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Machines, Volume 13, Issue 7

2025 July - 98 articles

Cover Story: This study proposes a novel machine learning-based framework for real-time fault prediction and condition monitoring in Permanent Magnet Synchronous Motor (PMSM) drives used in elevator systems. Leveraging multimodal sensor data, Positive-Unlabeled (PU) learning, Reinforcement Learning (RL), and GAN-based data augmentation, the methodology enables non-intrusive, scalable, and accurate fault detection in operational elevator environments. The system is validated on a real residential elevator installation, enhancing safety, efficiency, and predictive maintenance capabilities. View this paper
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Articles (98)

  • Article
  • Open Access
1 Citations
929 Views
30 Pages

Hard Preloaded Duplex Ball Bearing Dynamic Model for Space Applications

  • Pablo Riera,
  • Luis Maria Macareno,
  • Igor Fernandez de Bustos and
  • Josu Aguirrebeitia

Duplex ball bearings are common components in space satellite mechanisms, and their behaviour impacts the overall performance and reliability of these systems. During rocket launches, these bearings suffer high vibrational loads, making their dynamic...

  • Article
  • Open Access
979 Views
23 Pages

DC link power supply systems that integrate power electronic converters are increasingly being adopted. In particular, emerging “source–load” systems, in which the DC link interfaces with converters, have attracted increasing resear...

  • Review
  • Open Access
3 Citations
1,864 Views
21 Pages

Tread-Braked Wheels: Review and Recent Findings

  • Gianluca Megna and
  • Andrea Bracciali

Tread braking is still extensively used on freight wagons due to lower purchasing and maintenance costs compared to disk braking. Cast iron brake blocks were replaced by composite materials (organic or sintered) that result in a lower wheel roughness...

  • Article
  • Open Access
1 Citations
990 Views
14 Pages

This article describes a machine vision-based method for measuring the angular velocity of a rotating disk to characterize the viscous resistance of a ball bearing. A bright marker was attached to a disk connected to a shaft supported by two ball bea...

  • Article
  • Open Access
568 Views
20 Pages

Hydraulic support (Hs) is an important support equipment in coal mining. With the continuous increase in coal mining intensity, stricter technical specifications have been put forward for the effectiveness of Hs. Hs is always in a dynamic coupling st...

  • Article
  • Open Access
2,061 Views
25 Pages

In the integration of structured light systems (SLSs) into automotive manufacturing pipelines, achieving reliable 3D reconstruction under industrial conditions remains a critical challenge. Factors such as environmental variability, surface reflectiv...

  • Article
  • Open Access
1,015 Views
32 Pages

This paper details the development of a full turbine model and ensuing aero-servo-elastic analysis of the International Energy Agency’s 15MW Reference Wind Turbine. This model provides the means to obtain realistic turbine performance data, of...

  • Article
  • Open Access
2 Citations
597 Views
19 Pages

TOPSIS-Based Methodology for Selecting Fused Filament Fabrication Machines

  • Vignesh Venkat Raman,
  • Rakshith Badarinath and
  • Vittaldas V. Prabhu

Additive manufacturing (AM) has been gaining increased traction in the manufacturing industry due to its ability to fabricate prototypes and end use parts in low volumes at a much lower cost compared to conventional manufacturing processes. There has...

  • Article
  • Open Access
604 Views
16 Pages

The suppression of mechanical resonance stands as the most crucial issue in enhancing system performance. In this study, based on a speed control system, the mechanisms of vibration suppression both with and without a first-order inertial element are...

  • Article
  • Open Access
2 Citations
2,497 Views
31 Pages

This study investigates the operational performance of fruit-picking robots under varying terrain slopes and soil moisture conditions, with a focus on comparing wheeled and tracked locomotion systems. A modular robot platform was designed and tested...

