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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Iman Rahmati</title>
<!--
- favicon
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<link rel="shortcut icon" href="./assets/images/logo.ico" type="image/x-icon">
<!--
- custom css link
-->
<link rel="stylesheet" href="./assets/css/style.css">
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<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Poppins:wght@300;400;500;600&display=swap" rel="stylesheet">
</head>
<body>
<!-- Particles.js background -->
<div id="particles-js"></div>
<!--
- #MAIN
-->
<main>
<!--
- #SIDEBAR
-->
<aside class="sidebar" data-sidebar>
<div class="sidebar-info">
<figure class="avatar-box">
<img src="./assets/images/1.png" alt="Richard hanrick" width="80">
</figure>
<div class="info-content">
<h1 class="name" title="Richard hanrick">Iman Rahmati</h1>
<p class="title">Research Assistant</p>
</div>
<button class="info_more-btn" data-sidebar-btn>
<span>Show Contacts</span>
<ion-icon name="chevron-down"></ion-icon>
</button>
</div>
<div class="sidebar-info_more">
<div class="separator"></div>
<ul class="contacts-list">
<li class="contact-item">
<div class="icon-box">
<ion-icon name="mail-outline"></ion-icon>
</div>
<div class="contact-info">
<p class="contact-title">Email</p>
<a href="mailto:[email protected]" class="contact-link">[email protected]</a>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<ion-icon name="phone-portrait-outline"></ion-icon>
</div>
<div class="contact-info">
<p class="contact-title">Phone</p>
<a href="tel:+989124802052" class="contact-link">+98 912 480 2052</a>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<ion-icon name="calendar-outline"></ion-icon>
</div>
<div class="contact-info">
<p class="contact-title">Birthday</p>
<time datetime="1982-06-23">Oct 10, 1994</time>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<ion-icon name="location-outline"></ion-icon>
</div>
<div class="contact-info">
<p class="contact-title">Location</p>
<address>Tehran, Iran</address>
</div>
</li>
</ul>
<div class="separator"></div>
<ul class="social-list">
<li class="social-item">
<a href="https://github.com/imanRht" class="social-link">
<ion-icon name="logo-github"></ion-icon>
</a>
</li>
<li class="social-item">
<a
href="https://www.instagram.com/imanrahmatei/"
class="social-link"
>
<ion-icon name="logo-instagram"></ion-icon>
</a>
</li>
<li class="social-item">
<a
href="https://linkedin.com/in/iman-rahmati"
class="social-link"
>
<ion-icon name="logo-linkedin"></ion-icon>
</a>
</li>
<li class="social-item">
<a
href="https://api.whatsapp.com/send?phone=09124802052"
class="social-link"
>
<ion-icon name="logo-whatsapp"></ion-icon>
</a>
</li>
<li class="social-item">
<a
href="#"
class="social-link"
>
<ion-icon name="logo-stackoverflow"></ion-icon>
</a>
</li>
</ul>
</div>
</aside>
<!--
- #main-content
-->
<div class="main-content">
<!--
- #NAVBAR
-->
<nav class="navbar">
<ul class="navbar-list">
<li class="navbar-item">
<button class="navbar-link active" data-nav-link>About</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link>CV</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link>Project</button>
</li>
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<button class="navbar-link" data-nav-link>Blog</button>
</li>
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<button class="navbar-link" data-nav-link>Contact</button>
</li>
</ul>
</nav>
<!--
- #ABOUT
-->
<article class="about active" data-page="about">
<header>
<h2 class="h2 article-title">About me</h2>
</header>
<section class="about-text">
<h3 class="h6">My Research Interests:</h3>
<p>
Distributed Systems,
Mobile Edge Computing, Deep Reinforcement Learning, Federated Learning, Software Defined Networking, Performance Evaluation
</p>
</section>
<section class="testimonials">
<h5 class="h5 testimonials-title">Currently I am juggling with: </h5>
<ul class="testimonials-list has-scrollbar">
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<p class="testimonials-avatar-box">
<img src="./assets/images/ee.png" alt="" width="0" data-testimonials-avatar>
</p>
<h4 class="h4 testimonials-title" data-testimonials-title>Multi-Agent DRL</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
Multi-Agent Deep Reinforcement Learning for Energy-Efficient Cooperative Computation Offloading in Heterogeneous Mobile Edge Computing
</p>
</div>
</div>
