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dc.contributor.authorWERE, MARTHA DAANA
dc.date.accessioned2026-07-16T11:31:53Z
dc.date.available2026-07-16T11:31:53Z
dc.date.issued2024-11
dc.identifier.urihttps://ir-library.mmust.ac.ke/xmlui/handle/123456789/3726
dc.description.abstractAs cloud computing has expanded, ensuring the security of virtualized environments has become increasingly crucial, yet these environments remain susceptible to sophisticated threats such as hypervisor vulnerabilities, Virtual Machine (VM) escapes, inter-VM attacks, Denial of Service attacks, and malware injections. While virtualization technologies offer scalable and highly available services, they also introduce new security risks. These issues are particularly concerning as many enterprises have shifted to online services and remote work. Therefore, the purpose of this study was to develop a robust framework that enhances the security of virtual environments. The study was guided by the following objectives: to investigate the existing security issues and security frameworks in a virtualized environment; to assess the existing solution for security issues in virtualized environments; to develop a security-based framework for virtualized environments and to test and validate the developed framework. Design science integrating mixed-methods, research approaches incorporating systematic literature reviews, surveys, interviews, and simulation studies were used in the study. The study population comprised IT professionals (20) across various industries, including finance, healthcare, technology, and government. A stratified random sampling procedure was used to ensure diverse representation, resulting in a sample size of 385 survey respondents and 20 interview participants. Data collection tools included structured questionnaires for surveys, semi-structured interview guides, and simulation environments configured using C++ to generate and analyze performance metrics. The validity of these tools was established through pilot testing and expert reviews (virtualization technology users). The security-based framework for virtualized environments (SBFVE) developed has the following components: micro-hypervisor layer, VM isolation mechanism, AI-Driven threat, detection system, inter-VM communication security, continuous monitoring and auditing tools and patch management system. Key findings revealed that the proposed framework achieved a detection rate of 92.8%, outperforming existing solutions. The response time was reduced to 25 seconds, compared to 30, 28, and 35 seconds for the existing solutions. System performance impact was minimized to 6.6%, significantly lower than the (10%, 8%, and 12%) observed in current solutions. False positive rates were also reduced to 2.2%, with existing solutions ranging from 3.5% to 5%. Resource utilization metrics, including CPU, memory, and network utilizations, were optimized at 73%, 63.4%, and 61.6% respectively. Interviews highlighted challenges such as high implementation costs, complexity of tools, and lack of skilled personnel, with 75% of participants emphasizing the need for continuous updates and effective integration strategies. This study therefore, demonstrated the potential of an advanced security framework to significantly improve cloud security metrics, thereby providing a more resilient infrastructure against emerging threats. The study recommends ongoing training for IT personnel, regular updates and patch management, enhanced network segmentation, and increased focus on developing user-friendly security tools and future research to focus on the integration of machine learning algorithms to further enhance detection rates and reduce false positives, as well as longitudinal studies to assess the long-term efficacy of the proposed framework in dynamic cloud environmentsen_US
dc.language.isoenen_US
dc.publisherMMUSTen_US
dc.subjectSECURITY-BASED FRAMEWORK FOR VIRTUALIZED ENVIRONMENTSen_US
dc.titleSECURITY-BASED FRAMEWORK FOR VIRTUALIZED ENVIRONMENTSen_US
dc.typeRecording, oralen_US


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