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Vol. 5 No. 1 (2025): Proceedings of the Asia Pacific Conference of the PHM Society 2025
Vol. 5 No. 1 (2025): Proceedings of the Asia Pacific Conference of the PHM Society 2025
Published:
2026-01-13
Plenary Papers
PHM-Vibench
Qi Li, Bojian Chen, Xuan Li, Qitong Chen, Liang Chen, Changqing Shen, Lu Lu, Zhaoye Qin, Fulei Chu
Abstract
807 | PDF Downloads
403 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4303
PDF
Data Challenge Papers
A Feature-Engineering-Based Machine Learning Approach for Cutter Flank Wear Prediction under Data-Scarce Conditions
Paula Mielgo, Marcos Quinones-Grueiro, Anibal Bregon, Austin Coursey, Carlos J. Alonso-González, Gautam Biswas
Abstract
737 | PDF Downloads
405 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4709
PDF
Regular Session Papers
A Bidirectional Structure Constraint framework for Domain Generalization in Intelligent Fault Diagnosis
Wenjing Zhou, Liang Chen, Hong Zhuang, Qitong Chen
Abstract
637 | PDF Downloads
319 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4600
PDF
A CNN-Multi-Head Attention Framework for Gearbox Incremental Fault Diagnosis Under Non-Stationary Conditions
Hao Zhang, Shunuan Liu, Bin Luo, Konstantinos Gryllias, Chenyu Liu
Abstract
973 | PDF Downloads
348 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4666
PDF
A Lightweight Neural Network for End-to-End Bearing Fault Diagnosis in Multi-Sensor Scenarios
Yichao Li, Yanfang Liu, Xiangyang Xu
Abstract
733 | PDF Downloads
243 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4611
PDF
A Multi-Sensor Fault Diagnosis Method for Aero-Engine Bearings Based on Complex-Valued Convolution and Dual Attention Mechanism
Shuquan Xiao, Xueyi Li, Tianyang Wang, Fulei Chu
Abstract
926 | PDF Downloads
355 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4340
PDF
A Practical Hybrid Framework for RUL Prediction in Ion Mill Etching by Integrating Operational States
minamitu
Abstract
531 | PDF Downloads
472 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4487
PDF
A Prediction of Thermal Stress Profiles in the Steam Turbine Startup Phase Using Fourier Neural Operator
LEE SoJung
Abstract
537 | PDF Downloads
311 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4496
PDF
A System of Systems Architecture for Optimizing Aircraft Health Management in Civil Aviation
Takuro Koizumi, Nozomu Kogiso
Abstract
545 | PDF Downloads
307 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4423
PDF
A Transfer Learning Framework for Remaining Useful Life Estimation
Melanie Bianca Sigl, Klaus Meyer-Wegener
Abstract
512 | PDF Downloads
254 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4554
PDF
Adversarial Domain Adaptation Fault Diagnosis Method Based on Self-attention Graph Convolutional Network
Bo Zhang, shuai su, Ning Ma, Yingxue Wang, Wei Li
Abstract
663 | PDF Downloads
353 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4570
PDF
AI-Driven Design Optimization of Engineering Systems: A Case Study on Turboshaft Engines
Satish Thokala, Peeyush
Abstract
988 | PDF Downloads
393 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4325
PDF
AI-Powered Runway Safety: YOLOv11-Based Detection of Foreign Object Debris
Phani Kiran Yellakara, Srinivasarao Surapu
Abstract
1141 | PDF Downloads
511 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4462
PDF
An Innovative Machine Learning driven approach to detect anomalous behavior of Dry Gas Seal Heaters for Centrifugal Compressors
Meenali Sharma, Carmine, Laura Nuti, Unnat Mankad, Gabriele Mordacci, Rajakumar D, Aidil Fazlina Hasbullah
Abstract
435 | PDF Downloads
320 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4540
PDF
Anomaly Detection Framework for Rotary Equipment Using ContinuousWavelet Transform and U-Net Autoencoders
Mohamed Zamil Kanjirathingal Rafeek, Ulrich Schäfer
Abstract
671 | PDF Downloads
355 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4655
PDF
Assessment of simulation-based data augmentation technique by Uncertainty Quantification for Spacecraft Propulsion System PHM
Shotaro Hamato, Himeko Yamamoto, Noriyasu Omata, Yu Daimon, Seiji Tsutsumi
Abstract
504 | PDF Downloads
258 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4445
PDF
Bivariate degradation modeling and reliability analysis based on a shared frailty factor with truncated normal distribution
Lu Li, Zhihua Wang
Abstract
484 | PDF Downloads
252 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4586
PDF
Causal Graph-Based Anomaly Detection for Battery Modules in Electric Heavy-Duty Vehicles
Yuantao Fan, Carlos Camacho, Sepideh Pashami, Slawomir Nowaczyk
Abstract
982 | PDF Downloads
609 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4527
PDF
Cleaning Maintenance Logs with LLM Agents for Improved Predictive Maintenance
Valeriu Ionut Dimidov, Faisal Hawlader, Sasan Jafarnejad, Raphael Frank
Abstract
858 | PDF Downloads
411 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4486
PDF
Combining Statistical Models and AI for Predictive Maintenance: RUL Estimation of Reactor Protection System Components
Jung Hwan Kim, Chang Hwoi Kim, Joon Ha Jung, Sangchul Park
Abstract
584 | PDF Downloads
417 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4488
PDF
A Hybrid Semi-Supervised Framework for Full Life-Cycle Degradation Trajectory Learning and RUL Estimation
Xianpeng Qiao, Veronica Lestari Jauw, Tiyamike Bnada, Chin Seong Lim
Abstract
496 | PDF Downloads
375 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4547
PDF
Damage Localization in a CFRP Beam via Modal Frequency Shifts and Nearest Neighbor Classification
