ArticleSensors (Basel, Switzerland)2025
From Sensors to Data Intelligence: Leveraging IoT, Cloud, and Edge Computing with AI.
Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
28 citing papers in PubMed.
- The Digital Transformation of Rehabilitation Medicine: A Narrative Review of Artificial Intelligence Innovations, Clinical Integration, and Future Paradigms.Journal of evaluation in clinical practice · 2026Review
- Accelerator-Free Thermal Pose Estimation: Accuracy-Efficiency Trade-Offs on the Raspberry Pi 5.Sensors (Basel, Switzerland) · 2026Article
- From Sensor-Empowered Ubiquitous Computing to Embodied Intelligence: Architectures, Paradigm Evolution, and Emerging Challenges.Sensors (Basel, Switzerland) · 2026Review
- A Two-Stage VM Migration Framework for Power-Constrained Data Center Load Scheduling.Sensors (Basel, Switzerland) · 2026Article
- Blockchain, Artificial Intelligence, and Cyber Defense on Sensor Networks.Sensors (Basel, Switzerland) · 2026Article
- DeepSense: An Adaptive Scalable Ensemble Framework for Industrial IoT Anomaly Detection.Sensors (Basel, Switzerland) · 2026Article
- A federated learning framework for deep imputation of missing data in heterogeneous ICU time series.Scientific reports · 2026Article
- Edge station deployment by fewest covered user first for cost improvement.Scientific reports · 2026Article
- Smart logistics of perishable goods: emerging nanomaterial-based sensing technologies for real-time monitoring and analytical control.Journal of nanobiotechnology · 2026Review
- Bimodal iontronic skins powered by edge intelligence for real-time collaborative interaction.National science review · 2026Article
- Efficient Thermal Pose Estimation: Balancing Accuracy and Edge Deployment for Smart Home Activity Recognition.Sensors (Basel, Switzerland) · 2026Article
- AI-driven routing and layered architectures for intelligent ICT in nanosensor networked systems.iScience · 2026Review
- On Demand Secure Scalable Video Streaming for Both Human and Machine Applications.Sensors (Basel, Switzerland) · 2026Article
- Enhancing Product Quality in High-Variant Manufacturing: Combining Physics-Based Simulations and Data Science for Target Variable Estimation in an IoT- and Machine Learning-Driven Context.Sensors (Basel, Switzerland) · 2026Article
- A Survey on the Computing Continuum and Meta-Operating Systems: Perspectives, Architectures, Outcomes, and Open Challenges.Sensors (Basel, Switzerland) · 2026Review
- AI-embedded IoT healthcare optimization with trust-aware mobile edge computing.Scientific reports · 2025Article
- AI-Enabled Dynamic Edge-Cloud Resource Allocation for Smart Cities and Smart Buildings.Sensors (Basel, Switzerland) · 2025Article
- Annotated drowsiness detection dataset captured using Raspberry Pi 5.Data in brief · 2025Article
- The B-Health Box: A Standards-Based Fog IoT Gateway for Interoperable Health and Wellbeing Data Collection.Sensors (Basel, Switzerland) · 2025Article
- A comprehensive survey on securing the social internet of things: protocols, threat mitigation, technological integrations, tools, and performance metrics.Scientific reports · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The exponential growth of connected devices and sensor networks has revolutionized data collection and monitoring across industries, from healthcare to smart cities. However, the true value of these systems lies not merely in gathering data but in transforming it into actionable intelligence. The integration of IoT, cloud computing, edge computing, and AI offers a robust pathway to achieve this transformation, enabling real-time decision-making and predictive insights. This paper explores innovative approaches to combine these technologies, emphasizing their role in enabling real-time decision-making, predictive analytics, and low-latency data processing. This work analyzes several integration approaches among IoT, cloud/edge computing, and AI through examples and applications, highlighting challenges and approaches to seamlessly integrate these techniques to achieve pervasive environmental intelligence. The findings contribute to advancing pervasive environmental intelligence, offering a roadmap for building smarter, more sustainable infrastructure.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.