International Conference on Information and Knowledge Technology

فارسی

Home / سیزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش

A Survey on Utilizing Reinforcement Learning in Wireless Sensor Networks Routing Protocols

Authors :

Ali Forghani Elah Abadi¹ Seyedeh Elham Asghari² Sepideh Sharifani³ Seyyed Amir Asghari⁴ Mohammadreza Binesh Marvasti⁵

1- Kharazmi University 2- Polytechnique Montreal 3- Elm o Farhang University 4- دانشگاه خوارزمی 5- Kharazmi University

Keywords :

Reinforcement Learning،Wireless Sensor Networks،Energy Limitation،Lifespan،Reward and Punishment

Abstract :

This article reviews the control and routing methods in wireless sensor networks. These methods are able to increase the energy efficiency by using the reinforcement learning technique, considered as one of the means of machine learning. It is based on the reward and punishment technique which has a behavior similar to the learning process in children. Appropriate energy management and therefore lifespan increase in wireless sensor networks is one of the main challenges in these types of networks due to the energy limitation in its nodes. The purpose of writing the current article is to get acquainted with the relative methods provided. In this article, various means which are trying to use the reinforcement learning process to improve the behavior of wireless sensor networks and to make them smarter are presented and analyzed. Meanwhile, the evolution of these methods and the ratio of the superiority of each in comparison to the others have been examined.

List of archived papers

Predicting Suicide Risk in Adolescents with Random Forest for Unbalanced Data Management

Fatemeh Rabbani - Dr Behrooz Masoumi - Dr Mohammad Reza Keyvanpour

To Kill a Mockingbird: Cryptanalysis of an Authenticated Key Exchange Scheme for Drones

Neda Toghraee - Hamid Mala

IoMT-Enabled Smart Healthcare: State-of-the-Art, Security and Future Directions

Shivam Tripathi - Vatsalkumar Makwana - Malaram Kumhar - Harshal Trivedi - Jitendra Bhatia - Sudeep Tanwar - Hossein Shahinzadeh

جمع‌آوری، تحلیل و خلاصه سازی نظرات کاربران فارسی زبان در شبکه‌های اجتماعی پیرامون بیماری فراگیر کووید-19

محمدرضا شمس - محمد یاسین فخار محمدرضا شمس - محمد یاسین فخار -

یک رویکرد سریع تحلیل و شناسایی آسیب پذیری Next-Intent در برنامه های کاربردی اندروید

زهرا کلوندی - دکتر مهدی سخائی نیا زهرا کلوندی - مهدی سخائی نیا -

Real-Time EEG-Based Analysis Of Stress-Inducing Stimuli

Mohsen Mahmoudi - Fattaneh Taghiyareh - Yasamin Akhavein - Elnaz Ghorbani

Aspect-Based Sentiment Analysis of After-Sales Service Quality: A Case Study of Snowa and Competitors Using Digikala Reviews

Safiyeh Samadanian - Marjan Kaedi

Architectural Insights: Comparing Weight Stationary and Output Stationary Systolic Arrays for Efficient Computation

Mahdi Kalbasi

An efficient hybrid approach for performance-based alternative design evaluation in systems engineering

Abbas Chaman Para - Maryam Nooraei Abadeh - Sondos Bahadori

یک روش کارآمد جهت تشخیص آنلاین حملات DRDoS به سرویس های مبتنی بر UDP درمعماری SDN با استفاده از الگوریتم های یادگیری ماشین

میترا اکبری کهنه شهری - دکتر رضا محمدی - دکتر محمد نصیری میترا اکبری کهنه شهری - رضا محمدی - محمد نصیری -

more

Samin Hamayesh - Version 43.8.0