AL-Somaydaii, Jumaa, Abdaljader, Aseel, Sharqi, Saadi, Al Ansari, Nadhir. (1402). Using support vector machine (SVM) technology to predict the duration of irrigation canal projects in western Iraq. هنرهای کاربردی, 14(8), 73-81. doi: 10.22075/ijnaa.2023.7374
Jumaa AL-Somaydaii; Aseel Abdaljader; Saadi Shartooh Sharqi; Nadhir Al Ansari. "Using support vector machine (SVM) technology to predict the duration of irrigation canal projects in western Iraq". هنرهای کاربردی, 14, 8, 1402, 73-81. doi: 10.22075/ijnaa.2023.7374
AL-Somaydaii, Jumaa, Abdaljader, Aseel, Sharqi, Saadi, Al Ansari, Nadhir. (1402). 'Using support vector machine (SVM) technology to predict the duration of irrigation canal projects in western Iraq', هنرهای کاربردی, 14(8), pp. 73-81. doi: 10.22075/ijnaa.2023.7374
AL-Somaydaii, Jumaa, Abdaljader, Aseel, Sharqi, Saadi, Al Ansari, Nadhir. Using support vector machine (SVM) technology to predict the duration of irrigation canal projects in western Iraq. هنرهای کاربردی, 1402; 14(8): 73-81. doi: 10.22075/ijnaa.2023.7374

Using support vector machine (SVM) technology to predict the duration of irrigation canal projects in western Iraq

International Journal of Nonlinear Analysis and Applications
مقاله 8، دوره 14، شماره 8، آبان 2023، صفحه 73-81    اصل مقاله (436.31 K)
نوع مقاله: Research Paper
شناسه دیجیتال (DOI): 10.22075/ijnaa.2023.7374
نویسندگان
Jumaa AL-Somaydaii1؛ Aseel Abdaljader* 1؛ Saadi Shartooh Sharqi2؛ Nadhir Al Ansari3
1Dams and Water Resources Department, University of Anbar, Ramadi, Iraq
2Civil Engineering Department, University of Anbar, Ramadi, Iraq
3Civil, Environmental and Natural Resources Engineering, Lulea University of Technology, Sweden
چکیده
In this study, a support vector machine (SVM) based technique for timing irrigation projects is presented, and one of the most accurate predictive models in calculating the final project duration within the contract documents, where the research problem is projects are not completed within the contract period because most of the total project duration is determined In an unthoughtful manner by the employer. Linear regression models were applied to data and information for several projects, and a significant improvement in forecast accuracy was obtained.
کلیدواژه‌ها
linear regression؛ support vector machine؛ construction time
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