ArticleSensors (Basel, Switzerland)2022
A TinyML Soft-Sensor Approach for Low-Cost Detection and Monitoring of Vehicular Emissions.
Article 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 7 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
7 citing papers in PubMed.
- Driving Pattern Analysis, Gear Shift Classification, and Fuel Efficiency in Light-Duty Vehicles: A Machine Learning Approach Using GPS and OBD II PID Signals.Sensors (Basel, Switzerland) · 2025Article
- Tiny Machine Learning and On-Device Inference: A Survey of Applications, Challenges, and Future Directions.Sensors (Basel, Switzerland) · 2025Review
- Innovative Driver Monitoring Systems and On-Board-Vehicle Devices in a Smart-Road Scenario Based on the Internet of Vehicle Paradigm: A Literature and Commercial Solutions Overview.Sensors (Basel, Switzerland) · 2025Review
- A Multivariable Probability Density-Based Auto-Reconstruction Bi-LSTM Soft Sensor for Predicting Effluent BOD in Wastewater Treatment Plants.Sensors (Basel, Switzerland) · 2024Article
- Design and Enhancement of a Fog-Enabled Air Quality Monitoring and Prediction System: An Optimized Lightweight Deep Learning Model for a Smart Fog Environmental Gateway.Sensors (Basel, Switzerland) · 2024Article
- Smart and Portable Air-Quality Monitoring IoT Low-Cost Devices in Ibarra City, Ecuador.Sensors (Basel, Switzerland) · 2022Article
- Robust Optimization and Power Management of a Triple Junction Photovoltaic Electric Vehicle with Battery Storage.Sensors (Basel, Switzerland) · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Vehicles are the major source of air pollution in modern cities, emitting excessive levels of CO
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.