Big data analytics for manufacturing internet of things: opportunities, challenges and enabling technologies

HN Dai, H Wang, G Xu, J Wan… - Enterprise Information …, 2020 - Taylor & Francis
Data analytics in massive manufacturing data can extract huge business values while can
also result in research challenges due to the heterogeneous data types, enormous volume …

Big data analytics for large-scale wireless networks: Challenges and opportunities

HN Dai, RCW Wong, H Wang, Z Zheng… - ACM Computing …, 2019 - dl.acm.org
The wide proliferation of various wireless communication systems and wireless devices has
led to the arrival of big data era in large-scale wireless networks. Big data of large-scale …

Pocket: Elastic ephemeral storage for serverless analytics

A Klimovic, Y Wang, P Stuedi, A Trivedi… - … USENIX Symposium on …, 2018 - usenix.org
Serverless computing is becoming increasingly popular, enabling users to quickly launch
thousands of shortlived tasks in the cloud with high elasticity and fine-grain billing. These …

Toward scalable systems for big data analytics: A technology tutorial

H Hu, Y Wen, TS Chua, X Li - IEEE access, 2014 - ieeexplore.ieee.org
Recent technological advancements have led to a deluge of data from distinctive domains
(eg, health care and scientific sensors, user-generated data, Internet and financial …

Nomad:{Non-Exclusive} Memory Tiering via Transactional Page Migration

L Xiang, Z Lin, W Deng, H Lu, J Rao, Y Yuan… - … USENIX Symposium on …, 2024 - usenix.org
With the advent of byte-addressable memory devices, such as CXL memory, persistent
memory, and storage-class memory, tiered memory systems have become a reality. Page …

Flashtier: a lightweight, consistent and durable storage cache

M Saxena, MM Swift, Y Zhang - Proceedings of the 7th ACM european …, 2012 - dl.acm.org
The availability of high-speed solid-state storage has introduced a new tier into the storage
hierarchy. Low-latency and high-IOPS solid-state drives (SSDs) cache data in front of high …

Improving flash-based disk cache with lazy adaptive replacement

S Huang, Q Wei, D Feng, J Chen, C Chen - ACM Transactions on …, 2016 - dl.acm.org
For years, the increasing popularity of flash memory has been changing storage systems.
Flash-based solid-state drives (SSDs) are widely used as a new cache tier on top of hard …

Modeling data, information and knowledge for security protection of hybrid IoT and edge resources

Y Duan, X Sun, H Che, C Cao, Z Li, X Yang - Ieee Access, 2019 - ieeexplore.ieee.org
Currently, with the growth of the Internet of Things devices and the emergence of massive
edge resources, security protection content has not only empowered IoT devices with the …

Sibyl: Adaptive and extensible data placement in hybrid storage systems using online reinforcement learning

G Singh, R Nadig, J Park, R Bera, N Hajinazar… - Proceedings of the 49th …, 2022 - dl.acm.org
Hybrid storage systems (HSS) use multiple different storage devices to provide high and
scalable storage capacity at high performance. Data placement across different devices is …

The storage hierarchy is not a hierarchy: Optimizing caching on modern storage devices with orthus

K Wu, Z Guo, G Hu, K Tu, R Alagappan, R Sen… - … USENIX Conference on …, 2021 - usenix.org
We introduce non-hierarchical caching (NHC), a novel approach to caching in modern
storage hierarchies. NHC improves performance as compared to classic caching by …