ارائه یک روش جدید مدیریت انرژی مبتنی بر یادگیری کیو جهت حداقل نمودن هزینه بهره ‌برداری سیستم انرژی

نوع مقاله : مقاله علمی پژوهشی

نویسندگان

1 استاد، دانشکده مهندسی مکانیک، دانشگاه علم و صنعت ایران، تهران، ایران

2 دکتری مهندسی مکانیک، دانشگاه علم و صنعت ایران، تهران، ایران

چکیده

این مقاله به ارائه روش نوینی برای مدیریت انرژی می‌پردازد. روش ارائه ‌شده برای سیستمی متشکل از صفحات خورشیدی، توربین ‌بادی، موتور ‌برق ‌گازسوز و باتری به ‌صورت یک مسئله یادگیری تقویتی تعریف گشت. با بکارگیری الگوریتم یادگیری کیو بهترین عملکرد مدیریتی برای تمام شرایط سیستم، مشخص گردید. از نتایج حاصل ‌شده جهت مدیریت تأمین برق چهار ساختمان مسکونی در جزیره ‌نگین بوشهر استفاده شد. نتایج روش پیشنهادی با مدیریت انرژی از روش‌ تعقیب‌ بار مقایسه گشت که 2/4% کاهش هزینه بهره ‌برداری سالانه و 3/7% کاهش تولید دی‌ اکسید کربن را به ‌همراه داشت. این روش در مقایسه با مدیریت انرژی بهینه‌ با الگوریتم ژنتیک، حدود 2/5 برابر زمان محاسباتی کمتری صرف نمود.

کلیدواژه‌ها

موضوعات


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