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Machines, Volume 14, Issue 1

2026 January - 134 articles

Cover Story: Vibration-based fault diagnosis and remaining useful life estimation (RULE) in drivetrains are hindered by varying operating conditions that mask early fault signatures. In this work, this problem is addressed via an AI digital platform in which statistical time series methods are integrated with deep learning models via a decision fusion scheme. Training relies on limited experimental data augmented with high-fidelity multibody and data-driven surrogate simulations. High accuracy is demonstrated across hundreds of experiments, achieving 99.8% detection accuracy, 97.8% fault identification accuracy, and over 96% accuracy in severity characterization. Reliable early-stage RUL estimates are obtained, confirming the platform’s robustness for real-world drivetrain monitoring. View this paper
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Articles (134)

  • Article
  • Open Access
276 Views
25 Pages

Gain-Enhanced Correlation Fusion for PMSM Inter-Turn Faults Severity Detection Using Machine Learning Algorithms

  • Vasileios I. Vlachou,
  • Theoklitos S. Karakatsanis,
  • Karolina Kudelina,
  • Dimitrios E. Efstathiou and
  • Stavros D. Vologiannidis

22 January 2026

Diagnosing faults in Permanent Magnet Synchronous Motors (PMSMs) is critical for ensuring their reliable operation, particularly in detecting internal short-circuit faults in the stator windings. These faults, such as inter-turn and inter-coil short...

  • Article
  • Open Access
150 Views
20 Pages

22 January 2026

Considering the variability of driving conditions in mining areas, existing control strategies are difficult to meet the comprehensive performance requirements of mining dump trucks in the longitudinal, lateral, and vertical directions. Longitudinal,...

  • Article
  • Open Access
143 Views
20 Pages

22 January 2026

To investigate the performance of skewed roller thrust bearings (SRTBs) in the no-back brake of horizontal stabilizer trim actuators (HSTAs), this study conducts systematic theoretical modelling, experimental validation, and numerical simulation focu...

  • Article
  • Open Access
172 Views
18 Pages

22 January 2026

Prediction accuracy for complex flexible support systems is often limited by insufficiently characterized thermo-mechanical couplings and nonlinearities. To address this, we propose a multilevel hybrid parallel–serial model that integrates the...

  • Article
  • Open Access
141 Views
34 Pages

22 January 2026

This article examines an integrated approach to data acquisition and transmission within an intelligent thermal conditioning system for engines and vehicles that operates using thermal energy storage and the digital twin concept. The system is charac...

  • Article
  • Open Access
125 Views
31 Pages

22 January 2026

Planar multi-loop fractionated kinematic chains (FKCs)—kinematic chains that can be decomposed into two or more coupled subchains by separating joints or links—are widely used in heavy-duty manipulators, yet their large design space makes...

  • Article
  • Open Access
103 Views
21 Pages

22 January 2026

Modern industrial equipment is a cyber-physical system (CPS) consisting of physical production components and digital controls. Lowering maintenance costs and increasing availability is important to improve its efficiency. Modern methods, based on so...

  • Article
  • Open Access
116 Views
28 Pages

Autonomous Offroad Vehicle Real-Time Multi-Physics Digital Twin: Modeling and Validation

  • Mattias Lehto,
  • Torbjörn Lindbäck,
  • Håkan Lideskog and
  • Magnus Karlberg

22 January 2026

The use of physical vehicles and environments during vehicle research and development is highly resource-intensive, particularly for autonomous vehicles. Recently, digital models are therefore increasingly used instead, which require high levels of f...

  • Article
  • Open Access
125 Views
18 Pages

A Model-Based Spatio-Temporal Behavior Decider for Autonomous Driving

  • Yiwen Huang,
  • Huikang Zhang,
  • Junchan Liao,
  • Ruhong Zhuang,
  • Honggou Yang and
  • Xianming Liu

22 January 2026

Spatio-temporal planning has emerged as a robust methodology for solving trajectory planning challenges in complex autonomous driving scenarios. By integrating both spatial and temporal variables, this approach facilitates the generation of highly ac...

