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Traffic classification plays an important and basic role in network management and cyberspace security. With the widespread use of encryption techniques in network applications, encrypted traffic has recently become a great challenge for the traditional traffic classification methods. In this paper we proposed an end-to-end encrypted traffic classification method with one-dimensional convolution neural...
Buffer sharing based on pipeline parallelism is quite susceptible to inter-core communication overhead. Existing work on concurrent lock-free (CLF) queue algorithm did not take full advantage of CPU cache features to improve performance. In order to implement a fast single-producer-single-consumer (SPSC) buffer scheduling queue, this paper proposes a cache-friendly CLF queue scheduling algorithm (CFCLF),...
Traffic classification is the first step for network anomaly detection or network based intrusion detection system and plays an important role in network security domain. In this paper we first presented a new taxonomy of traffic classification from an artificial intelligence perspective, and then proposed a malware traffic classification method using convolutional neural network by taking traffic...
OpenFlow, which facilitates decoupling between the forwarding and control plane, is developing rapidly and has already been widely studied in various fields. OpenFlow switches perform certain actions under the guidance of flow tables, which are configured by the controller. Currently, most of the work based on OpenFlow switch is concerned with switching performance such as forwarding rate, forwarding...
Buffer management strategies in various networks have been extensively studied in the literature. However, little work has considered the condition in which the traffic exhibits inter-packet dependency, a common occurrence with many applications. This paper concentrates on the goodput maximization problem for streaming data with packet dependencies. A novel optimization model is put forward to describe...
In order to solve the problem of the experience degradation of user caused by the resource competition among the applications in cloud TV, we present an approach of online resource monitoring model (ORMM), which is applied in the television service engine (TVSE) framework. Firstly, specific to the shared resource and the exclusive resource, an appropriate resource usage sampling method using system...
This paper designs an infrastructure to meet the resource requirements, and more importantly, the QoS (quality of service) requirements for networked multimedia services. Learning from the successful experiences of distributed systems, the infrastructure deploys clusters of devices at the edge to improve the probability for end users to get satisfying QoS, and a two-layer management architecture is...
A frame synchronization algorithm for SC-FDE system based on PN sequence modulated UW is proposed to combat timing offset sensitivity. The proposed algorithm is composed of energy detection, coarse synchronization and fine synchronization. The simulation and soft-define-radio(SDR) algorithm, the proposed synchronization method has a higher timing precision, and is insensitive to Doppler frequency...
Video streaming applications have implementation issues when the transmission rate is much less than the video playback rate. Caching the beginning part of the video in large storage device before playing is a common solution. In this paper, we propose a bandwidth allocation scheme on video content distribution servers. This algorithm is aim to control the server sending rate with efficient bandwidth...
The property of H.264/AVC CAVLC(context-adaptive variable-length coding) and the characteristic of Huffman Coding are analyzed, and a high efficiency implement algorithm of CAVLC decoding based on codeword classification mapping is proposed in this paper. According to the characteristic of Huffman Coding, mapping the codewords and it's syntax element to classification mapped tables, accelerate the...
In this paper, we present a novel adaptive step-size and block-size frequency-domain block least mean square (ASB-FBLMS) algorithm. The convergence speed and the steady stage error are two conflicting factors in the traditional frequency-domain block least mean square (FBLMS) algorithm. While our algorithm optimally increase the convergence speed while maintaining or reducing the steady stage error...
This paper analyzes the characteristics of time-shifting service for mobile multimedia broadcast and proposes a strategy of resource scheduling for time-shifting proxy server based on predictable user behaviors. Further more, by modeling user behaviors and defining user-habit property, this paper also proposes two different prediction algorithms, the algorithm based on maximum transition probability...
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