[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-183828-105":59,"doc-detail-183828-en":130},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":123,"head_meta":125,"extra_data":127,"updated_unix":129},105,"en","application-of-genetic-algorithm-with-roulette-wheel-selection-method-for-international-certification-scheduling-optimization-at-itcc-itpln-article","Application of Genetic Algorithm with Roulette Wheel Selection Method for International Certification Scheduling Optimization at ITCC ITPLN - Article","","Information Technology Certification Center (ITCC) within Institut Teknologi PLN is authorized to deliver international training and certification. During scheduling, the existing schedule generation was identified as not optimal, creating the need for an optimization method that respects established constraints. A genetic algorithm using roulette wheel selection was implemented on a prototype, validated through black-box testing and analyzed using ANOVA. Results indicate the approach produces an optimal international certification schedule while adhering to rules and constraints.",{"@graph":69,"@context":122},[70,84,105],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":40,"@type":76,"position":81},"https://docshare.wps.com/document/research-report/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/application-of-genetic-algorithm-with-roulette-wheel-selection-method-for-international-certification-scheduling-optimization-at-itcc-itpln-article/183828/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/application-of-genetic-algorithm-with-roulette-wheel-selection-method-for-international-certification-scheduling-optimization-at-itcc-itpln-article/183828.png","ImageObject",300,407,{"name":92,"@type":93},"Bintang","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-09-24","2026-09-02",true,{"@type":102,"interactionType":103,"userInteractionCount":14},"InteractionCounter",{"@type":104},"ViewAction",{"@type":106,"mainEntity":107},"FAQPage",[108,114,118],{"name":109,"@type":110,"acceptedAnswer":111},"为什么需要对ITCC国际认证活动的排班进行优化？","Question",{"text":112,"@type":113},"现有排班生成方式被发现不够最优，导致国际认证活动在约束条件下难以获得更合理的安排，因此需要优化算法。","Answer",{"name":115,"@type":110,"acceptedAnswer":116},"本文采用的主要优化算法是什么？",{"text":117,"@type":113},"采用遗传算法，并使用roulette wheel selection（轮盘赌选择）策略对排班进行优化。",{"name":119,"@type":110,"acceptedAnswer":120},"原型如何被验证，分析方法是什么？",{"text":121,"@type":113},"先对排班优化原型进行black-box testing，然后对算法结果进行ANOVA分析，以评估其有效性与表现。","https://schema.org",{"og:url":83,"og:type":124,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":126,"canonical":83},"index,follow",{"doc_id":128,"site_id":62},183828,1790208963,{"code":4,"msg":5,"data":131},{"doc_id":128,"user_id":132,"nickname":92,"user_avatar":133,"doc_module":4,"category_id":39,"category_name":40,"doc_title":65,"doc_description":67,"doc_content":134,"file_id":135,"file_url":136,"file_type":137,"file_size":138,"view_count":14,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":52,"language":139,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":140,"faqs":141,"seo_title":142,"seo_description":67,"update_tm":143,"read_time":144},962085564381,"https://ap-avatar.wpscdn.com/davatar_6f874abed73319feea01a86fa6f0fab8","| Application of Genetic Algorithm with Roulette Wheel Selection Method for International Certification Scheduling Optimization at ITCC ITPLN\u003Cbr>Hendra Jatnika1, Rakhmadi Irfansyah Putra2, Muhammad Zaid Al-Khair3, Adinda Musika Permata4, Arfani Lovina Br. Stendel5, Mohamad Tanwirul Akbar6 1-6Department of Technical Information, Institut Teknologi PLN, Jakarta, Indonesia, 11750\u003Cbr> [h.jatnika@itpln.ac.id](h.jatnika@itpln.ac.id)\u003Cbr> [https://doi.org/10.37339/e-komtek.v6i2.2325](https://doi.org/10.37339/e-komtek.v6i2.2325) |  |  |\n| --- | --- | --- |\n| Published by Piksi Ganesha Indonesia Polytechnic\u003Cbr>|  |  |\n|  | Abstract |  |\n| Article Info | \u003Cbr>Information Technology Certification Center (ITCC) is a division within the PLN Institute |  |\n| Submitted: | \u003Cbr>of