  • Article
  • Open Access
2 Citations
1,484 Views
20 Pages

Hydrogen Supplementation in SI Engines: Enhancing Efficiency and Reducing Emissions with a Focus on Knock Phenomena

  • Saugirdas Pukalskas,
  • Alfredas Rimkus,
  • Tadas Vipartas,
  • Saulius Stravinskas,
  • Donatas Kriaučiūnas,
  • Gabrielius Mejeras and
  • Andrius Ušinskas

This study investigates the impact of hydrogen supplementation on the performance, efficiency, and emissions of a spark-ignition internal combustion engine, with a specific focus on knock phenomena. A Nissan HR16DE engine was modified to operate in a...

  • Article
  • Open Access
2 Citations
872 Views
22 Pages

Ensemble Learning-Based Metamodel for Enhanced Surface Roughness Prediction in Polymeric Machining

  • Elango Natarajan,
  • Manickam Ramasamy,
  • Sangeetha Elango,
  • Karthikeyan Mohanraj,
  • Chun Kit Ang and
  • Ali Khalfallah

This paper proposes and demonstrates a domain-adapted ensemble machine learning approach for enhanced prediction of surface roughness (Ra) during the machining of polymeric materials. The proposed model methodology employs a two-stage pipelined archi...

  • Article
  • Open Access
1 Citations
975 Views
24 Pages

This study proposes an adaptive car-following model based on the unscented Kalman filter algorithm to enable coordinated speed control in vehicle platoons and to address key limitations present in conventional car-following models. Traditional models...

  • Article
  • Open Access
2 Citations
916 Views
30 Pages

Uniform Coverage Trajectory Planning for Polishing of Equation-Free Surfaces

  • Linqiang Gong,
  • Longxiang Li,
  • Lei Zhang,
  • Cheng Fan and
  • Nianju Li

30 June 2025

Conventional surface polishing trajectory generation relies on solving the plane trajectory equation in conjunction with the surface equation to obtain a surface polishing trajectory when the surface equation is known. However, in practical polishing...

  • Article
  • Open Access
697 Views
20 Pages

30 June 2025

This study focuses on a blood pump system equipped with four radial active magnetic bearings (RAMBs). The finite element method (FEM) was employed to optimize the physical parameters of the system. Based on this optimization, two intelligent PID tuni...

  • Article
  • Open Access
2 Citations
988 Views
26 Pages

A Q-Learning Crested Porcupine Optimizer for Adaptive UAV Path Planning

  • Jiandong Liu,
  • Yuejun He,
  • Bing Shen,
  • Jing Wang,
  • Penggang Wang,
  • Guoqing Zhang,
  • Xiang Zhuang,
  • Ran Chen and
  • Wei Luo

30 June 2025

Unmanned Aerial Vehicle (UAV) path planning is critical for ensuring flight safety and enhancing mission execution efficiency. This problem is typically formulated as a complex, multi-constrained, and nonlinear optimization task, often addressed usin...

  • Review
  • Open Access
6 Citations
3,081 Views
19 Pages

Machine Learning Applications in Parallel Robots: A Brief Review

  • Zhaokun Zhang,
  • Qizhi Meng,
  • Zhiwei Cui,
  • Ming Yao,
  • Zhufeng Shao and
  • Bo Tao

29 June 2025

Parallel robots, including cable-driven parallel robots (CDPRs), are widely used due to their high stiffness, precision, and high dynamic performance. However, their multi-chain closed-loop architecture brings nonlinear, multi-degree-of-freedom coupl...

  • Review
  • Open Access
1,293 Views
31 Pages

Research and Overview of Crop Straw Chopping and Returning Technology and Machine

  • Peng Liu,
  • Chunyu Song,
  • Jin He,
  • Rangling Li,
  • Min Cheng,
  • Chao Zhang,
  • Qinliang Li,
  • Haihong Zhang and
  • Mingxu Wang

28 June 2025

Crop straw chopping and returning technology has gained global implementation to enhance soil structure and fertility, facilitating increased crop yield. Nevertheless, technological adoption faces challenges from inherent limitations in machinery per...

