09948330137433,16.16865262764866
50,28.0,370.0,819.0505124137468,14.21634657197876,256.477908,84.34175,29.23185205316538,123.07232384404819,11.94199952465722
51,24.0,371.0,810.7866336115749,14.201622112958361,252.706998,83.264975,29.103683653368613,125.28415414573658,12.096303511686157
52,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,223.09948330137433,16.16865262764866
53,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,170.4566488457417,14.23677095421323
54,69.0,365.0,910.3913482211326,18.528043899575906,298.178904,96.44825,30.504362329918035,120.85426132063795,11.21289740688427
55,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,224.24637042687408,16.212365231120796
56,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,174.89579545641925,14.463481693907344
57,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,176.01648465265643,14.508013989418501
58,166.0,334.0,1092.6827978986669,23.11105939597536,385.703112,121.1849,32.74466314748502,78.90262688706139,9.188422437283016
59,72.0,364.0,916.1444456645397,18.469763201693436,300.861888,97.2049,30.58070183649063,120.51487052218403,11.16614677580976
60,208.0,323.0,1172.133537003189,29.557383133233184,425.00727,132.389175,33.59665553473334,76.71805935597577,8.938594189804562
61,165.0,334.0,1090.3579621406618,22.8521086383125,384.615186,120.864775,32.72271883090789,76.60660444868765,9.132592714425858
62,10.0,377.0,785.2678609174187,15.886640396637603,240.960798,80.005575,28.68383619036837,120.00974358604249,12.11835946530686
63,84.0,359.0,937.6382385039508,17.69869454290234,311.01303,100.027775,30.868348250502287,123.86791452539741,11.143526102858935
64,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,223.23863944440453,16.17395747363515
65,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,176.01648465265643,14.508013989418501
66,107.0,357.0,989.1111837706012,21.53975353365181,334.87374,106.9832,31.47786868347983,119.09036910559219,10.720805216287266
67,65.0,366.0,902.247178961457,18.3936098980591,294.407994,95.371475,30.396794226379733,118.42277725143151,11.182663329722843
68,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,169.9072587388795,14.215025792967806
69,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,171.78814597751358,14.289445790341748
70,103.0,356.0,978.2994108212148,19.959837618888983,329.941242,105.498975,31.360718745290487,124.62334870067109,10.940222724918215
71,0,376.0,759.5273706138952,13.732722742005599,229.500744,76.6006,28.266574042858267,123.41364720215134,12.501292797100083
72,39.0,372.0,848.3173109396995,17.48428532132742,269.606682,88.270575,29.649756076053396,117.99011998455528,11.530402563368014
73,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,171.0366805782047,14.259721970920136
74,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,171.78814597751358,14.289445790341748
75,155.0,336.0,1070.213949298224,21.271341927030598,374.897514,118.070975,32.50602309843104,77.97313508870795,9.223763484386849
76,0,376.0,759.5273706138952,13.732722742005599,229.500744,76.6006,28.266574042858267,125.30551024984507,12.580477652170652
77,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,169.46537929004796,14.214050726688331
78,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,176.01648465265643,14.508013989418501
79,89.0,358.0,948.0709569684008,18.128365855312357,315.871866,101.424675,30.99861070010262,123.55626128787236,11.073286487113986
80,56.0,368.0,883.5305298731384,17.96926594832552,285.778248,92.8978,30.145418182777014,118.2649615860051,11.296838984284928
81,186.0,330.0,1132.6934695903078,26.549946811774138,405.138456,126.7725,33.161386094923024,80.34811077510436,9.123733645318488
82,4.0,378.0,772.083492205297,15.624832816231681,235.014036,78.28855,28.467002537841577,117.6966119736371,12.145066299302808
83,0,376.0,759.5273706138952,13.732722742005599,229.500744,76.6006,28.266574042858267,123.41364720215134,12.501292797100083
84,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,171.64996008583103,14.300693605929471
85,125.0,352.0,1024.2048080641603,22.6715725147189,351.552438,111.726825,31.89053008779242,125.42588005621315,10.732251395881075
86,0,385.0,771.8087005715302,19.960277997677,234.72789,78.434125,28.454949701859075,175.03177290582713,14.468886348398735
87,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,170.5936858596899,14.24219395430053
88,0,376.0,759.5273706138952,13.732722742005599,229.500744,76.6006,28.266574042858267,125.30551024984507,12.580477652170652
89,12.0,385.0,800.72374616673,22.05067059048928,247.783002,82.275625,28.926849433374702,169.36414608544618,13.88668157668178
90,107.0,357.0,989.1111837706012,21.53975353365181,334.87374,106.9832,31.47786868347983,119.09036910559219,10.720805216287266
91,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,169.7693405689999,14.2261122556264
92,25.0,374.0,817.4147086696385,16.326961974997698,255.537306,84.196275,29.190949136430213,117.83090530044079,11.759652589376234
93,116.0,354.0,1006.0040915652644,21.73129597556252,342.922692,109.25315,31.68119292446974,127.229161821432,10.873776463880214
94,222.0,319.0,1197.7001267133746,31.937633436481182,437.915058,136.056025,33.86624277840976,81.19472083286276,8.989641621324406
95,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,170.5936858596899,14.24219395430053
96,0,394.0,783.076336316266,27.2015274662472,239.955036,80.26765,28.67449545855811,223.23863944440453,16.17395747363515
97,0,387.0,774.3978677067945,21.4841964653694,235.889478,78.841575,28.501151993466717,169.3286954642801,14.20862631205122
98,0,388.0,775.6720399822093,22.266566991433198,236.470272,79.0453,28.52488806969147,171.78814597751358,14.289445790341748
99,141.0,339.0,1042.2018359717927,19.280072438549524,361.408932,114.2004,32.19322287310079,77.22932766058797,9.282687392974243
,Wind_MW,Solar_MW,AEP,Curtailed_Energy,HPP_Investment_Cost,HPP_Maintenance_Cost,HPP_LCOE,HPP_NPV,HPP_IRR
0,0,382.0,767.8269048901997,17.772445274572203,232.985508,77.82295,28.38868663019242,142.436571183292,13.204628030077071
1,0,382.0,767.8269048901997,17.772445274572203,232.985508,77.82295,28.38868663019242,142.30827445099416,13.199396064852476
2,0,382.0,767.8269048901997,17.772445274572203,232.985508,77.82295,28.38868663019242,141.23168761987287,13.155475570904684
3,0,382.0,767.8269048901997,17.772445274572203,232.985508,77.82295,28.38868663019242,144.03101475831383,13.269613823665093
4,0,381.0,766.4790380570888,17.0637693062043,232.404714,77.619225,28.367208392181904,142.67501186249592,13.228886378470772
5,0,382.0,767.8269048901997,17.772445274572203,232.985508,77.82295,28.38868663019242,144.74172818340196,13.298559542977495
6,0,382.0,767.8269048901997,17.772445274572203,232.985508,77.82295,28.38868663019242,143.96521348135389,13.266933227526167
7,9.0,379.0,785.5840857519363,17.0997146494093,241.03446,80.0929,28.684256147045712,137.76849333335707,12.825514033323104
8,3.0,379.0,771.0361668908354,16.144914416503998,234.506904,78.17215,28.44688399606595,139.3633560811787,13.042227862639155
9,0,382.0,767.8269048901997,17.772445274572203,232.985508,77.82295,28.38868663019242,142.06168438368087,13.189338860241918
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