  • Article
  • Open Access
245 Views
20 Pages

21 January 2026

Recent advances in Large Vision–Language Models (LVLMs) have demonstrated strong cross-modal reasoning capabilities, offering new opportunities for decision-making in autonomous driving. However, existing end-to-end approaches still suffer from...

  • Article
  • Open Access
277 Views
22 Pages

A Machine Learning Framework for the Prediction of Propeller Blade Natural Frequencies

  • Nícolas Lima Oliveira,
  • Afonso Celso de Castro Lemonge,
  • Patricia Habib Hallak,
  • Konstantinos G. Kyprianidis and
  • Stavros Vouros

21 January 2026

Characterization of propeller blade vibrations is essential to ensure aerodynamic performance, minimize noise emissions, and maintain structural integrity in aerospace and unmanned aerial vehicle applications. Conventional high-fidelity finite-elemen...

  • Article
  • Open Access
129 Views
16 Pages

21 January 2026

This paper addresses a recursive adaptive anti-lock braking (AB) control design problem for electro-hydraulic brake (EHB) systems subject to unknown tire–road-friction coefficients and disturbances. Compared with the relevant literature, the pr...

  • Article
  • Open Access
161 Views
15 Pages

21 January 2026

Laser local forming is an effective method for reshaping optical glass, yet the deformation of the material during the cooling phase remains poorly understood. This study investigates the dynamic evolution of the molten pool, specifically focusing on...

  • Article
  • Open Access
171 Views
30 Pages

Scalable Dual-Servo Pectoral Fin Platform for Biomimetic Robotic Fish: Hydrodynamic Experiments and Quasi-Steady CFD

  • Chaohui Zhang,
  • Zhanlin Bai,
  • Zhenghe Liu,
  • Jinbo Kuang,
  • Pei Li,
  • Qifang Yan,
  • Gaochao Zhao and
  • Elena Atroshchenko

21 January 2026

Biomimetic pectoral fin propulsion offers a low-noise, highly maneuverable alternative to conventional propellers for next-generation underwater robotic systems. This study develops a manta ray-inspired dual-servo pectoral fin module with a CPG-based...

  • Article
  • Open Access
324 Views
18 Pages

20 January 2026

E-scooters have become a widely adopted form of urban mobility, increasing the need to understand how vibration exposure affects comfort and safety. While most studies have examined the effects of speed, pavement roughness, and overall tire stiffness...

  • Article
  • Open Access
200 Views
15 Pages

20 January 2026

In the present work, a direct oil cooling strategy using a multi-nozzle configuration is proposed for the thermal management of high-power density electric machines. The stator and winding temperatures, heat transfer coefficient, injection pressure,...

  • Review
  • Open Access
237 Views
53 Pages

Progress in Aero-Engine Fault Signal Recognition and Intelligent Diagnosis

  • Shunming Li,
  • Wenbei Shi,
  • Jiantao Lu,
  • Haibo Zhang,
  • Yanfeng Wang,
  • Peng Zhang,
  • Mengqi Feng and
  • Yan Wang

19 January 2026

Accurate diagnosis of aero-engine faults and precise signal characterization are crucial to ensuring operational reliability and service life prediction. The structural complexity of engines and the variability of operating conditions pose significan...

  • Article
  • Open Access
233 Views
18 Pages

Vision-Based Perception and Execution Decision-Making for Fruit Picking Robots Using Generative AI Models

  • Yunhe Zhou,
  • Chunjiang Yu,
  • Jiaming Zhang,
  • Yuanhang Liu,
  • Jiangming Kan,
  • Xiangjun Zou,
  • Kang Zhang,
  • Hanyan Liang,
  • Sheng Zhang and
  • Fengyun Wu

19 January 2026

At present, fruit picking mainly relies on manual operation. Taking the litchi (litchi chinensis Sonn.)-picking robot as an example, visual perception is often affected by illumination variations, low recognition accuracy, complex maturity judgment,...

  • Article
  • Open Access
123 Views
18 Pages

19 January 2026

This paper studies the design of a privacy-preserving optimal state estimator for discrete-time linear systems.Insome traditional methods, such as noise injection, privacy is protected by adding noise to observations and the resulting data is decepti...

