دانلود مقاله ISI انگلیسی شماره 140518
ترجمه فارسی عنوان مقاله

اختصاص دادن وظیفه سازگاری بر اساس سودمند اجتماعی و اولویت فردی در محیط های توزیع شده

عنوان انگلیسی
Adaptive Task Allocation Based on Social Utility and Individual Preference in Distributed Environments
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
140518 2017 8 صفحه PDF
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Procedia Computer Science, Volume 112, 2017, Pages 91-98

ترجمه کلمات کلیدی
تخصیص وظیفه، ترجیح، تقویت یادگیری، عامل تعاونی،
کلمات کلیدی انگلیسی
Task allocation; Preference; Reinforcement learning; Cooperative agent;
پیش نمایش مقاله
پیش نمایش مقاله  اختصاص دادن وظیفه سازگاری بر اساس سودمند اجتماعی و اولویت فردی در محیط های توزیع شده

چکیده انگلیسی

Recent advances in computer and network technologies enable the provision of many services combining multiple types of information and different computational capabilities. The tasks for these services are executed by allocating them to appropriate collaborative agents, which are computational entities with specific functionality. However, the number of these tasks is huge, and these tasks appear simultaneously, and appropriate allocation strongly depends on the agent’s capability and the resource patterns required to complete tasks. Thus, we first propose a task allocation method in which, although the social utility for the shared and required performance is attempted to be maximized, agents also give weight to individual preferences based on their own specifications and capabilities. We also propose a learning method in which collaborative agents autonomously decide the preference adaptively in the dynamic environment. We experimentally demonstrate that the appropriate strategy to decide the preference depends on the type of task and the features of the task reward. We then show that agents using the proposed learning method adaptively decided their preference and could maintain excellent performance in a changing environment.