Real-time FPGA-digital twin monitoring and diagnostics for PET applications

Xiong, Jiawang; Ye, Hua; Pei, Wei; Kong, Li; Han, Yanchun

doi:10.1109/acpee51499.2021.9437042

Cited by 9 publications

(4 citation statements)

References 13 publications

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“…In [139], a desktop electric machine emulator implementation method was proposed based on phase voltage reconstruction. In [140], the real-time FPGA-DT was applied to the health monitoring of the power electronic transformer. Furthermore, the advanced 5G technology empowered the FL and DT with superior effectiveness and efficiency to unravel heterogeneity, such as the work shown in [29].…”

Section: Discussionmentioning

confidence: 99%

Heterogeneous Flight Management System (FMS) Design for Unmanned Aerial Vehicles (UAVs): Current Stages, Challenges, and Opportunities

Wang

et al. 2023

Drones

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In the Machine Learning (ML) era, faced with challenges, including exponential multi-sensor data, an increasing number of actuators, and data-intensive algorithms, the development of Unmanned Aerial Vehicles (UAVs) is standing on a new footing. In particular, the Flight Management System (FMS) plays an essential role in UAV design. However, the trade-offs between performance and SWaP-C (Size, Weight, Power, and Cost) and reliability–efficiency are challenging to determine for such a complex system. To address these issues, the identification of a successful approach to managing heterogeneity emerges as the critical question to be answered. This paper investigates Heterogeneous Computing (HC) integration in FMS in the UAV domain from academia to industry. The overview of cross-layer FMS design is firstly described from top–down in the abstraction layer to left–right in the figurative layer. In addition, the HC advantages from Light-ML, accelerated Federated Learning (FL), and hardware accelerators are highlighted. Accordingly, three distinct research focuses detailed with visual-guided landing, intelligent Fault Diagnosis and Detection (FDD), and controller-embeddable Power Electronics (PE) to distinctly illustrate advancements of the next-generation FMS design from sensing, and computing, to driving. Finally, recommendations for future research and opportunities are discussed. In summary, this article draws a road map that considers the heterogeneous advantages to conducting the Flight-Management-as-a-Service (FMaaS) platform for UAVs.

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Section: Discussionmentioning

confidence: 99%

Heterogeneous Flight Management System (FMS) Design for Unmanned Aerial Vehicles (UAVs): Current Stages, Challenges, and Opportunities

Wang

et al. 2023

Drones

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“…Reference [21] also develops a datadriven model of a power transformer, which uses multisource and heterogenous data to evaluate the transformer status. In order to obtain a real-time simulation of a power transformer, [22] uses an FPGA enabling to monitor and diagnose the transformer, with a maximum delay of 1.1 ms.…”

Section: Physics-based Modellingmentioning

confidence: 99%

Extending the Multiphysics Modelling of Electric Machines in a Digital Twin Concept

Mendes

Ferreira

2021

2021 11th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applicat

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The digital twin is a trending technology that has been applied to different fields. In this work, the use of the digital twin of electric machines in a life cycle perspective is investigated. It presents a literature review of the main concepts and applications of the digital twin in the field. In addition, it discusses the methodological approach to obtain the digital twin of a static electric machine by using its multiphysics model in a reduced order model, to improve the maintenance scheme and estimate the lifetime of its insulation system based on the machine's temperature profile.

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“…Recent developments include a real-time diagnostic technique for power converters employing embedded probabilistic DTs, which leverage FPGA computational advantages but primarily concentrate on electrical parameters [11]. Similarly, a study on power electronic transformers (PETs) introduced a real-time monitoring system using FPGA-based DTs [12]. This DT effectively analyzes PET dynamics with a focus mainly on electrical parameters.…”

Section: Introductionmentioning

confidence: 99%

Query-and-Response Digital Twin Framework using a Multi-domain, Multi-function Image Folio

Sado,

Peskar,

Downey

et al. 2024

Preprint

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Real-time FPGA-digital twin monitoring and diagnostics for PET applications

Cited by 9 publications

References 13 publications

Heterogeneous Flight Management System (FMS) Design for Unmanned Aerial Vehicles (UAVs): Current Stages, Challenges, and Opportunities

Heterogeneous Flight Management System (FMS) Design for Unmanned Aerial Vehicles (UAVs): Current Stages, Challenges, and Opportunities

Extending the Multiphysics Modelling of Electric Machines in a Digital Twin Concept

Query-and-Response Digital Twin Framework using a Multi-domain, Multi-function Image Folio

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