Large-scale intelligent microservices

M Hamilton, N Gonsalves, C Lee… - … Conference on Big …, 2020 - ieeexplore.ieee.org
large scale clients for intelligent services such as speech, vision, search, anomaly detection,
and text analysis. This allows users to integrate ready-to-use intelligence … create intelligent

Deepscaling: microservices autoscaling for stable cpu utilization in large scale cloud systems

Z Wang, S Zhu, J Li, W Jiang… - Proceedings of the 13th …, 2022 - dl.acm.org
… Further, setting thresholds for each microservice could be labor-intensive as there are more
than thousands of microservices for large-scale industrial systems. As different microservices

[PDF][PDF] Microservices Architecture for Large-Scale AI Applications

E Oye, E Frank, J Owen - 2024 - researchgate.net
… The rapid advancement of artificial intelligence (AI) … of microservices architecture and
large-scale AI applications. By examining the principles, benefits, and challenges of microservices, …

DeepScaling: Autoscaling Microservices With Stable CPU Utilization for Large Scale Production Cloud Systems

Z Wang, S Zhu, J Li, W Jiang… - IEEE/ACM …, 2024 - ieeexplore.ieee.org
… The system comprises more than 3,000 microservices running … of each microservice within
the system of microservices. To … Jha, ZT Kalbarczyk, and RK Iyer, “FIRM: An intelligent fine-…

Microservice-based cloud robotics system for intelligent space

C Xia, Y Zhang, L Wang, S Coleman, Y Liu - Robotics and Autonomous …, 2018 - Elsevier
… for a microservice-based cloud robotics system in intelligent … architecture based on a
microservice to provide a highly … design methods, based on microservice, easy for implementation. …

The power of prediction: microservice auto scaling via workload learning

S Luo, H Xu, K Ye, G Xu, L Zhang, G Yang… - Proceedings of the 13th …, 2022 - dl.acm.org
… In this section, we present microservice workload characteristics and microservice resource
usage … We conducted large-scale experiments in Alibaba clusters using more than 1000 …

CoScal: Multifaceted scaling of microservices with reinforcement learning

M Xu, C Song, S Ilager, SS Gill, J Zhao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… machine learning models and large-scale history data to locate the microservices that lead
to … Jha, ZT Kalbarczyk, and RK Iyer, “FIRM: An intelligent fine-grained resource management …

Self-adaptive root cause diagnosis for large-scale microservice architecture

M Ma, W Lin, D Pan, P Wang - IEEE Transactions on Services …, 2020 - ieeexplore.ieee.org
… Abstract—The emergence of microservice architecture in Cloud systems poses a new … to
identify the root cause of anomaly in large-scale microservice architecture. To solve this issue, …

HANSEL: Adaptive horizontal scaling of microservices using Bi-LSTM

M Yan, XM Liang, ZH Lu, J Wu, W Zhang - Applied Soft Computing, 2021 - Elsevier
With the rapid development of 5G network, business scenarios such as intelligent service
and new retail are becoming more and more popular. The demand for more flexible and …

Mitigating interference of microservices with a scoring mechanism in large-scale clusters

D Yang, K Zheng, S Qian, Q Hua, K Zhang… - The Journal of …, 2025 - Springer
… and readability of this work, we introduce some background of microservice co-location. …
We evaluate the effectiveness of PISM based on real traces from a large-scale production cluster…