هوش مصنوعی و سیستم های خبره

 

AI

 

باسمه‌تعالی

دانشگاه اصفهان، دانشکده فنی مهندسی، گروه مکانیک

برنامه درس هوش مصنوعی و سیستم های خبره ( کارشناسی ارشد)  ( نیمسال دوم  ۹۶ – ۹۵ )

 

نام درس: هوش مصنوعی و سیستم های خبره ( کارشناسی ارشد)  شماره درس : ۰۱ – ۱۸۵ – ۲۲ – ۲۰      تعداد واحد نظری:  ۳

استاد درس : حامد شهبازی  ( دفتر کار:  اتاق  ۲۳۱  مکانیک، تلفن  ۳۷۹۴۵۶۲۸ )

زمان و مکان ارائه درس : شنبه­ها ۱۰-۸ ( کلاس ۴۰ ) و یکشنبه­ها ۱۰ – ۹ ( کلاس ۴۰ )

زمان و مکان رفع اشکال : شنبه­ها  ۴- ۲ و  دوشنبه‌ها  ۱۰- ۸  ( دفتر گروه مکانیک )

سایت درس:  www.hamedshahbazi.ir (مراجعه به  منوی درس‌ها- هوش مصنوعی و سیستم های خبره)

تکالیف دانشجو:  حل تمرین‌، انجام تکالیف درسی (+ سمینار بیست‌دقیقه‌ای)

نمره نهایی (۲۰ نمره ) شامل: حل تمرین و سمینار موضوعی (۴ ) ، پروژه درسی ( ۵ ) ،  سمینار کتاب ( ۵ ) و امتحان پایانی ( ۶ )

 

منابع و مراجع:   

۱-     هوش مصنوعی درآمدی نوین- راسل و نوروینگ

     

  1.       Computational Intelligence . Engelbrecht
  2.       Expert Systems  . Darkin
  3.       Artificial Neural Networks  . Martin Hakin 
  4.       Machine Learning and Robot Perception

 

 

 

هفته

 

موضوع

 

۱

معرفی منابع درس هوش مصنوعی- سرفصل های مهم و روش ارزیابی

 

۲

معرفی عامل های هوشمند و سیستم های چند عاملیدسته بندی کلی عامل های هوشمند

 

۳

فورموله سازی مسائل، حل مسئله به کمک جستجو

 

۴

معرفی انواع الگوریتم های جستجوی درختی، روش های آگاهانه و ناآگاهانه،

 

۵

روش های جستجوی محلی و الگوریتم های تکاملی

 

۶

پیاده سازی روش های هوش فرا ابتکاری بر روی سیستم های مکاترونیکی

 

۷

 در آمدی بر مسئله های بازی     سمینار های کتاب درسی ۴ ام

 

۸

معرفی عامل های منطقی و منطق گزاره ها و منطق مرتبه اول و منطق فازی

 

۹

طراحی سیستم های فازی و کنترل کننده های فازی

 

۱۰

نحوه  استنتاج و تولید نتیجه در سیستم های فازی، دفازی سازی و آموزش فازی در متلب

 

۱۱

 آموزش نرم افزار فازی ، معرفی قید های فازی  و نحوه کاربرد در فازی کلیپز

 

هفته

 

موضوع

۱۲

در آمدی بر مفاهیم اساسی شبکه های عصبی مصنوعی، ارائه مثال یادگیری حروف

۱۳

شبکه های عصبی مصنوعی؛ روش یادگیری پس انتشار خطا و مثال های کاربردی

۱۴

بینایی ماشین ، بررسی کاربرد شبکه های عصبی در بینایی ماشین

۱۵

تعاملات ترکیبی در  سیستم های هوشمند و شبکه های عصبی

۱۶

بررسی کاربردی سیستم های هوشمند در مکاترونیک

۱۷

سمینارهای پژوهشی دانشجویان

           

 

 

 

 

 

 

 

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