  • Article
  • Open Access
189 Views
28 Pages

19 January 2026

The current method of manually handling or using open-loop automation to deal with abnormal coal lumps on the scraper conveyor is inefficient due to constraints, such as safety concerns and equipment wear. To address inefficiencies in the handling of...

  • Article
  • Open Access
204 Views
18 Pages

19 January 2026

Industrial pumps are critical components in manufacturing and process plants, where early acoustic anomaly detection is essential for preventing unplanned downtime and reducing maintenance costs. In practice, however, strong background noise, severe...

  • Article
  • Open Access
276 Views
13 Pages

19 January 2026

Electric motors are the workhorse of industries owing to their precise speed and torque control technologies. Despite their ruggedness, faults are inevitable due to wear and tear, their prolonged usage and multiple factors. Bearing faults are among t...

  • Article
  • Open Access
178 Views
25 Pages

Hierarchical Path Planning for Automatic Parking in Constrained Scenarios via Entry-Point Guidance

  • Liang Chen,
  • Lizhi Huang,
  • Chaoyi Chen,
  • Guangwei Wang,
  • Yougang Bian,
  • Mengchi Cai,
  • Qingwen Meng,
  • Qing Xu,
  • Jianqiang Wang and
  • Keqiang Li

18 January 2026

Automatic parking in constrained environments, such as dead-end roads and narrow parallel spaces, remains a challenge due to the low success rate and poor real-time performance of conventional planning algorithms. The paper proposes an entry-point gu...

  • Article
  • Open Access
162 Views
19 Pages

18 January 2026

A second-order nonsingular terminal sliding mode control (SONTSMC) is proposed to solve the stabilization and tracking problems of an inverted pendulum. Although, a first-order sliding mode controller with the integral of the cart position can elimin...

  • Article
  • Open Access
322 Views
14 Pages

Brushless Wound-Field Synchronous Machine Topology with Excellent Rotor Flux Regulation Freedom

  • Muhammad Ayub,
  • Arsalan Arif,
  • Atiq Ur Rehman,
  • Azka Nadeem,
  • Ghulam Jawad Sirewal,
  • Mohamed A. Abido and
  • Mudassir Raza Siddiqi

17 January 2026

This paper presents a nine-switch inverter for brushless operation of wound-field synchronous machines with excellent rotor flux regulation freedom. The manufacturing cost of permanent magnet machines is high due to the instability of rare-earth magn...

  • Article
  • Open Access
241 Views
15 Pages

Automated Custom Sunglasses Frame Design Using Artificial Intelligence and Computational Design

  • Prodromos Minaoglou,
  • Anastasios Tzotzis,
  • Klodian Dhoska and
  • Panagiotis Kyratsis

17 January 2026

Mass production in product design typically relies on standardized geometries and dimensions to accommodate a broad user population. However, when products are required to interface directly with the human body, such generalized design approaches oft...

  • Article
  • Open Access
273 Views
20 Pages

16 January 2026

To achieve global carbon-neutrality goals, magnetic levitation (maglev) technologies offer a promising pathway toward sustainable, energy-efficient transportation systems. In this study, a comprehensive methodology was developed to analyse and optimi...

  • Article
  • Open Access
289 Views
36 Pages

16 January 2026

Script-based computer-aided design tools offer accessible and customizable environments, but their broader adoption is limited by the cognitive and computational difficulty of describing curved, irregular, or free-form geometries through code. This s...

  • Article
  • Open Access
197 Views
38 Pages

A Resilient and Time-Efficient Approach to Product Development Through Availability-Based Design (ABD)

  • Pierre Dupont,
  • Hugo Dantinne,
  • Lucas Equeter,
  • Edouard Rivière-Lorphèvre and
  • Pierre Dehombreux

16 January 2026

The conventional design process (CDP) considers availability issues at the latest stages of the overall machine design project. Designers’ contributions are focused on technical and quality aspects. In most instances, other teams within the sup...

