wind-turbine_design_optimization

The 3rd Evolutionary Computation Competition The problem is a wind turbine design optimization problem.
http://www.jpnsec.org/files/competition2019/EC-Symposium-2019-Competition.html

ディレクトリ構造

wind-turbine_design_optimization/
  ┣━━ EC2019/    ...    構築された評価用環境ディレクトリ
  ┣━━ evaluation/
  ┃     ┣━━ windturbine_SOP.py    ...    評価モジュール
  ┃     ┣━━ pop_vars_eval.txt
  ┃     ┣━━ pop_objs_eval.txt
  ┃     ┗━━ pop_cons_eval.txt
  ┣━━ src/
  ┃     ┣━━ DE.py    ...    メインスクリプト
  ┃     ┣━━ file_handler.py    ...    write/read用関数
  ┃     ┣━━ setting.py    ...    ハイパーパラメータなど
  ┃     ┗━━ evaluation.bat    ...    WSL上でPython2.7環境を呼び出し評価モジュールを動かすスクリプト
  ┣━━ logs/    ...    ログ(csv)の格納場所
  ┣━━ README.md    ...    このファイル
  ┗━━ EC2019_build_env.md    ...    環境構築手引書

result

gen	score	cons	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32
1	4000000000	4	0.937014458	0.375607295	0.198621521	0.629817639	0.438473535	0.422341653	0.685819364	0.364868488	0.501578977	0.271271024	0.83129278	0.555160532	0.217928	0.423774985	0.605203684	0.228705911	0.833951438	0.164781337	0.277995458	0.928623426	0.394084503	0.901266944	0.039675384	0.455457581	0.061754154	0.961843399	0.925210946	0.631669928	0.447033101	0.333447764	0.676803488	0.994332462
2	4000000000	4	0.937014458	0.375607295	0.198621521	0.629817639	0.438473535	0.422341653	0.685819364	0.364868488	0.501578977	0.271271024	0.83129278	0.555160532	0.217928	0.423774985	0.605203684	0.228705911	0.833951438	0.164781337	0.277995458	0.928623426	0.394084503	0.901266944	0.039675384	0.455457581	0.061754154	0.961843399	0.925210946	0.631669928	0.447033101	0.333447764	0.676803488	0.994332462
8	2000000000	2	0.48190959	0.800194624	0.978428287	0.82257698	0.205864756	0.544108503	0.725783387	0.025005195	0.747961776	0.424592956	0.385068287	0.045207391	0.358152449	0.098540615	0.047911045	0.7746074	0.308825914	0.42470199	0.570049438	0.489931043	0.759222459	0.818912505	0.171662343	0.043235251	0.203275322	0.93866022	0.776010598	0.531984585	0.72338083	0.326009157	0.068857585	0.293962933
20	1000000000	1	0.945568961	0.9465827	0.371377805	0.362440664	0.906314521	0.664171616	0.369290792	0.35923221	0.541758878	0.644310149	0.618818565	0.278880278	0.284763608	0.396294973	0.292894558	0.484836113	0.340222371	0.849297911	0.401445604	0.820309976	0.305822577	0.891176458	0.32708446	0.410356813	0.075126184	0.952090502	0.378840584	0.342390157	0.849839722	0.959541896	0.736037022	0.995022671
23	0.182481049	0	0.981836375	0.979766233	0.312752269	0.124269323	0.980392944	0.699812508	0.718957232	0.330045167	0.610013178	0.680225563	0.807125697	0.988573299	0.613154365	0.393300231	0.22485031	0.772724589	0.279476253	0.61625429	0.900692725	0.519604289	0.337082505	0.874263911	0.709949758	0.119978417	0.071123456	0.974526831	0.57060085	0.366414205	0.380390415	0.395889627	0.258458946	0.334034897
100	0.069757366	0	0.925009456	0.943076767	0.701094522	0.164347397	0.268485088	0.380552516	0.665283234	0.110341774	0.540922335	0.452724492	0.267779913	0.22173285	0.223826726	0.054710629	0.216747021	0.253773889	0.213026656	0.16474007	0.003987802	0.397574948	0.514047954	0.600232601	0.011984402	0.38074876	0.308710862	0.633800613	0.762924167	0.367984819	0.356463178	0.326643555	0.131282667	0.118933262
200	0.069402798	0	0.922163082	0.941988779	0.688795454	0.166790214	0.268323631	0.400234834	0.665062831	0.104131827	0.540690374	0.449028351	0.267522733	0.21972516	0.218013819	0.038794491	0.193590523	0.251657111	0.202303891	0.154598386	0.003980874	0.396915022	0.501536665	0.7444055	0.005051381	0.382776326	0.309400598	0.628916077	0.762939903	0.363830239	0.354627098	0.326597199	0.131111622	0.115777131
300	0.069401407	0	0.922159725	0.941984343	0.68879062	0.166807964	0.26831719	0.400359736	0.665059272	0.104118856	0.540688763	0.449014653	0.267505756	0.21966959	0.217989337	0.038700355	0.193562965	0.251655754	0.202285891	0.154594345	0.003946769	0.396817164	0.501516497	0.744158539	0.005085396	0.382776289	0.309409282	0.628878348	0.762926078	0.363918019	0.354615501	0.326594191	0.131086142	0.115776887
500	0.0694014	0	0.922159683	0.941984305	0.688788985	0.166808046	0.268317003	0.400363274	0.665059272	0.104118823	0.54068877	0.449014715	0.267505753	0.219669581	0.217989212	0.038700328	0.193562958	0.251655688	0.202285905	0.154594327	0.003946333	0.396816532	0.50151401	0.744151686	0.005085614	0.382776307	0.309409268	0.628878276	0.762925632	0.363918139	0.354615307	0.326594096	0.131086101	0.115776817