Academic Journal

QoS control strategies for high-quality video processing

التفاصيل البيبلوغرافية
العنوان: QoS control strategies for high-quality video processing
المؤلفون: Wüst, CC, Steffens, F M, Verhaegh, WFJ Wim, Bril, RJ Reinder, Hentschel, C
المصدر: ISSN:0922-6443.
بيانات النشر: Springer
سنة النشر: 2005
المجموعة: Eindhoven University of Technology (TU/e): Research Portal
الوصف: Video processing in software is often characterized by highly fluctuating, content-dependent processing times, and a limited tolerance for deadline misses. We present an approach that allows close-to-average-case resource allocation to a single video processing task, based on asynchronous, scalable processing, and QoS adaptation. The QoS adaptation balances different QoS parameters that can be tuned, based on user-perception experiments: picture quality, deadline misses, and quality changes. We model the balancing problem as a discrete stochastic decision problem, and propose two solution strategies, based on a Markov decision process and reinforcement learning, respectively. We enhance both strategies with a compensation for structural (non-stochastic) load fluctuations. Finally, we validate our approach by means of simulation experiments, and conclude that both enhanced strategies perform close to the theoretical optimum.
نوع الوثيقة: article in journal/newspaper
وصف الملف: application/pdf
اللغة: English
Relation: http://repository.tue.nl/624117
الاتاحة: http://repository.tue.nl/624117
Rights: Copyright (c) Wüst, CC ; Copyright (c) Steffens, F M ; Copyright (c) Verhaegh, WFJ Wim ; Copyright (c) Bril, RJ Reinder ; Copyright (c) Hentschel, C
رقم الانضمام: edsbas.C8EAC503
قاعدة البيانات: BASE