KOMPARASI PADA CLUSTERING DATA LOG BLOCKCHAIN PERFORMANCE MONITORING CITA DAN RABBITMQ DENGAN METODE MEAN SHIFT

PERDANA, MUHAMMAD IQBAL and Stiawan, Deris and Ubaya, Huda (2023) KOMPARASI PADA CLUSTERING DATA LOG BLOCKCHAIN PERFORMANCE MONITORING CITA DAN RABBITMQ DENGAN METODE MEAN SHIFT. Undergraduate thesis, Sriwijaya University.

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Abstract

CITA is a high-performance blockchain system for enterprises with 6 microservices (RPC, Auth, Consensus, Chain, Executor, Network) that exchange information through Message Bus. Message Bus uses RabbitMQ message broker platform for message queue processing. Both datasets in the form of hardware performance logs from CITA and RabbitMQ are clustering with the Mean Shift algorithm, which does not require the number of clusters, but only determines the maximum distance of centroid displacement through bandwidth calculation. The number of clusters estimated was 2 clusters, where CITA produced 7 samples and RabbitMQ 2 samples. The cluster evaluation with the highest silhouette score of CITA is 0.555 on the pair of features Network Received - Network Sent, while RabbitMQ is 0.648 on the pair of features CPU - V-Memory, this makes RabbitMQ cluster results superior compared to CITA.

Item Type:	Thesis (Undergraduate)
Uncontrolled Keywords:	Blockchain, CITA, RabbitMQ, Clustering, Bandwidth, Mean Shift, Silhouette Score
Subjects:	T Technology > T Technology (General) > T173.2-174.5 Technological change
Divisions:	09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User:	Muhammad Iqbal Perdana
Date Deposited:	09 Aug 2023 02:59
Last Modified:	09 Aug 2023 02:59
URI:	http://repository.unsri.ac.id/id/eprint/126531

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