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A Resource-Constrained Asymmetric Redundancy Elimination Algorithm
Thesis

A Resource-Constrained Asymmetric Redundancy Elimination Algorithm

Li, Yu-Sian
Masters, 國立清華大學, 資訊工程學系
2012

Abstract

非對稱式傳輸 物聯網 網路協定 效能評估 Asymmetric communications Internet-of-things network protocols performance evaluation
We focus on the problem of efficient communications over access networks with asymmetric bandwidth and capability. We propose a resource-constrained asymmetric redundancy elimination algorithm(RCARE) to leverage downlink bandwidth and receiver capability to accelerate the uplink data transfer. RCARE can be deployed on a client or a proxy. Different from existing asymmetric algorithms, RCARE uses flexible matching mechanism to identify redundant data, and allocates a small sender cache to absorb the high downlink traffic overhead. Compared to redundancy elimination algorithms, RCARE provides a scalable sender cache which is adaptive based on resource and performance. We evaluate RCARE with real traffic traces collected from multiple servers and a campus gateway. The trace-driven simulation results indicate that RCARE achieves higher goodput gains and reduces downlink traffic compared to existing asymmetric communication algorithms. We design an adaptation algorithm for resource-constrained senders sending multiple data streams. Our algorithm takes samples from data streams and predicts how to invest cache size on individual data streams to achieve maximal uplink goodput gain. The adaptation algorithm improves the goodput gain by up to 87% compared to the baseline. In first 10% of data streams (sorted by the optimal goodput gains), RCARE achieves up to 40.5% goodput gain on average.

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