</li>
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<figure class="testimonials-avatar-box">
<img src="./assets/images/ee.png" alt="" width="0" data-testimonials-avatar>
</figure>
<h4 class="h4 testimonials-title" data-testimonials-title>Federated DRL</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
Federated Deep Reinforcement Learning Improves Dependent Task Offloading in Mobile Edge Computing
</p>
</div>
</div>
</li>
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<figure class="testimonials-avatar-box">
<img src="./assets/images/ee.png" alt="" width="0" data-testimonials-avatar>
</figure>
<h4 class="h4 testimonials-title" data-testimonials-title>DRL-Based Rule Caching in SDN</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
Deep Reinforcement Learning for Efficient Collaborative Rule Caching Through Pairing of P4 Switches in SDNs
</p>
</div>
</div>
</li>
</ul>
<ul class="testimonials-list has-scrollbar">
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<p class="testimonials-avatar-box">
<img src="./assets/images/ee.png" alt="" width="0" data-testimonials-avatar>
</p>
<h4 class="h4 testimonials-title" data-testimonials-title>QECO</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning for Mobile Edge Computing
</p>
</div>
</div>
</li>
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<figure class="testimonials-avatar-box">
<img src="./assets/images/ee.png" alt="" width="0" data-testimonials-avatar>
</figure>
<h4 class="h4 testimonials-title" data-testimonials-title>MEC Env</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
A Realistic Mobile Edge Computing environment; with matacouse conditions for deadline and energy Energy-Constrained
</p>
</div>
</div>
</li>
</ul>
</section>
<!--
- testimonials modal
-->
<div class="modal-container" data-modal-container>
<div class="overlay" data-overlay></div>
<section class="testimonials-modal">
<button class="modal-close-btn" data-modal-close-btn>
<ion-icon name="close-outline"></ion-icon>
</button>
<div class="modal-img-wrapper">
<figure class="modal-avatar-box">
<img src="./assets/images/avatar-1.png" alt="Daniel lewis" width="80" data-modal-img>
</figure>
<img src="./assets/images/icon-quote.svg" alt="quote icon">
</div>
<div class="modal-content">
<h4 class="h3 modal-title" data-modal-title>Daniel lewis</h4>
<time datetime="2021-06-14">28 Oct, 2023</time>
<div data-modal-text>
<p>
Richard was hired to create a corporate identity. We were very pleased with the work done. She has a
lot of experience
and is very concerned about the needs of client. Lorem ipsum dolor sit amet, ullamcous cididt
consectetur adipiscing
elit, seds do et eiusmod tempor incididunt ut laborels dolore magnarels alia.
</p>
</div>
</div>
</section>
</div>
<!--
- clients
-->
</article>
<!--
- #RESUME
-->
<article class="cv" data-page="cv">
<a href="./assets/images/CV_ImanRahmati.pdf" class="contact-link">Download</a>
<header>
<h2 class="h2 article-title">My CV</h2>
</header>
<section class="timeline">
<div class="title-wrapper">
<div class="icon-box">
<ion-icon name="book-outline"></ion-icon>
</div>
<h3 class="h3">Education</h3>
</div>
<ol class="timeline-list">
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Sharif University of Technology</h4>
<span>MSc. Computer Software Engineering</span>
<h5 class="h5">Thesis Tilte:</h5>
<p class="timeline-text">
Optimizing Computational Task Offloading Problem in Energy-Constrained Mobile Edge Computing Systems with Deep Reinforcement Learning
</p>
<p class="timeline-text">
Supervisor: Prof. Ali Movaghar
</p>
<span>2019 — 2022</span>
</li>
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Khajeh Nasir Toosi University of Technology</h4>
<span>BSc. Industrial Engineering</span>
<span>2013 - 2019</span>
</li>
</ol>
</section>
<div class="separator"></div>
<section class="timeline">
<div class="title-wrapper">
<div class="icon-box">
<ion-icon name="book-outline"></ion-icon>
</div>
<h3 class="h3">Academic Experience</h3>
</div>
<ol class="timeline-list">
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Research Engineer</h4>
<span>EdgeAI Lab</span>
<h5 class="h5">Research Theme:</h5>
<p class="timeline-text">
Developing hierarchical multi-agent DRL-based approaches for compu- tation offloading decision-making in heterogeneous MEC, with an emphasis on centralized training and decentralized execution to achieve collaborative global optimization.