  • Review
  • Open Access
281 Views
29 Pages

16 January 2026

During takeoff and landing, aircraft operate in a variety of situations, posing significant challenges to landing gear systems. Passive hydraulic–pneumatic dampers are commonly used in conventional landing gear to absorb impact energy and reduc...

  • Article
  • Open Access
217 Views
17 Pages

16 January 2026

Maintenance and repair play a crucial role in industry. Smart systems for technical diagnostics can help to save money and to prevent the breakdown of machines and plants. These systems and its classifiers benefit from plausible features because they...

  • Article
  • Open Access
285 Views
26 Pages

Analysis, Modeling, and Simulation of a Rocker–Bogie System Overcoming a Harmonic Bump

  • Giandomenico Di Massa,
  • Pierangelo Malfi,
  • Stefano Pagano,
  • Ernesto Rocca and
  • Sergio Savino

16 January 2026

Rocker–bogie suspension systems have been extensively employed in planetary exploration rovers due to their ability to traverse highly irregular terrains while maintaining ground contact. Traditionally, their mechanical behavior has been analyz...

  • Article
  • Open Access
263 Views
18 Pages

16 January 2026

Inspired by the movements of sea turtle forelimbs, this study presents a bio-inspired underwater flapping wing with three degrees of freedom. This flapping wing mechanism can more accurately simulate the rotational motion of a sea turtle’s fore...

  • Article
  • Open Access
172 Views
33 Pages

15 January 2026

Tubular pump systems (TPSs) represent a critical class of large-scale turbomachinery for low-head water transport, where mechanical reliability is often challenged by complex internal flow dynamics. Pressure pulsations in pump systems induce vibratio...

  • Article
  • Open Access
247 Views
13 Pages

15 January 2026

Permanent magnet synchronous motors (PMSM) are widely favored in industry for their high efficiency, compact size, and robust performance. This study employs a model-based PID control approach for speed regulation of PMSM. In contrast to traditional...

  • Article
  • Open Access
255 Views
24 Pages

Forest Surveying with Robotics and AI: SLAM-Based Mapping, Terrain-Aware Navigation, and Tree Parameter Estimation

  • Lorenzo Scalera,
  • Eleonora Maset,
  • Diego Tiozzo Fasiolo,
  • Khalid Bourr,
  • Simone Cottiga,
  • Andrea De Lorenzo,
  • Giovanni Carabin,
  • Giorgio Alberti,
  • Alessandro Gasparetto and
  • Stefano Seriani
  • + 1 author

14 January 2026

Forest surveying and inspection face significant challenges due to unstructured environments, variable terrain conditions, and the high costs of manual data collection. Although mobile robotics and artificial intelligence offer promising solutions, r...

  • Article
  • Open Access
325 Views
44 Pages

14 January 2026

The energy efficiency and hover stability of unmanned aerial vehicles are critical factors, since improper battery utilization and unstable control are major sources of operational failures and accidents. The proportional–integral–derivat...

  • Article
  • Open Access
273 Views
21 Pages

Implementation of a Digital Twin in Additive Manufacturing of Copper—Methodology, Implications, and Future Prospects

  • Moritz Benedikt Schäfle,
  • Michel Fett,
  • Philipp Bojunga,
  • Florian Sondermann and
  • Eckhard Kirchner

13 January 2026

Digital twins are increasingly being used to visualize, analyze, or control physical processes and systems. Implementation currently poses challenges for users due to the cross-domain complexity of digital twins. In this study, the authors utilize a...

  • Article
  • Open Access
149 Views
21 Pages

13 January 2026

The fault data of the aero-engine source domain are constrained by factors such as variable operating conditions, structural coupling, fault correlations, and information attenuation. Consequently, the obtained fault features often exhibit localities...

  • Article
  • Open Access
348 Views
28 Pages

13 January 2026

Considering the rapid iteration of you-only-look-once (YOLO)-series algorithms, this paper aims to provide a data-driven performance spectrum and selection guide for the latest YOLO series algorithm (YOLOv8 to YOLOv13) in printed circuit board (PCB)...