  • Article
  • Open Access
1,022 Views
20 Pages

28 June 2025

In recent years, domain generalization-based fault diagnosis (DGFD) methods have shown significant potential in rotating machinery fault diagnosis in unseen target domains. However, these methods focus on learning domain-invariant representations via...

  • Article
  • Open Access
822 Views
22 Pages

A Band-Stop Filter-Based LQR Control Method for Semi-Active Seat Suspension to Mitigate Motion Sickness

  • Zhijun Fu,
  • Mengyang Jia,
  • Zhigang Zhang,
  • Dengfeng Zhao,
  • Jinquan Ding and
  • Subhash Rakheja

27 June 2025

This study proposes a novel control framework for semi-active seat suspensions, specifically targeting motion sickness mitigation through precision suppression of vertical vibrations within the 0.1–0.5 Hz frequency range. Firstly, a fractional-...

  • Article
  • Open Access
1 Citations
1,179 Views
23 Pages

27 June 2025

This paper explores the use of artificial neural networks to optimize metal machining processes. It has two main components. The first component focuses on developing a neural network in EasyNN to predict quality errors of metal surfaces machined wit...

  • Article
  • Open Access
1,035 Views
31 Pages

27 June 2025

While guide dogs remain the primary aid for visually impaired individuals, robotic guides continue to be an important area of research. This study introduces an indoor guide robot designed to physically assist a blind person by holding their hand wit...

  • Article
  • Open Access
857 Views
18 Pages

27 June 2025

Traditional supervisory control methods for the nonblocking control of discrete event systems often suffer from exponential computational complexity. Reinforcement learning-based approaches mitigate state explosion by sampling many random sequences i...

  • Article
  • Open Access
1 Citations
838 Views
21 Pages

Research on Bearing Fault Diagnosis Method Based on MESO-TCN

  • Ruibin Gao,
  • Jing Zhu,
  • Yifan Wu,
  • Kaiwen Xiao and
  • Yang Shen

27 June 2025

To address the issues of information redundancy, limited feature representation, and empirically set parameters in rolling bearing fault diagnosis, this paper proposes a Multi-Entropy Screening and Optimization Temporal Convolutional Network (MESO-TC...

  • Article
  • Open Access
1 Citations
910 Views
27 Pages

Semi-Supervised Fault Diagnosis Method for Hydraulic Pumps Based on Data Augmentation Consistency Regularization

  • Siyuan Liu,
  • Jixiong Yin,
  • Zhengming Zhang,
  • Yongqiang Zhang,
  • Chao Ai and
  • Wanlu Jiang

26 June 2025

Due to the scarcity of labeled samples, the practical engineering application of deep learning-based hydraulic pump fault diagnosis methods is extremely challenging. This study proposes a semi-supervised learning method based on data augmented consis...

  • Article
  • Open Access
1 Citations
606 Views
28 Pages

Phase–Frequency Cooperative Optimization of HMDV Dynamic Inertial Suspension System with Generalized Ground-Hook Control

  • Yihong Ping,
  • Xiaofeng Yang,
  • Yi Yang,
  • Yujie Shen,
  • Shaocong Zeng,
  • Shihang Dai and
  • Jingchen Hong

26 June 2025

Hub motor-driven vehicles (HMDVs) suffer from poor handling and stability due to an increased unsprung mass and unbalanced radial electromagnetic forces. Although traditional ground-hook control reduces the dynamic tire load, it severely worsens the...

  • Article
  • Open Access
2 Citations
2,221 Views
18 Pages

26 June 2025

In this study, an axial flux double airgap permanent magnet-assisted synchronous reluctance motor (AF-Pma-SynRM) was designed for electric vehicles (EVs). The AF-Pma-SynRM model employs a forced liquid cooling method (cooling jacket) for a high curre...

  • Article
  • Open Access
1 Citations
995 Views
24 Pages

26 June 2025

Single-lip deep-hole drilling is a key technology for the precision machining of high-temperature nickel-based alloy pore structures in aero engines. However, the intense thermo-mechanical coupling effects during machining can easily lead to surface...

