Open AccessMODELING OF SYSTEMS UNDER CLOUD ENVIRONMENT
Author(s) -
Sharafadeen Muhammad,
Ibrahim Kabiru Dahiru,
Ahmad Abubakar,
Muhammad Sanusi Ibrahim
Publication year - 2021
Publication title -
asean engineering journal
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.135
H-Index - 3
ISSN - 2586-9159
DOI - 10.11113/aej.v11.17054
Subject(s) - cloud computing , computer science , distributed computing , service level agreement , identification (biology) , representation (politics) , order (exchange) , limit (mathematics) , service (business) , database , service level , computer security , data science , operating system , mathematical analysis , statistics , botany , mathematics , economy , finance , politics , political science , law , economics , biology
The emergence of large amount of data requires an efficient means of processing and storage facilities. Cloud computing provides an effective solution; MapReduce programming paradigm has the ability to handle such data by implementing Hadoop, but came up with some conflicting challenges in terms of Service Level Agreement (SLA) between major stakeholders. This paper focuses on coming up with a MapReduce model through system identification in order to address the requirement of the service time to meet-up the SLA within the limit of defined threshold in the presence of uncertainties in the system. A second order nonlinear model was obtained, which shows a good representation of the real system and could be used to develop control laws on the real system.