Araştırma Makalesi
BibTex RIS Kaynak Göster
Yıl 2024, Cilt: 4 Sayı: 2, 78 - 86, 30.12.2024
https://doi.org/10.54569/aair.1585057

Öz

Proje Numarası

1

Kaynakça

  • Smith, J., Nair, R., "Virtual Machines: Versatile Platforms for Systems and Processes," IBM Systems Journal, vol. 44, no. 2, pp. 365–382, 2005.
  • Barham, P., Dragovic, B., Fraser, K., Hand, S., Harris, T. L., Ho, A., ... and Warfield, A., "Xen and the art of virtualization," in Proceedings of the Nineteenth ACM Symposium on Operating Systems Principles, 2003, pp. 164–177, doi: 10.1145/1165389.945462.
  • Clark, C., Fraser, K., Hand, S., Hansen, J. G., Jul, E., Limpach, C., ... and Pratt, I., "Live migration of virtual machines," in Proceedings of the 2nd USENIX Symposium on Networked Systems Design and Implementation, vol. 2, 2005, pp. 273–286.
  • VMware, Inc., White Paper: Understanding VMware vSphere, Palo Alto, CA, 2023. [Online]. Available: https://www.vmware.com/resources/whitepapers/understanding-vsphere.html. [Accessed: Dec. 22, 2024].
  • VMware, Inc., VMware vSphere Documentation, 2023. [Online]. Available: https://docs.vmware.com/en/VMware-vSphere. [Accessed: Dec. 22, 2024].
  • Jin, H., and Patel, P., Troubleshooting Techniques for VMware vSphere. Pearson Education, 2011.
  • Mell, P., and Grance, T., "The NIST definition of cloud computing," NIST Special Publication, vol. 800, no. 145, p. 7, 2011.
  • Rosenblum, M., and Garfinkel, T., "Virtual machine monitors: Current technology and future trends," Computer, vol. 38, no. 5, pp. 39–47, 2005, doi: 10.1109/MC.2005.176.
  • Nurmi, D., Wolski, R., Grzegorczyk, C., and Obertelli, G., "The Eucalyptus open-source cloud-computing system," in Proceedings of the 9th IEEE/ACM International Symposium on Cluster Computing and the Grid, 2009, pp. 124–131.
  • Russell, S. J., and Norvig, P., Artificial Intelligence: A Modern Approach. Prentice Hall, 2009.
  • Jurafsky, D., and Martin, J. H., Speech and Language Processing. Pearson Education, 2019.
  • Maedche, A., Legner, C., Benlian, A., Berger, B., Gimpel, H., Hess, T., ... and Söllner, M., "AI-based digital assistants," Business & Information Systems Engineering, vol. 61, pp. 635–644, 2019.
  • Janarthanam, S., and Nielsen, A., Evolving Conversational Intelligence: How to Build an AI-Powered Chatbot. Manning Publications, 2019.
  • Fenu, G., and Repetto, M., "Chatbots in education: A survey," in Proceedings of the 2nd International Workshop on Intelligent Bots, 2018, pp. 23–34.
  • Chen, Y., Xu, J., Zhang, Z., and Liu, Z., "A survey on chatbot technology," ACM Computing Surveys (CSUR), vol. 54, no. 2, pp. 1–36, 2020.
  • Van Rossum, G., "Python programming language," in Encyclopedia of Computer Science and Technology, vol. 43, Marcel Dekker, 2007, pp. 163–170.
  • Schimansky, T., CustomTkinter. 2023. [Online]. Available: https://customtkinter.tomschimansky.com. [Accessed: Dec. 22, 2024].
  • Hipp, D. R., SQLite. SpringerBriefs in Computer Science, Springer International Publishing, 2021.
  • Brown, T., Mann, B., Ryder, N., Subbiah, M., Kaplan, J. D., Dhariwal, P., ... and Amodei, D., "Language models are few-shot learners," Advances in Neural Information Processing Systems, vol. 33, pp. 1877–1901, 2020.
  • Boe, B., PRAW: The Python Reddit API Wrapper. 2023. [Online]. Available: https://praw.readthedocs.io/. [Accessed: Dec. 22, 2024].
  • Stack Exchange Network, Stack Exchange API Documentation. 2023. [Online]. Available: https://api.stackexchange.com/docs. [Accessed: Dec. 22, 2024].
  • Python Software Foundation, Logging HOWTO. 2023. [Online]. Available: https://docs.python.org/3/howto/logging.html. [Accessed: Dec. 22, 2024].
  • Shinners, P., Pygame Essentials. Packt Publishing Ltd., 2011.
  • Chowdhury, M., and Sadek, A. W., "Using natural language processing for improving question answering in online forums," Decision Support Systems, vol. 54, no. 1, pp. 528–540, 2012.
  • Li, Z., et al., "Anomaly Detection and Diagnosis in Cloud Systems Using Machine Learning," IEEE Transactions on Cloud Computing, 2023.
  • Bhardwaj, A. K., Dutta, P. K., & Chintale, P., "AI-Powered Anomaly Detection for Kubernetes Security: A Systematic Approach to Identifying Threats," Babylonian Journal of Machine Learning, 2024, pp. 142–148, doi: 10.58496/BJML/2024/014
  • Jadav, N. K., Nair, A. R., Gupta, R., Tanwar, S., Lakys, Y., & Sharma, R., "AI‐Driven Network Softwarization Scheme for Efficient Message Exchange in IoT Environment Beyond 5G," International Journal of Communication Systems, 2022, e5336, doi: 10.1002/dac.5336.
  • Gulzar, M. A., Han, X., Interlandi, M., Mardani, S., Tetali, S. D., Millstein, T., & Kim, M., "Interactive Debugging for Big Data Analytics," In: Proceedings of the 8th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 16), 2016.