  • Article
  • Open Access
2 Citations
913 Views
24 Pages

25 June 2025

To address the challenges posed by the difficulty of extracting fault features from rotating machinery with weak fault features, this paper proposes a rotating machinery structural faults feature enhancement and diagnosis method based on multi-sensor...

  • Article
  • Open Access
2,185 Views
16 Pages

Power Control and Voltage Regulation for Grid-Forming Inverters in Distribution Networks

  • Xichao Zhou,
  • Zhenlan Dou,
  • Chunyan Zhang,
  • Guangyu Song and
  • Xinghua Liu

25 June 2025

This paper proposes a robust voltage control strategy for grid-forming (GFM) inverters in distribution networks to achieve power support and voltage optimization. Specifically, the GFM control approach primarily consists of a power synchronization lo...

  • Article
  • Open Access
611 Views
13 Pages

25 June 2025

The signals of high-speed train traction motor bearings contain strong noise and exhibit non-linear and non-Gaussian characteristics. To address the aforementioned issues, this paper proposes a method that combines Kernel Independent Component Analys...

  • Article
  • Open Access
1,104 Views
20 Pages

A Neural Network-Based Approach to Estimate Printing Time and Cost in L-PBF Projects

  • Michele Trovato,
  • Michele Amicarelli,
  • Mariorosario Prist and
  • Paolo Cicconi

25 June 2025

Additive manufacturing is one of the foundational pillars of Industry 4.0, which is rooted in the integration of intelligent digital technologies, manufacturing, and industrial processes. Machine learning techniques are resources used to support Desi...

  • Article
  • Open Access
8 Citations
3,109 Views
43 Pages

Condition Monitoring and Fault Prediction in PMSM Drives Using Machine Learning for Elevator Applications

  • Vasileios I. Vlachou,
  • Theoklitos S. Karakatsanis,
  • Dimitrios E. Efstathiou,
  • Eftychios I. Vlachou,
  • Stavros D. Vologiannidis,
  • Vasiliki E. Balaska and
  • Antonios C. Gasteratos

24 June 2025

Elevators are a vital part of urban infrastructure, playing a key role in smart cities where increasing population density has driven the rise in taller buildings. As an essential means of vertical transportation, elevators have become an integral pa...

  • Article
  • Open Access
1,039 Views
23 Pages

24 June 2025

Roll-to-roll (R2R) manufacturing processes demand precise control of web or yarn velocity and tension, alongside robust mechanisms for handling system failures. This paper presents an integrated approach combining high-performance control with reliab...

  • Article
  • Open Access
923 Views
27 Pages

Human–Seat–Vehicle Multibody Nonlinear Model of Biomechanical Response in Vehicle Vibration Environment

  • Margarita Prokopovič,
  • Kristina Čižiūnienė,
  • Jonas Matijošius,
  • Marijonas Bogdevičius and
  • Edgar Sokolovskij

24 June 2025

Especially in real-world circumstances with uneven road surfaces and impulsive shocks, nonlinear dynamic effects in vehicle systems can greatly skew biometric data utilized to track passenger and driver physiological states. By creating a thorough mu...

  • Article
  • Open Access
1,006 Views
27 Pages

Coordinated Scheduling for Zero-Wait RGV/ASR Warehousing Systems with Finite Buffers

  • Wenbin Gu,
  • Na Tang,
  • Lei Wang,
  • Zhenyang Guo,
  • Yushang Cao and
  • Minghai Yuan

23 June 2025

Efficient material handling is crucial in the logistics operations of modern salt warehouses, where Rail Guided Vehicles (RGVs) and Air Sorting Robots (ASRs) are often deployed to manage inbound and outbound tasks. However, as the number of tasks inc...

  • Article
  • Open Access
1 Citations
1,554 Views
23 Pages

23 June 2025

To address the shortcomings of existing robot collision detection algorithms that use six-dimensional force sensors, a force compensation algorithm based on Kane’s dynamics is proposed, along with a collision detection algorithm that uses the s...

