Regional Symposium on Innovation in science and technology

Home / اولین سمپوزیوم منطقه ای نوآوری در علم و فناوری

Increasing resource allocation performance in DRL-based mobile edge calculations

Authors :

Afshin Golchin¹ Vahid Sattari Naini²

1- دانشگاه شهید باهنر کرمان 2- دانشگاه شهید باهنر کرمان

Keywords :

increasing resource allocation performance،mobile edge computing،DRL،Strengthen deep learning

Abstract :

Mobile edge computing is a special technology that optimizes the allocation of computing resources. This paper, method to increase resource allocation performance in mobile edge computing using Deep Reinforcement Learning (DRL) is presented. DRL algorithms are used as the main mechanism for allocating resources. Algorithms make decisions about optimal resource allocation using the collected experience that significantly improves system performance compared to traditional methods. Various evaluation criteria are evaluate the accuracy of this research compared to the basic method. Include percentage of resource usage, execution time, number of successful and unsuccessful requests and …. The obtained experiments show that the important parameters in this method include the cost function (Loss), size of batches and prediction of performance increase requests in basic method. Correct setting of these parameters can improve its performance and accuracy. The combination of virtual machine and meta-heuristic algorithm is used as deep reinforcement learning, and with its help, we improve resource allocation and load balance in mobile edge computing. Today, logarithmic increase in the volume of information and the need for new data centers or the development of previous data centers, and increase in speed of energy consumption calculations, information warehouses are among the most important challenges.

Papers List

List of archived papers

مقیاس پذیری و عملکرد فت نانوصفحه دو سیم باگیت همه جانبه در الکترونیک نسل بعدی

Reza Abbasnezhad - Hassan Rasooli - Rezs Hosseini - Aliasghar Sedghi - Ali Vahedi

The Revolution of Aptamers in Therapeutics: A Comprehensive Overview

Gholamreza Hashemi Tabar - Arefe Noroozi Nejad

بررسی ساختار سلولی و بافت شناسی چشم طوطی ماهی در خلیج فارس

فائزه اخگراندوز - مجید عسکری حصنی

Improving Attack Detection Accuracy in Goose Protocol Networks in Smart Grids Using Random Forest Algorithm

Mohsen Attari - Seyed reza Kamel - Reza Sheibani

Impact of thickness, work function of electrodes for configuration of (Zno/Cs2AgBi0.75Sb0.25/ Spiro-OMeTAD ) perovskites solar cells

Murtadha Jameel Edam - Hawraa Mohammed Khadier - Dhuha Emad Tarek - Baraa Hadi Auad

Effect of Smart Water Meters (SWM)' Installation on Water Table Fluctuations in the Roshtkhar Plain

Hossein Mohammadzadeh - Mahdi Torshizi

Design of DNA Origami-Heparin Nanostructures for the Development of Viral Therapies

Sadegh Dastorani - Mahmoud Shariati - Reza Hasanzadeh Ghasemi

ارائه روش سریع بازسازی واپیچشی فاز با استفاده از مدل برجستگی در تصاویر رادار روزنه مصنوعی

هومن افشاری راد - سید علیرضا سیدین - حمید حاجی رحیمی کاشانی

Investigating the Application of Nanomedicines in Improving the Hydatid Cysts Treatment

Hassan Borji - Soheil Sadr - Shakiba Nazemian - Cinzia Santucciu - Abbas Rahdar - Sadanad Pandey

Rapid detection of Enterococcus faecalis using extrinsic fluorescence

Abolfazl Zanghaei - Ali Ameri - Vahid Soheili - Ali Hashemi - Saeed Karima - Hossein Ghanbarian - Kiarash Ghazvini