Adaptive resource efficient microservice deployment in cloud-edge continuum

K Fu, W Zhang, Q Chen, D Zeng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
User-facing services are now evolving towards the microservice architecture where a
service is built by connecting multiple microservice stages. Since the entire service is heavy …

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
The emerging trend towards moving from monolithic applications to microservices has
raised new performance challenges in cloud computing environments. Compared with …

Qos-aware and resource efficient microservice deployment in cloud-edge continuum

K Fu, W Zhang, Q Chen, D Zeng, X Peng… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
User-facing services are now evolving towards the microservice architecture where a
service is built by connecting multiple microservice stages. While an entire service is heavy …

Architecting efficient multi-modal aiot systems

X Hou, J Liu, X Tang, C Li, J Chen, L Liang… - Proceedings of the 50th …, 2023 - dl.acm.org
Multi-modal computing (M 2 C) has recently exhibited impressive accuracy improvements in
numerous autonomous artificial intelligence of things (AIoT) systems. However, this …

Parslo: A gradient descent-based approach for near-optimal partial SLO allotment in microservices

A Mirhosseini, S Elnikety, TF Wenisch - … of the ACM Symposium on Cloud …, 2021 - dl.acm.org
Modern cloud services are implemented as graphs of loosely-coupled microservices to
improve programmability, reliability, and scalability. Service Level Objectives (SLOs) define …

Reliability enhancement strategies for workflow scheduling under energy consumption constraints in clouds

L Zhang, M Ai, K Liu, J Chen, K Li - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As the demand for Big Data analysis and artificial intelligence technology continues to
surge, a significant amount of research has been conducted on cloud computing services …

Practice of Alibaba cloud on elastic resource provisioning for large‐scale microservices cluster

M Xu, L Yang, Y Wang, C Gao, L Wen… - Software: Practice …, 2024 - Wiley Online Library
Cloud‐native architecture is becoming increasingly crucial for today's cloud computing
environments due to the need for speed and flexibility in developing applications. It utilizes …

Characterizing and understanding end-to-end multi-modal neural networks on GPUs

X Hou, C Xu, J Liu, X Tang, L Sun, C Li… - IEEE Computer …, 2022 - ieeexplore.ieee.org
Multi-modal neural networks have become increasingly pervasive in many machine learning
application domains due to their superior accuracy by fusing various modalities. However …

Performance optimization for cloud computing systems in the microservice era: state-of-the-art and research opportunities

R Zeng, X Hou, L Zhang, C Li, W Zheng… - Frontiers of Computer …, 2022 - Springer
With the demand of agile development and management, cloud applications today are
moving towards a more fine-grained microservice paradigm, where smaller and simpler …

Improving reliability and sustainability of hazard-aware cyber-physical systems

P Cong, J Zhou, W Jiang, M Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The network system deployed in hazardous environments is a key component of hazard-
aware cyber-physical systems (CPSs) and its performance highly depends on surrounding …