Enhancing Efficiency in Virtualized Environments: Intelligent Solutions for VMware Errors through Artificial Intelligence and API Integration

Yıl 2024, Cilt: 4 Sayı: 2, 78 - 86, 30.12.2024
https://doi.org/10.54569/aair.1585057

Öz

Today, virtualization technologies play a critical role in the information technology sector, enabling businesses to manage their infrastructures more efficiently and flexibly. However, the complex structure and extensive feature set of virtualization programs often lead users to encounter error codes and technical issues. This can result in significant time losses and decreases in productivity, especially for inexperienced users. To address these challenges quickly and effectively, the IT sector is increasingly focusing on integrated solutions developed with artificial intelligence and smart assistant technologies. This study introduces the "VMware Assistant" software, designed to address technical issues related to VMware products. VMware Assistant utilizes pre-trained AI models, APIs from various websites, and comprehensive error and warning datasets to automatically detect and provide real-time solutions for user issues. The system aims to alleviate the complexities associated with virtualization programs and offer practical support to users. VMware Assistant consolidates error and warning data from multiple sources, enabling users to swiftly access the information they need. As a result, it accelerates the resolution process for technical issues encountered in virtualized environments, allowing users to maintain workflow continuity. VMware Assistant was developed to facilitate the use of virtualization technologies, potentially enhancing productivity in the IT sector and contributing to technical support processes.

