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Predictive models in digital manufacturing: research, applications, and future outlook.
Publication Type: Academic Journal
Source(s): International Journal of Production Research. Sep2023, Vol. 61 Issue 17, p6052-6062. 11p. 1 Color Photograph, 1 Diagram, 1 Chart.
Abstract: Data has become a high-value commodity in manufacturing. There is a growing realisation that the data-driven applications could become strong differentiators of manufacturing enterprises. To guide the developments in digitisation, a widely accepted fra...
The Hybrid Modeling of Spatial Autoregressive Exogenous Using Casetti's Model Approach for the Prediction of Rainfall.
Publication Type: Academic Journal
Source(s): Mathematics (2227-7390). Sep2023, Vol. 11 Issue 17, p3783. 21p.
Abstract: Spatial Autoregressive (SAR) models are used to model the relationship between variables within a specific region or location, considering the influence of neighboring variables, and have received considerable attention in recent years. However, when t...
Energy Balance in a Standalone PV Battery Hybrid Generation System on Solar-Powered Aircraft Using the Model Predictive Control Method.
Publication Type: Academic Journal
Source(s): Energies (19961073). Sep2023, Vol. 16 Issue 17, p6185. 15p.
Abstract: This paper proposes a battery state of charge (SOC)-based energy management strategy using hierarchical distributed model predictive control (HDMPC) for a standalone microgrid on solar-powered long-endurance aircraft. The microgrid was innovatively des...
A transfer learning CNN-LSTM network-based production progress prediction approach in IIoT-enabled manufacturing.
Publication Type: Academic Journal
Source(s): International Journal of Production Research. Jun2023, Vol. 61 Issue 12, p4045-4068. 24p. 2 Color Photographs, 7 Diagrams, 7 Charts, 3 Graphs.
Abstract: In make-to-order manufacturing workshops, accurate prediction value of production progress (PP) is a significant reference index for dynamic optimisation of production process and on-time delivery of production orders. The implementation of big data an...
A Low Switching Frequency Model Predictive Control Method for an Induction Motor Fed by a 3-Level Inverter.
Publication Type: Academic Journal
Source(s): Electronics (2079-9292). Sep2023, Vol. 12 Issue 17, p3609. 17p.
Abstract: Traditional model predictive control (MPC) for the induction motor fed by a three-level inverter needs to explore 27 voltage vectors to obtain the optimal one, which leads to high switching frequency and requires too much computation. To solve this iss...
Model Predictive Evolutionary Temperature Control via Neural-Network-Based Digital Twins.
Publication Type: Academic Journal
Source(s): Algorithms. Aug2023, Vol. 16 Issue 8, p387. 26p.
Abstract: In this study, we propose a population-based, data-driven intelligent controller that leverages neural-network-based digital twins for hypothesis testing. Initially, a diverse set of control laws is generated using genetic programming with the digital ...
Model Predictive Controller Approach for Automated Vehicle's Path Tracking.
Publication Type: Academic Journal
Source(s): Sensors (14248220). Aug2023, Vol. 23 Issue 15, p6862. 29p.
Abstract: In this paper, a model predictive control (MPC) approach for controlling automated vehicle steering during path tracking is presented. A (linear parameter-varying) LPV vehicle plant model including steering dynamics is proposed to determine the system ...
Development and Validation of a Prediction Model of the Risk of Pneumonia in Patients with SARS-CoV-2 Infection.
Publication Type: Academic Journal
Source(s): Canadian Journal of Infectious Diseases & Medical Microbiology. 7/18/2023, p1-12. 12p.
Abstract: Objective. To establish a prediction model of pneumonia risk in SARS-CoV-2-infected patients to reduce unnecessary chest CT scans. Materials and Methods. The model was constructed based on a retrospective cohort study. We selected SARS-CoV-2 test-posit...
Approaches for Dealing with Seasonality in Clinical Prediction Models for Infections.
Publication Type: Academic Journal
Source(s): Applied Sciences (2076-3417). Jul2023, Vol. 13 Issue 14, p8317. 31p.
Abstract: The quantitative effect of seasonality on the prevalence of infectious diseases has been widely studied in epidemiological models. However, its influence in clinical prediction models has not been analyzed in great depth. In this work, we study the dif...
Dynamic Prediction Model for Progressive Surface Subsidence Based on MMF Time Function.
Publication Type: Academic Journal
Source(s): Applied Sciences (2076-3417). Jul2023, Vol. 13 Issue 14, p8066. 20p.
Abstract: It is imperative to timely and accurately predict the progressive surface subsidence caused by coal mining in the context of precision coal mining. However, the existing dynamic prediction methods that use time functions still have limitations, especia...