ArticleSensors (Basel, Switzerland)2022
Design, Modeling and Implementation of Digital Twins.
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 20 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
20 citing papers in PubMed.
- Artificial intelligence-driven digital twins in Pharma 4.0: transforming smart manufacturing, predictive quality assurance, and personalized drug delivery.Daru : journal of Faculty of Pharmacy, Tehran University of Medical Sciences · 2026Review
- AI-Driven Digital Twins for Manufacturing: A Review Across Hierarchical Manufacturing System Levels.Sensors (Basel, Switzerland) · 2025Review
- Development of an Advanced Multi-Layer Digital Twin Conceptual Framework for Underground Mining.Sensors (Basel, Switzerland) · 2025Review
- A digital twin based forecasting framework for power flow management in DC microgrids.Scientific reports · 2025Article
- Cloud/VPN-Based Remote Control of a Modular Production System Assisted by a Mobile Cyber-Physical Robotic System-Digital Twin Approach.Sensors (Basel, Switzerland) · 2025Article
- Digital Twins for Clinical and Operational Decision-Making: Scoping Review.Journal of medical Internet research · 2025Article
- ASAS-NANP Symposium: mathematical modeling in animal nutrition: harnessing real-time data and digital twins for precision livestock farming.Journal of animal science · 2025Review
- Influence of next-generation artificial intelligence on headache research, diagnosis and treatment: the junior editorial board members' vision - part 2.The journal of headache and pain · 2025Review
- Approach Towards the Development of Digital Twin for Structural Health Monitoring of Civil Infrastructure: A Comprehensive Review.Sensors (Basel, Switzerland) · 2024Review
- IoT-Cloud, VPN, and Digital Twin-Based Remote Monitoring and Control of a Multifunctional Robotic Cell in the Context of AI, Industry, and Education 4.0 and 5.0.Sensors (Basel, Switzerland) · 2024Article
- Microwave Digital Twin Prototype for Shoulder Injury Detection.Sensors (Basel, Switzerland) · 2024Article
- Digital Twin Approach for Operation and Maintenance of Transportation System-Systematic Review.Sensors (Basel, Switzerland) · 2024Review
- Digital Twin of a Gear Root Crack Prognosis.Sensors (Basel, Switzerland) · 2023Article
- Intelligent Digital Twins for Personalized Migraine Care.Journal of personalized medicine · 2023Review
- Prognostic Health Management Using IR Thermography: The Case of a Digital Twin of a NiTi Endodontic File.Sensors (Basel, Switzerland) · 2023Article
- Digital Twin Model of Electric Drives Empowered by EKF.Sensors (Basel, Switzerland) · 2023Article
- Establishing Reliable Research Data Management by Integrating Measurement Devices Utilizing Intelligent Digital Twins.Sensors (Basel, Switzerland) · 2023Article
- Towards a Machine Learning-Based Digital Twin for Non-Invasive Human Bio-Signal Fusion.Sensors (Basel, Switzerland) · 2022Article
- Digital Twin for a Multifunctional Technology of Flexible Assembly on a Mechatronics Line with Integrated Robotic Systems and Mobile Visual Sensor-Challenges towards Industry 5.0.Sensors (Basel, Switzerland) · 2022Article
- Thermal Error Prediction and Compensation of Digital Twin Laser Cutting Based on T-XGBoost.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
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A Digital Twin (DT) is a set of computer-generated models that map a physical object into a virtual space. Both physical and virtual elements exchange information to monitor, simulate, predict, diagnose and control the state and behavior of the physical object within the virtual space. DTs supply a system with information and operating status, providing capabilities to create new business models. In this paper, we focus on the construction of DTs. More specifically, we focus on determining (methodologically) how to design, create and connect physical objects with their virtual counterpart. We explore the problem into several phases: from functional requirement selection and architecture planning to integration and verification of the final (digital) models. We address as well how physical components exchange real-time information with DTs, as well as experimental platforms to build DTs (including protocols and standards). We conclude with a discussion and open challenges.
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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.