Proje Numarası

1

Kaynakça

  • Smith, J., Nair, R., "Virtual Machines: Versatile Platforms for Systems and Processes," IBM Systems Journal, vol. 44, no. 2, pp. 365–382, 2005.
  • Barham, P., Dragovic, B., Fraser, K., Hand, S., Harris, T. L., Ho, A., ... and Warfield, A., "Xen and the art of virtualization," in Proceedings of the Nineteenth ACM Symposium on Operating Systems Principles, 2003, pp. 164–177, doi: 10.1145/1165389.945462.
  • Clark, C., Fraser, K., Hand, S., Hansen, J. G., Jul, E., Limpach, C., ... and Pratt, I., "Live migration of virtual machines," in Proceedings of the 2nd USENIX Symposium on Networked Systems Design and Implementation, vol. 2, 2005, pp. 273–286.
  • VMware, Inc., White Paper: Understanding VMware vSphere, Palo Alto, CA, 2023. [Online]. Available: https://www.vmware.com/resources/whitepapers/understanding-vsphere.html. [Accessed: Dec. 22, 2024].
  • VMware, Inc., VMware vSphere Documentation, 2023. [Online]. Available: https://docs.vmware.com/en/VMware-vSphere. [Accessed: Dec. 22, 2024].
  • Jin, H., and Patel, P., Troubleshooting Techniques for VMware vSphere. Pearson Education, 2011.
  • Mell, P., and Grance, T., "The NIST definition of cloud computing," NIST Special Publication, vol. 800, no. 145, p. 7, 2011.
  • Rosenblum, M., and Garfinkel, T., "Virtual machine monitors: Current technology and future trends," Computer, vol. 38, no. 5, pp. 39–47, 2005, doi: 10.1109/MC.2005.176.
  • Nurmi, D., Wolski, R., Grzegorczyk, C., and Obertelli, G., "The Eucalyptus open-source cloud-computing system," in Proceedings of the 9th IEEE/ACM International Symposium on Cluster Computing and the Grid, 2009, pp. 124–131.
  • Russell, S. J., and Norvig, P., Artificial Intelligence: A Modern Approach. Prentice Hall, 2009.
  • Jurafsky, D., and Martin, J. H., Speech and Language Processing. Pearson Education, 2019.
  • Maedche, A., Legner, C., Benlian, A., Berger, B., Gimpel, H., Hess, T., ... and Söllner, M., "AI-based digital assistants," Business & Information Systems Engineering, vol. 61, pp. 635–644, 2019.
  • Janarthanam, S., and Nielsen, A., Evolving Conversational Intelligence: How to Build an AI-Powered Chatbot. Manning Publications, 2019.
  • Fenu, G., and Repetto, M., "Chatbots in education: A survey," in Proceedings of the 2nd International Workshop on Intelligent Bots, 2018, pp. 23–34.
  • Chen, Y., Xu, J., Zhang, Z., and Liu, Z., "A survey on chatbot technology," ACM Computing Surveys (CSUR), vol. 54, no. 2, pp. 1–36, 2020.
  • Van Rossum, G., "Python programming language," in Encyclopedia of Computer Science and Technology, vol. 43, Marcel Dekker, 2007, pp. 163–170.
  • Schimansky, T., CustomTkinter. 2023. [Online]. Available: https://customtkinter.tomschimansky.com. [Accessed: Dec. 22, 2024].
  • Hipp, D. R., SQLite. SpringerBriefs in Computer Science, Springer International Publishing, 2021.
  • Brown, T., Mann, B., Ryder, N., Subbiah, M., Kaplan, J. D., Dhariwal, P., ... and Amodei, D., "Language models are few-shot learners," Advances in Neural Information Processing Systems, vol. 33, pp. 1877–1901, 2020.
  • Boe, B., PRAW: The Python Reddit API Wrapper. 2023. [Online]. Available: https://praw.readthedocs.io/. [Accessed: Dec. 22, 2024].
  • Stack Exchange Network, Stack Exchange API Documentation. 2023. [Online]. Available: https://api.stackexchange.com/docs. [Accessed: Dec. 22, 2024].
  • Python Software Foundation, Logging HOWTO. 2023. [Online]. Available: https://docs.python.org/3/howto/logging.html. [Accessed: Dec. 22, 2024].
  • Shinners, P., Pygame Essentials. Packt Publishing Ltd., 2011.
  • Chowdhury, M., and Sadek, A. W., "Using natural language processing for improving question answering in online forums," Decision Support Systems, vol. 54, no. 1, pp. 528–540, 2012.
  • Li, Z., et al., "Anomaly Detection and Diagnosis in Cloud Systems Using Machine Learning," IEEE Transactions on Cloud Computing, 2023.
  • Bhardwaj, A. K., Dutta, P. K., & Chintale, P., "AI-Powered Anomaly Detection for Kubernetes Security: A Systematic Approach to Identifying Threats," Babylonian Journal of Machine Learning, 2024, pp. 142–148, doi: 10.58496/BJML/2024/014
  • Jadav, N. K., Nair, A. R., Gupta, R., Tanwar, S., Lakys, Y., & Sharma, R., "AI‐Driven Network Softwarization Scheme for Efficient Message Exchange in IoT Environment Beyond 5G," International Journal of Communication Systems, 2022, e5336, doi: 10.1002/dac.5336.
  • Gulzar, M. A., Han, X., Interlandi, M., Mardani, S., Tetali, S. D., Millstein, T., & Kim, M., "Interactive Debugging for Big Data Analytics," In: Proceedings of the 8th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 16), 2016.
Toplam 28 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Bilgi Temsili ve Akıl Yürütme, Planlama ve Karar Verme
Bölüm Araştırma Makalesi
Yazarlar

Gül Fatma Türker 0000-0001-5714-5102

Çetin Budak 0000-0002-1250-6098

Proje Numarası 1
Yayımlanma Tarihi 30 Aralık 2024
Gönderilme Tarihi 14 Kasım 2024
Kabul Tarihi 28 Aralık 2024
Yayımlandığı Sayı Yıl 2024 Cilt: 4 Sayı: 2

Kaynak Göster

IEEE G. F. Türker ve Ç. Budak, “Enhancing Efficiency in Virtualized Environments: Intelligent Solutions for VMware Errors through Artificial Intelligence and API Integration”, Adv. Artif. Intell. Res., c. 4, sy. 2, ss. 78–86, 2024, doi: 10.54569/aair.1585057.

Advances in Artificial Intelligence Research is an open access journal which means that the content is freely available without charge to the user or his/her institution. All papers are licensed under a Creative Commons Attribution-NonCommercial 4.0 International License, which allows users to distribute, remix, adapt, and build upon the material in any medium or format for non-commercial purposes only, and only so long as attribution is given to the creator.

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