کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
392832 665173 2014 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Scheduling a log transport system using simulated annealing
ترجمه فارسی عنوان
برنامه ریزی یک سیستم حمل و نقل ورودی با استفاده از آنالیز شبیه سازی شده
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی


• The log truck scheduling under capacity and time window constraints is analyzed.
• A simulated annealing that interacts with a deterministic simulation is proposed.
• The algorithm was used to solve the practical case with more trucks, loggers and mills.
• Solution outperformed the solution currently generated manually in the company.
• The unloaded miles were reduced by 28% and number of trucks was also reduced by 17%.

The log truck scheduling problem under capacity constraints and time window constraints is an NP-hard problem that involves the design of best possible routes for a set of trucks serving multiple loggers and mills. The objective is to minimize the total unloaded miles traveled by the trucks. In this paper, a simulated annealing – a meta-heuristic optimization method – that interacts with a deterministic simulation model of the log transport system, in which the precedence and temporal relations among activities are explicitly accounted for, is proposed. The results obtained by solving a small size problem consisting of four trucks, two mills, three loggers, and four truck trips showed that the best solution could be found in less than two minutes. In addition, the solution method is tested using data provided by a log delivery trucking firm located in Mississippi. The firm operates sixty-eight trucks to deliver loads from twenty-two logging operations to thirteen mill destinations. The routes assigned by a supervisory person are used as a benchmark to compare the manual generated solution to the solution obtained using the proposed method.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Sciences - Volume 264, 20 April 2014, Pages 302–316
نویسندگان
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