SCALABLE COMPLEX EVENT PROCESSING USING RULE DISTRIBUTION
Journal Title: Azerbaijan Journal of High Performance Computing - Year 2018, Vol 1, Issue 2
Abstract
Complex event processing (CEP) systems are currently widely used in large-scale enterprises for the processing of high and dynamically changing rates of input events using large number of complex rules. Given the hardware limitations of vertically scaled CEP solutions, horizontal scalability has become an essential requirement for modern CEP systems. In this paper, we propose an adaptive load-balancing technique via rule distribution (called ARD) for a cluster of CEP engines that provides horizontal scalability for CEP systems. Our experiments show our proposed technique provides higher scalability and yields higher throughput in comparison with two previously proposed non-adaptive load-balancing techniques, namely VISIRI and SCTXPF, when the system faces with variable workload. In addition, ARD keeps the system balanced more often.
Authors and Affiliations
Mohsen Sharifi, Mohammad Ali Fardbastani
Keywords
Related Articles
- EP ID EP540648
- DOI 10.32010/26166127.2018.1.2.133.139
- Views 67
- Downloads 0
ENHANCING QOS USING A NOVEL TASK SCHEDULING APPROACH IN CLOUD COMPUTING
Customers’ satisfaction at the ensured organizations has a strong reliance on the specific execution of appropriated registering from the perspectives of benefit bit and undertaking booking. Disregarding the way that thi...
DATA MIGRATION FOR LARGE SCIENTIFIC DATASETS IN CLOUDS
Transferring large data files between various storages including cloud storages is an important task both for academic and commercial users. This should be done in an efficient and secure way. The paper describes Data Av...
ISE: AN INTELLIGENT AND EFFICIENT STEGANALYSIS ENGINE FOR IMAGE DATABASE IN BIG DATA SYSTEMS
The aim of this work is to design a faster and artificially intelligent steganalysis engine, which is able to secure the image databases from any infected image in big data environment. The proposed Intelligent Steganaly...
MULTI-START JAYA ALGORITHM FOR SOFTWARE MODULE CLUSTERING PROBLEM
Jaya algorithm has gained considerable attention lately due to its simplicity and requiring no control parameters (i.e. parameter free). Despite its potential, Jaya algorithm is inherently designed for single objective p...
THE “CPU+GPU+MIC” HYBRID SUPERCOMPUTER π
The supercomputer π at Center for HPC (CHPC) of Shanghai Jiao Tong University (SJTU) was the fastest supercomputer among all the universities in China from 2013 to 2015. With a highly hybrid architecture, it is the first...