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 |