Integration of Explainable AI in Microservices Systems Operating on Multi-Cloud Digital Infrastructure for Regulatory Compliance and Transparency
Keywords:
Explainable AI, microservices, multi-cloud, regulatory compliance, transparency, XAI, distributed systems, AI governance, containerizationAbstract
In the context of increasing regulatory pressures and rising expectations for ethical artificial intelligence, this paper explores the integration of Explainable AI (XAI) within microservices-based architectures deployed across multi-cloud environments. Emphasizing compliance and transparency, the work identifies the challenges of black-box AI in distributed systems and evaluates frameworks that combine explainability with scalability. Using architectural models and deployment flowcharts, we discuss how XAI can facilitate governance, ensure legal accountability, and align AI decision-making with ethical standards in financial, healthcare, and public sector domains..
References
Jamshidi, P., & Pahl, C. (2017). Pattern-based multi-cloud architecture migration. Software: Practice and Experience, 47(10), 1345-1370. https://doi.org/10.1002/spe.2442
Buyya, R., et al. (2018). A manifesto for future generation cloud computing. ACM Computing Surveys, 51(5), 1-38. https://doi.org/10.1145/3241737
Kumar, T. V. (2015). Cloud-native model deployment for financial applications. PhilPapers. https://philpapers.org/rec/VARCMD
Gummadi, V. P. K. (2019). Microservices architecture with APIs: Design, implementation, and MuleSoft integration. Journal of Electrical Systems, 15(4), 130–134. https://doi.org/10.52783/jes.9328
Caycioglu, M., & Schlegel, D. (2017). A criteria framework for evaluation of MLaaS. Journal of Management Cases, 25(1), 30-45.
Afolaranmi, S. O. (2016). Multi-cloud security mechanisms for smart environments. Tampere University Repository. https://trepo.tuni.fi
Yasmin, F. (2018). The impact of AI-enhanced system monitoring. International Journal of Scientific Research.
Prosper, J. (2018). AI-Powered Enterprise Architectures. ResearchGate. https://www.researchgate.net
Somoskői, B., et al. (2018). Airline security in microservices. Springer Digitalization Cases, 45-62. https://doi.org/10.1007/978-3-319-95273-4_3
Al-Dhuraibi, Y., et al. (2017). Elasticity in cloud computing: State of the art. IEEE Transactions on Services Computing, 11(4), 725–740.
Slawik, M. (2018). Managing cloud ecosystems. ProQuest Dissertation. https://search.proquest.com
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Copyright (c) 2020 García Lorca Vallejo (Author)

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.