</p>
<span>2019 - Present</span>
</li>
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Research Assistant</h4>
<span>Performance and Dependability Laboratory</span>
<h5 class="h5">Research Theme:</h5>
<p class="timeline-text">
Designed and implemented an algorithm leveraging deep reinforcement learning to optimize computation offloading decisions within mobile edge computing, with a primary focus on enhancing the Quality of Experience (QoE) for end-users of mobile applications.
</p>
<span>2013 - 2019</span>
</li>
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Teaching Assistant</h4>
<span>Sharif University of Technology</span>
<h5 class="h5">Cources:</h5>
<p class="timeline-text"></p>Perance Evaluation of Computer Systems</p>
<p class="timeline-text"> # Prof. Ali Movaghar and Dr. Mahdi Dolati</p>
<span>2023</span>
<p class="timeline-text"></p>Software Defined Networking</p>
<p class="timeline-text"> # Prof. Ali Movaghar and Dr. Mohammad Hosseini</p>
<span>2022</span>
<p class="timeline-text"></p>Verification of Reactive Systems</p>
<p class="timeline-text"> # Prof. Ali Movaghar</p>
<span>2021</span>
<p class="timeline-text"></p>Theory of Machines and Languages</p>
<p class="timeline-text"> # Prof. Ali Movaghar</p>
<span>2021</span>
</li>
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Reviewer</h4>
<span>Computer Society of Iran</span>
<p class="timeline-text">
27th International Computer Conference
</p>
<span>2022</span>
</li>
</ol>
</section>
<div class="separator"></div>
<section class="Publication">
<h3 class="h3 Publication-title">Publication</h3>
<br>
<h3 class="h5"># I. Rahmati, H. Shahmansouri, A. Movaghar, QECO: A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning for Mobile Edge Computing”, 2024.</h5>
<br>
<h3 class="h5"># I. Rahmati, H. Shah-Mansouri, H. Kebriaei, A. Movaghar, Multi-Agent Deep Reinforcement Learning for Energy-Efficient Cooperative Computation Offloading in Heterogeneous Mobile Edge Computing, work in progress.</h5>
<br>
<h3 class="h5"># I. Rahmati, A. Movaghar, Federated Deep Reinforcement Learning Improves Dependent Task Offloading in Mobile Edge Computing, work in progress.</h5>
</section>
<div class="separator"></div>
<section class="Publication">
<h3 class="h3 skills-title">My skills</h3>
<li class="skills-item">
<div class="title-wrapper">
<h5 class="h5">Programming Languages:</h5>
</div>
<p class="timeline-text">
C, Python, LATEX
</p>
</li>
<li class="skills-item">
<div class="title-wrapper">
<h5 class="h5">Frameworks & Tools:</h5>
</div>
<p class="timeline-text">
Linux
</p>
</li>
<li class="skills-item">
<div class="title-wrapper">
<h5 class="h5">Languages:</h5>
</div>
<p class="timeline-text">
Farsi (Native), English (Working proficiency)
</p>
</li>
</section>
</article>
<!--
- #PORTFOLIO
-->
<article class="project" data-page="project">
<header>
<h2 class="h2 article-title">Project</h2>
</header>
<section class="projects">
<ul class="testimonials-list has-scrollbar">
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<p class="testimonials-avatar-box">
<img src="./assets/images/ee.png" alt="" width="0" data-testimonials-avatar>
</p>
<h4 class="h4 testimonials-title" data-testimonials-title>Multi-Agent DRL</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
Multi-Agent Deep Reinforcement Learning for Energy-Efficient Cooperative Computation Offloading in Heterogeneous Mobile Edge Computing
</p>
</div>
</div>
</li>
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<figure class="testimonials-avatar-box">
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<h4 class="h4 testimonials-title" data-testimonials-title>Federated DRL</h4>
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Federated Deep Reinforcement Learning Improves Dependent Task Offloading in Mobile Edge Computing
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Deep Reinforcement Learning for Efficient Collaborative Rule Caching Through Pairing of P4 Switches in SDNs
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<h4 class="h4 testimonials-title" data-testimonials-title>QECO</h4>
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A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning for Mobile Edge Computing
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A Realistic Mobile Edge Computing environment; with matacouse conditions for deadline and energy Energy-Constrained
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<p class="project-category">Realistic Mobile Edge Computing environment; with matacouse conditions for deadline and energy Energy-Constrained</p>
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