  • Article
  • Open Access
1 Citations
732 Views
33 Pages

23 June 2025

In tolerance design for complex mechanical systems, 3D dimension chain analyses are crucial for assembly accuracy. The current methods (e.g., worst-case analysis, statistical tolerance analysis) face limitations from oversimplified assumptions—...

  • Review
  • Open Access
4 Citations
5,603 Views
30 Pages

23 June 2025

The increasing adoption of industrial robots has significantly advanced manufacturing efficiency and flexibility. However, this expansion introduces new energy consumption challenges, especially as electricity has become the dominant energy source in...

  • Article
  • Open Access
1 Citations
1,852 Views
20 Pages

23 June 2025

Fault recovery in distribution networks is a complex, high-dimensional decision-making task characterized by partial observability, dynamic topology, and strong interdependencies among components. To address these challenges, this paper proposes a gr...

  • Article
  • Open Access
1 Citations
2,190 Views
28 Pages

Cascaded H-Bridge Multilevel Converter Topology for a PV Connected to a Medium-Voltage Grid

  • Hammad Alnuman,
  • Essam Hussain,
  • Mokhtar Aly,
  • Emad M. Ahmed and
  • Ahmed Alshahir

21 June 2025

When connecting a renewable energy source to a medium-voltage grid, it has to fulfil grid codes and be able to work in a medium-voltage range (>10 kV). Multilevel converters (MLCs) are recognized for their low total harmonic distortion (THD) and a...

  • Article
  • Open Access
1 Citations
876 Views
21 Pages

21 June 2025

Conventional model-free control (MFC) is widely used in motor drives due to its simplicity and model independence, yet its performance suffers from imperfect disturbance estimation and input gain mismatch. To address these issues, this paper proposes...

  • Article
  • Open Access
1 Citations
558 Views
18 Pages

New Experimental Single-Axis Excitation Set-Up for Multi-Axial Random Fatigue Assessments

  • Luca Campello,
  • Vivien Denis,
  • Raffaella Sesana,
  • Cristiana Delprete and
  • Roger Serra

20 June 2025

Fatigue failure, generated by local multi-axial random state stress, frequently occurs in many engineering fields. Therefore, it is customary to perform experimental vibration tests for a structural durability assessment. Over the years, a number of...

  • Systematic Review
  • Open Access
1 Citations
2,630 Views
35 Pages

20 June 2025

Industrial Control Systems (ICSs), a specialized type of Cyber–Physical System, have shifted from isolated and obscured environments to ones exposed to diverse Information Technology (IT) security threats, which are now highly interconnected. T...

  • Article
  • Open Access
533 Views
16 Pages

20 June 2025

At present, the fitting process of deep groove ball bearings has the problems of low manual production efficiency and poor performance of fitted bearings. For the automatic bearing fitting production line, there are some problems, such as a low succe...

  • Review
  • Open Access
7 Citations
6,068 Views
40 Pages

Optimization of Composite Sandwich Structures: A Review

  • Muhammad Ali Sadiq and
  • György Kovács

20 June 2025

Composite sandwich structures play a significant role in various engineering applications due to their excellent strength-to-weight ratio, durability, fatigue life, acoustic performance, damping characteristics, stealth performance, and energy absorp...

  • Article
  • Open Access
1 Citations
1,171 Views
19 Pages

20 June 2025

Due to its small size, high transmission ratio and precision, the harmonic reducer is widely used. The design of the flexspline tooth profile is crucial for the transmission accuracy and service life of harmonic reducers. However, the numerous design...

  • Article
  • Open Access
813 Views
21 Pages

20 June 2025

In the continuous drilling process of oil wells, to achieve the efficient screening of drilling fluids by the vibrating screen while ensuring the safety of the screening operation, an anti-resonance system driven by two exciters with triple-frequency...

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Machines - ISSN 2075-1702