کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
425254 685710 2014 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
An adaptive per-application storage management scheme based on manifold learning in information centric networks
ترجمه فارسی عنوان
یک برنامه مدیریت انبار برای هر برنامه کاربردی مبتنی بر یادگیری چند منظوره در شبکه های اطلاعاتی محور
کلمات کلیدی
مدیریت ذخیره سازی در برنامه، یادگیری منیفولد، شبکه مرکزی اطلاعات
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
چکیده انگلیسی


• We introduce a manifold learning method to classify the priority of applications.
• We formulate the per-application storage management problem into an optimized resource allocation problem.
• Dynamic programming is adopted to solve the formulated problem.
• An adaptive storage management scheme (ASM) is proposed on the basis of the optimal solutions.
• The proposed ASM scheme is superior to existing static partitioning and shared storage schemes.

Information Centric Network (ICN) is an emerging network paradigm centered around the named contents rather than the host-to-host connectivity. The common characteristic of ICN leverages in-network caching to achieve an efficient and reliable content distribution but also brings challenges. The in-network caching technique equips all ICN routers with cache storage. However, no existing works focus on the cache storage sharing mechanism among different applications to satisfy the line speed requirements and diversity of applications in ICN. In this paper, we formulate the per-application storage management problem into an optimized resource allocation problem and introduce a manifold learning method to classify the priority of applications. Dynamic programming is adopted to solve the formulated problem and an adaptive per-application storage management scheme is proposed on the basis of the optimal solutions. Extensive experiments have been performed to evaluate the proposed scheme and show that our approach is superior to static partitioning and shared storage schemes.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Future Generation Computer Systems - Volume 36, July 2014, Pages 170–179
نویسندگان
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