A comprehensive review of model compression techniques in machine learning

PV Dantas, W Sabino da Silva Jr, LC Cordeiro… - Applied …, 2024 - Springer
This paper critically examines model compression techniques within the machine learning
(ML) domain, emphasizing their role in enhancing model efficiency for deployment in …

A multi-scale graph pyramid attention network with knowledge distillation towards edge computing robotic fault diagnosis

C Chen, T Wang, D Mao, Y Liu, L Cheng - Expert Systems with Applications, 2025 - Elsevier
The advanced graph neural networks (GNNs) algorithms and the abundant monitoring data
have greatly improved the performance of fault diagnosis of industrial robots. However …

Knowledge distillation-based information sharing for online process monitoring in decentralized manufacturing system

Z Shi, Y Li, C Liu - Journal of Intelligent Manufacturing, 2024 - Springer
In advanced manufacturing, the incorporation of sensing technology provides an opportunity
to achieve efficient in situ process monitoring using machine learning methods. Meanwhile …

[HTML][HTML] Component modeling and updating method of integrated energy systems based on knowledge distillation

X Lin, W Zhong, X Lin, Y Zhou, L Jiang, L Du-Ikonen… - Energy and AI, 2024 - Elsevier
Amid the backdrop of carbon neutrality, traditional energy production is transitioning towards
integrated energy systems (IES), where model-based scheduling is key in scenarios with …

Advanced Data Analytics-Based Quality Assurance for Smart Manufacturing

Z Shi - 2023 - search.proquest.com
The modern manufacturing systems have become cyber-enabled as sensing and
information technology develops, providing a data-rich environment during operation …

Industry 4.0 in Manufacturing, Communication, Transportation, Healthcare

RFS Lizy, MH Ibrahim… - … Technologies and Security …, 2024 - igi-global.com
This chapter gives a summary of the effects of Industry 4.0 (I 4.0) on various sectors,
including manufacture, communication, transportation, and healthcare. A new wave of …

[PDF][PDF] Component modeling and updating method of integrated energy systems based on knowledge distillation

L Du-Ikonen, L Huang - researchgate.net
Amid the backdrop of carbon neutrality, traditional energy production is transitioning towards
integrated energy systems (IES), where model-based scheduling is key in scenarios with …

[PDF][PDF] Influence of ManufacturIng ParaMeters on the ProPertIes of 3D PrInteD PolylactIc acID carbon fIber coMPonents

GKA Pvr, KDAK Devi - 2025 - imim.pl
This study investigates the impact of printing parameters on fused filament fabrication parts
using Polylactic acid and polylactic acid carbon fibre filament. it aims to determine the ideal …