ReviewSensors (Basel, Switzerland)2022
Toward Integrated Large-Scale Environmental Monitoring Using WSN/UAV/Crowdsensing: A Review of Applications, Signal Processing, and Future Perspectives.
Review in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 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.
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Who cites it
25 citing papers in PubMed.
- Quantitative Validation of a GNSS Campaign Planning Model for Kinematic Surveys: A Comparison of GPS and GPS/GLONASS Configurations.Sensors (Basel, Switzerland) · 2026Article
- From Sensor-Empowered Ubiquitous Computing to Embodied Intelligence: Architectures, Paradigm Evolution, and Emerging Challenges.Sensors (Basel, Switzerland) · 2026Review
- HydroAir: An Air-Propelled Surface Vehicle for Autonomous Navigation and 3D Reconstruction in Shallow and Obstacle-Rich Aquatic Environments.Sensors (Basel, Switzerland) · 2026Article
- Deep-learning-based sub-meter urban construction-site mapping reveals China's dual-track urban renewal.National science review · 2026Article
- Materials Advances for Distributed Environmental Sensor Networks at Scale.Nature reviews. Materials · 2026Article
- Cross-Modal and Contrastive Optimization for Explainable Multimodal Recognition of Predatory and Parasitic Insects.Insects · 2025Article
- Tumbleweed-inspired robots with hybrid mobility for terrestrial exploration.Nature communications · 2025Article
- Predicting surface temperature in Lake Villarrica (Chilean Patagonia) using a long short-term memory model.Scientific reports · 2025Article
- Multi-Sensor Monitoring, Intelligent Control, and Data Processing for Smart Greenhouse Environment Management.Sensors (Basel, Switzerland) · 2025Review
- Toward Field Deployment: Tackling the Energy Challenge in Environmental Sensors.Sensors (Basel, Switzerland) · 2025Review
- From Volume to Mass: Transforming Volatile Organic Compound Detection with Photoionization Detectors and Machine Learning.Sensors (Basel, Switzerland) · 2025Article
- I-YOLOv11n: A Lightweight and Efficient Small Target Detection Framework for UAV Aerial Images.Sensors (Basel, Switzerland) · 2025Article
- Feature-Based Normality Models for Anomaly Detection.Sensors (Basel, Switzerland) · 2025Article
- Sensor Node Deployment Optimization for Continuous Coverage in WSNs.Sensors (Basel, Switzerland) · 2025Article
- Adaptive Cooperative Search Algorithm for Air Pollution Detection Using Drones.Sensors (Basel, Switzerland) · 2025Article
- Reinforcement Q-Learning-Based Adaptive Encryption Model for Cyberthreat Mitigation in Wireless Sensor Networks.Sensors (Basel, Switzerland) · 2025Article
- Integration of silver nanostructures in wireless sensor networks for enhanced biochemical sensing.Discover nano · 2025Article
- Study on medical professionals' acceptance of and factors influencing drone delivery for medical supplies.Frontiers in public health · 2025Article
- Integrating Wireless Remote Sensing and Sensors for Monitoring Pesticide Pollution in Surface and Groundwater.Sensors (Basel, Switzerland) · 2024Review
- Enhancing two-stage object detection models via data-driven anchor box optimization in UAV-based maritime SAR.Scientific reports · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Fighting Earth's degradation and safeguarding the environment are subjects of topical interest and sources of hot debate in today's society. According to the United Nations, there is a compelling need to take immediate actions worldwide and to implement large-scale monitoring policies aimed at counteracting the unprecedented levels of air, land, and water pollution. This requires going beyond the legacy technologies currently employed by government authorities and adopting more advanced systems that guarantee a continuous and pervasive monitoring of the environment in all its different aspects. In this paper, we take the research on integrated and large-scale environmental monitoring a step further by providing a comprehensive review that covers transversally all the main applications of wireless sensor networks (WSNs), unmanned aerial vehicles (UAVs), and crowdsensing monitoring technologies. By outlining the available solutions and current limitations, we identify in the cooperation among terrestrial (WSN/crowdsensing) and aerial (UAVs) sensing, coupled with the adoption of advanced signal processing techniques, the major pillars at the basis of future integrated (air, land, and water) and large-scale environmental monitoring systems. This review not only consolidates the progresses achieved in the field of environmental monitoring, but also sheds new lights on potential future research directions and synergies among different research areas.
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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.