  • Article
  • Open Access
329 Views
22 Pages

13 January 2026

Cooperative control of multi-agent systems (MASs) is essential in engineering applications. However, malicious attacks and uncertainties can drive MASs to failure. Regrettably, prior work on resilient control of MASs rarely addresses uncertainties an...

  • Article
  • Open Access
354 Views
21 Pages

Fault Diagnosis of Gearbox Bearings Based on Multi-Feature Fusion Dual-Channel CNN-Transformer-CAM

  • Lihai Chen,
  • Yonghui He,
  • Ao Tan,
  • Xiaolong Bai,
  • Zhenshui Li and
  • Xiaoqiang Wang

13 January 2026

As a core component of the gearbox, bearings are crucial to the stability and reliability of the transmission system. However, dynamic variations in operating conditions and complex noise interference present limitations for existing fault diagnosis...

  • Article
  • Open Access
180 Views
24 Pages

13 January 2026

To address the computational redundancy, inadequate multi-scale feature capture, and poor noise robustness of traditional deep networks used for bearing vibration and acoustic signal feature extraction, this paper proposes a fault diagnosis method ba...

  • Article
  • Open Access
340 Views
19 Pages

Intelligent S-Curve Acceleration and Deceleration Algorithm in High-Precision Servo Motion Control

  • Feng Liu,
  • Nian Li,
  • Lei Xiong,
  • Xu Yang,
  • Shaoyu Zhao and
  • Tiansong Zhai

13 January 2026

To address the issues of vibration in high-speed machining and the challenge of balancing motion smoothness and precision, this paper proposes a cascade control method based on a single-neuron adaptive PID. The method employs a dual closed-loop struc...

  • Article
  • Open Access
180 Views
24 Pages

12 January 2026

To address the pronounced issue of noise and vibration within the combine harvester cab, this study proposes a hybrid simulation and experimental validation approach that integrates the pivot noise transfer function (NTF) with a finite element method...

  • Article
  • Open Access
585 Views
20 Pages

11 January 2026

Artificial intelligence (AI) is becoming more and more integrated into manufacturing processes, revolutionizing conventional production, like CNC (Computer Numerical Control) machining. This study analyzes how large language models (LLMs), exemplifie...

  • Article
  • Open Access
229 Views
32 Pages

10 January 2026

As one of the major sources of global carbon emissions, the manufacturing industry urgently requires green transformation. The utilization of renewable energy in production workshop offers a promising route toward zero-carbon manufacturing. However,...

  • Review
  • Open Access
261 Views
37 Pages

A Review on Simulation Application Function Development for Computer Monitoring Systems in Hydro–Wind–Solar Integrated Control Centers

  • Jingwei Cao,
  • Yuejiao Ma,
  • Xin Liu,
  • Feng Hu,
  • Liwei Deng,
  • Chuan Chen,
  • Yan Ren,
  • Wenhang Zou and
  • Feng Zhang

10 January 2026

This paper explores simulation application functions for the computer monitoring system of a hydro–wind–solar integrated control center, focusing on five core areas: platform management, operational training, performance optimization, exc...

  • Article
  • Open Access
278 Views
19 Pages

10 January 2026

To address the inefficiency and high labor intensity associated with traditional manual mussel seedling unloading, this study proposes an automated traction-rope mussel unloading machine. This study focuses on the thick-shelled mussel (Mytilus corusc...

  • Article
  • Open Access
261 Views
14 Pages

A Temperature-Based Statistical Model for Real-Time Thermal Deformation Prediction in End-Milling of Complex Workpiece

  • Mengmeng Yang,
  • Yize Yang,
  • Fangyuan Zhang,
  • Tong Li,
  • Xiyuan Qu,
  • Wei Wang,
  • Ren Zhang,
  • Dezhi Ren,
  • Feng Zhang and
  • Koji Teramoto

9 January 2026

Thermally induced deformation is a major source of dimensional error in end-milling, especially under high-speed or high-load conditions. Direct measurement of workpiece deformation during machining is impractical, while temperature signals can be ob...

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Machines - ISSN 2075-1702