#edge computing
36 papers match
Designing a GDPR-Compliant Security Architecture for Remote Elderly Care Systems: A Privacy-by-Design Approach
Md. Rahid Parvez, Mikael Soini
The paper proposes the Secure Edge Gateway (SEG), an IoMT security architecture for remote elderly care that combines GDPR‑compliant pseudonymisation, zero‑interaction usability, a…
Efficient and Privacy Aware Edge Cloud Collaborative Inference for Large Language Models
Yi Li, Cheng Li, Chen Li +2
The paper proposes a privacy‑focused edge‑cloud collaborative framework for large language model inference that authenticates and encrypts KV cache data, allowing lightweight edge…
Data Replication Meets Function Scheduling in the Edge-Cloud Continuum
Matteo Cenzato, Dario d'Abate, Arianna Dragoni +2
The paper studies the joint problem of placing replicated data and scheduling serverless functions in edge‑cloud environments under strong and eventual consistency, offering an opt…
Lightweight Multi-Scale Anomaly Detection for Resource-Constrained Edge Devices
Raheen Junaid Wani, Smruti R. Sarangi
The paper introduces a compact multi‑scale autoencoder that uses discrete wavelet transforms to detect anomalies in univariate time‑series data, achieving high accuracy with a mode…
Improving Autonomous Nano-drones Performance via Automated End-to-End Optimization and Deployment of DNNs
Vlad Niculescu, Lorenzo Lamberti, Francesco Conti +2
The paper presents an automated workflow to train, optimize, and deploy a vision-based CNN (PULP‑Dronet) on an ultra‑low‑power multicore SoC for autonomous navigation of sub‑10 cm…
A Comprehensive Evaluation of Deep Learning Object Detection Models on Heterogeneous Edge Devices
Daghash K. Alqahtani, Muhammad Aamir Cheema, Maria A. Rodriguez +1
The paper benchmarks several deep learning object detection models on various edge devices, measuring accuracy, latency, and energy use while also analyzing performance as scene co…