Adaptive context caching for IoT-based applications: A reinforcement learning approach

S Weerasinghe, A Zaslavsky, SW Loke, A Hassani… - Sensors, 2023 - mdpi.com
Making internet-of-things (IoT)-based applications context-aware demands large amounts of
raw data to be collected, interpreted, stored, and reused or repurposed if needed from many …

From Traditional Adaptive Data Caching to Adaptive Context Caching: A Survey

S Weerasinghe, A Zaslavsky, SW Loke… - arXiv preprint arXiv …, 2022 - arxiv.org
Context information is in demand more than ever with the rapid increase in the number of
context-aware Internet of Things applications developed worldwide. Research in context …

Adaptive Context Monitoring Framework for Enhancing Caching Efficiency in Context Management Platforms

A Manchanda, PP Jayaraman, A Banerjee… - IEEE …, 2024 - ieeexplore.ieee.org
As the Internet of Things (IoT) continues to expand, the volume of data generated by IoT
devices and the demand for IoT applications is increasing exponentially. These applications …

Proactive Context Caching Based on Situation Prediction for Real-Time Mobile IoT Applications

S Weerasinghe, A Zaslavsky, SW Loke… - 2024 25th IEEE …, 2024 - ieeexplore.ieee.org
Predicting situations in real-time applications is non-trivial. Fusing and incorporating the
plethora of heterogeneous context information from many sources in the ecosystem that a …

Reinforcement Learning Based Approaches to Adaptive Context Caching in Distributed Context Management Systems

S Weerasinghe, A Zaslavsky, SW Loke… - ACM Transactions on …, 2024 - dl.acm.org
Real-time applications increasingly rely on context information to provide relevant and
dependable features. Context queries require large-scale retrieval, inferencing, aggregation …

Towards World Wide Context Management: Architecting Distributed Contextual Intelligence Systems for Real-Time IoT Applications

S Weerasinghe, A Zaslavsky, SW Loke… - 2023 24th IEEE …, 2023 - ieeexplore.ieee.org
Context-awareness is becoming more relevant for smarter modern-day applications. With
billions of IoT devices able to monitor a plethora of parameters in near real-time, inferring …

A Latency Aware and Dynamic Caching Model for Heterogeneous Datalake Environments

D Saxena, AK Singh… - 2024 IEEE 48th Annual …, 2024 - ieeexplore.ieee.org
The heterogeneous and multi-structured data within datalakes environment stored at
distributed geographical locations raises the difficulty of user query processing. Caching is a …

Improving the Usefulness of Context Information for IoT Applications: A Middleware-based Approach

S Weerasinghe, KS Jagarlamudi… - … and other Affiliated …, 2024 - ieeexplore.ieee.org
Smarter pervasive and ubiquitous applications are on the rise. They leverage contextual
information to make actions more relevant and dependable to the users and the Internet of …