Technology, authorized to conduct international training and certification. During the |  |\n| 12-09-2022 | \u003Cbr>scheduling process, it was identified that the current schedule creation was not optimal. |  |\n| Revised: | \u003Cbr>Therefore, an optimization algorithm was required to address the scheduling issues. The |  |\n| 24-10-2022 | \u003Cbr>chosen algorithm was the genetic algorithm with roulette wheel selection, applied to a |  |\n| Accepted: | \u003Cbr>prototype, followed by black-box testing of the prototype and ANOVA for the algorithm’s. |  |\n| 17-12-2022 | \u003Cbr>The findings of the research suggest that the genetic algorithm with roulette wheel |  |\n| Online first :\u003Cbr>31-12-2022 | \u003Cbr>selection can generate an optimal schedule for international certification activities while adhering to established rules.\u003Cbr>Keywords: ITCC, Scheduling, Optimization, Genetic Algorithm, Blackbox, ANOVA\u003Cbr>Abstract |  |\n| \u003Cbr>Information Technology Certification Center (ITCC) merupakan unit bidang kerja yang dimilikioleh Institut Teknologi PLN yang memiliki hak otorisasi untuk menyelenggarakan pelatihan dan sertifikasi internasional. Dalam proses penjadwalan yang dilakukan, ditemukan bahwa pembuatan jadwal tersebut belum optimal. Oleh sebab itu, dibutuhkan algoritma optimasi yang dapat menyelesaikan masalah yang dihadapi. Algoritma yang dipilih adalah algoritma genetika dengan metode seleksi roulette wheel dan diterapkan pada prototipe yang dibuat, lalu dilakukan pengujian blackbox pada prototipe dan ANOVA pada algoritma. Kesimpulan yang didapatkan oleh peneltianyang dilakukan dengan menerapkan algoritma genetika dengan metode seleksi roulette wheel adalahalgoritma tersebut dapat membuat hasil jadwal kegiatan sertifikasi internasional optimal dengan mematuhi peraturan yang telah ditetapkan.\u003Cbr>Kata-kata kunci: ITCC, Penjadwalan, Optimasi, Algoritma Genetika, Blackbox, ANOVA |  |  |\n| |  | This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License. |\n\n| Hard Constraints | Number of Penalties |\n| --- | --- |\n| Trainers must have an appropriate program\u003Cbr>with groups. | 10 |\n| Proctor, trainer, assistant, and room can't\u003Cbr>were put in 2 groups at the same time. | 10 |\n| Proctor and trainer should be placed on the\u003Cbr>groups that are in accordance with the time of willingness. | 10 |\n| Proctors and trainers who do not fill the willingness\u003Cbr>cannot be placed in groups. | 10 |\n\n\n| Soft Constraints | Number of Penalties |\n| --- | --- |\n| Number of groups that the proctor or trainer teaches\u003Cbr>equivalent to or only 1 more than a proctor or trainer\u003Cbr>Other. | 5 |\n| Proctor has a program that suits the group | 5 |\n| Trainers are not replaced by assistants | 5 |\n\n\n| No | \u003Cbr>User | \u003Cbr>Role | \u003Cbr>\u003Cbr>\u003Cbr>Program |  | Willingness |\n| --- | --- | --- | --- | --- | --- |\n| 1 | Abdurrasid, [S.com](S.com)., MMSI | Teacher | • |  | July 8, 2021 from 7 [a.m. to 3 p.m](a.m. to 3 p.m).\u003Cbr>July 9, 2021 from 11 [a.m. to 5 p.m](a.m. to 5 p.m). |\n|  |  |  | MOS: Word,\u003Cbr>MOS: Excel, MCF: Azure AI | • |  |\n| 2 | Sely Karmila , S.T., MMSI | Teacher | MOS: Word,\u003Cbr>MOS: PowerPoint, MikroTik: MTCNA | •\u003Cbr>• | July 8, 2021 from [11:30 a.m. to 6 p.m](11:30 a.m. to 6 p.m).\u003Cbr>July 9, 2021","cbCaitk6nGazIoTQ","https://ap.wps.com/l/cbCaitk6nGazIoTQ","pdf",621072,"English","# Abstract\n## Scheduling problem and optimization approach\n## Prototype testing and ANOVA\n## Findings and conclusions","[{\"question\":\"为什么需要对ITCC国际认证活动的排班进行优化？\",\"answer\":\"现有排班生成方式被发现不够最优，导致国际认证活动在约束条件下难以获得更合理的安排，因此需要优化算法。\"},{\"question\":\"本文采用的主要优化算法是什么？\",\"answer\":\"采用遗传算法，并使用roulette wheel selection（轮盘赌选择）策略对排班进行优化。\"},{\"question\":\"原型如何被验证，分析方法是什么？\",\"answer\":\"先对排班优化原型进行black-box testing，然后对算法结果进行ANOVA分析，以评估其有效性与表现。\"}]","Application of Genetic Algorithm with Roulette Wheel Selection Method for International Certification Scheduling Optimization at ITCC ITPLN - Article | PDF",1788354129,25]