International Conference on Information and Knowledge Technology

فارسی

Home / یازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش

A Potential Solutions-Based Parallelized GA for Application Graph Mapping in Reconfigurable Hardware

Authors :

Seyed Mehdi Mohtavipour¹ Hadi Shahriar Shahhoseini²

1- Iran University of Science and Technology 2- Iran University of Science and Technology

Keywords :

High-Performance Computing, Reconfigurable Hardware, Application Compilation, Evolutionary Algorithms, Smart Searching

Abstract :

High-performance computing systems including Reconfigurable Hardware (RH) such as Field Programmable Gate Array (FPGA) proved a significant impact on the speed of application execution with useful reconfiguration and parallelism attributes. To make one application executable on RH, it is required to perform some heavy computational compilation preprocessing phases. In this paper, we aim to reduce compilation overhead in the NP-hard problem of the mapping phase by utilizing a novel parallelized Genetic Algorithm (GA) which is based on potential solutions in the search space. In the search space of possible solutions, we analytically separate weak and potential solutions to guide the GA for reaching the optimal solution faster. Moreover, this separation has been carried out independently to add parallelism into our GA and also, to switch between search spaces for keeping the generalization of GA exploration. Comparison results showed that our approach could make a considerable gap at the starting points of solution searching and therefore, found the optimal solution in a more reasonable time.

List of archived papers

بهبود کارایی بارسپاری در شبکه های سلولی با استفاده از ارتباطات مشارکتی در لایه MAC

نبیل الراشدی - رسول صادقی - وائل حسین اللامی - مهدی حمیدخانی

پیش‌بینی حجم ترافیک شهری با استفاده از داده‌های سرویس نشان مورد مطالعاتی: خیابان کمال اصفهان

مهسا لطیفی - جمشید مالکی

امنیت در اینترنت اشیا؛ معماری، کاربرد‌ها، چالش‌ها و راهکارها

مهدی موسی وند - دکتر پیام محمودی نصر مهدی موسی وند - پیام محمودی نصر -

A Multi-Task Framework Using Mamba for Identity, Age, and Gender Classification from Hand Images

Amirabbas Rezasoltani - Alireza Hosseini - Ramin Toosi - MohammadAli Akhaee

Classification of Personality Traits on Facebook Using Key Phrase Extraction, Language Models and Machine Learning

Faezeh Safari - Abdolah Chalechale

A New Method Based on Deep Learning and Time Stabilization of the Propagation Path for Fake News Detection

Fatemeh Torgheh - Dr Mohammad Reza Keyvanpour - Dr Behrooz Masoumi

شناسایی جایگاه مالونیلاسیون در پروتئین‌ها با بهره‌گیری از استخراج ویژگی و تکنیک‌های پردازش زبان طبیعی

حنانه رجبیون - محمد قاسم زاده - وحید رنجبر بافقی

حفظ حریم خصوصی در انتشار نسخه های متوالی داده‌های شبکه اجتماعی با امکان افزایش یال

طاهره سرزهی - دکتر مهری رجایی طاهره سرزهی - مهری رجایی -

A Nano-based High-Speed QCA circuit for Information Security with Image Masking

Saeid Seyedi - Hatam Abdoli

Knowledge Graph Based Retrieval-Augmented Generation for Multi-Hop Question Answering Enhancement

Mahdi Amiri Shavaki - Pouria Omrani - Ramin Toosi - Mohammad Ali Akhaee

more

Samin Hamayesh - Version 41.3.1