Ömer Dehan Özboz, Özkan Altay, Murat Özbayoğlu, Özgür Ünver
Abstract
347 | PDF Downloads
227 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4461
PDF
Data-driven Anomaly Detection for Quadcopter UAV Indoor Flight Platform
Gengyu Li, Chun Fui Liew, Naoya Takeishi, Takehisa Yairi
Abstract
544 | PDF Downloads
298 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4502
PDF
Development and Sharing of a Multi-Modal Indoor UAV Dataset for PHM Research
Chun Fui Liew, Gengyu Li, Akira Osaka, Samir Khan, Naoya Takeishi, Takehisa Yairi
Abstract
559 | PDF Downloads
299 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4701
PDF
Development of a Hierarchical Anomaly Detection System for Steelmaking Processes and Proposal of a Model Update Method
Yohei Harada, Masafumi Matsushita, Takehide Hirata
Abstract
440 | PDF Downloads
275 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4412
PDF
Development of a HUMS for UAV hybrid power system using digital twin and AI techniques
Chiara Sperlì
Abstract
584 | PDF Downloads
332 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4468
PDF
Development of an Interactive Twinverse System
Yongho Lee, Huichan Park, Seongbin Choi, Sang Won Lee
Abstract
476 | PDF Downloads
424 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4493
PDF
Development of Bearing Fault Diagnosis Model Using Low Frequency Data Based on Knowledge Distillation
Yongjae Jeon, Secheol Yang, Sang Won Lee
Abstract
728 | PDF Downloads
286 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4516
PDF
Development of Virtual Thermal Sensor based on Multivariate Time Series Prediction for Estimating Internal Contact Temperature of High-Voltage Relays
Sewoong Gim, Jaephil Park, Sanghoon Lee
Abstract
506 | PDF Downloads
280 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4441
PDF
Enabling Condition Based Maintenance Strategy for Radar Systems – Data Driven Approach
Rafik HADJRIA
Abstract
577 | PDF Downloads
516 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4389
PDF
Enabling Model-Based RAMS Through LLM-Driven Legacy Data Transformation
You-Jung Jun, Navid T. Zaman, Derek Kim, Stecki Yanek, Raphaël Chagnoleau
Abstract
462 | PDF Downloads
330 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4576
PDF
Enhanced Fault Isolation and Part Recommendation for Airplane Health Management with Hybrid Probabilistic Modeling
Partha Adhikari, Seema Chopra, Darren Macer, Surya Pratap Singh Yadav, Sivakumar Thiyagarajan
Abstract
555 | PDF Downloads
356 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4524
PDF
Enhancing Machine Reliability in Industrial Plants Leveraging Diagnostic and Prognostic Approach to measure reliability improvements
Pranay Mathur, Carlo Michelassi, Leonardo Vieri, Gilda Pedoto
Abstract
453 | PDF Downloads
223 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4536
PDF
Evaluating Failure Time Probabilities for Compound Degradation with Linear Path and Mixed Jumps
Shihao Cao, Zhihua Wang, Xiangmin Ouyang, Pengjun Zeng
Abstract
386 | PDF Downloads
242 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4583
PDF
Explainable and Trustworthy AI for Fault Classification in the Tennessee Eastman Process: A Step Toward Industrial Autonomy
Jayanth Balaji Avanashilingam, Bijuraj Pandiyath Velayudhan
Abstract
791 | PDF Downloads
379 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4633
PDF
Fault-Induced Signal Distortion in FMCW Automotive Radar: A Simulation-Based Analysis
Sheriff Murtala, Ingyu Lee, Soojung Hur, Gyusang Choi
Abstract
578 | PDF Downloads
341 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4518
PDF
Flare Gas Flow Rate Estimation Using Multimodal Deep Learning
Yu Watanabe, Kento Ishii, Nana Tamai, Takehisa Yairi, Naoya Takeishi
Abstract
871 | PDF Downloads
240 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4447
PDF
Fractal-based Satellite Health Monitoring
Lucio Pinello, Lorenzo Brancato, Alessandro Lucchetti, Francesco Cadini, Marco Giglio
Abstract
691 | PDF Downloads
281 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4650
PDF
From Engineering Drawings to Assembly Instructions: A Vision and Language Model Approach
Shokhikha Amalana Murdivien, Minji Kim, Kyung Wan Choi, Jumyung Um
Abstract
990 | PDF Downloads
378 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4481
PDF
From state observer to deep neural network: design, optimization, and application in bearing dynamics modeling
Yiliang Qian, Yan Wang, Diwang Ruan, Zhaorong Li, Jianping Yan, Clemens Gühmann
Abstract
530 | PDF Downloads
252 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4584
PDF
Graph-Based Adaptive Anomaly Detection Framework for Dual-Fuel Marine Engines
Jaewoong Choi, Yoojeong Noh, Young-Jin Kang
Abstract
618 | PDF Downloads
301 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4505
PDF
Hierarchical Anomaly Detection and Model Update Framework for Steel Manufacturing
Yohei Harada, Masafumi Matsushita, Takehide Hirata
Abstract
622 | PDF Downloads
240 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4596
PDF
Improved LSTM-Based Battery SOH Estimation with Differential Evolution Hyperparameter Optimization
Karthickumar Ponnambalam, Sivaneasan Bala Krishnan, Anurag Sharma, Sze Sing Lee
Abstract
678 | PDF Downloads
453 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4563
PDF
Improving Virtual Metrology Predictions via Transfer Learning and Active Learning
Swee Kuan Loh
Abstract
958 | PDF Downloads
502 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4427
PDF
Intelligent Bearing Fault Diagnosis Under Various Load Conditions Using Bias Mitigation
Seungyun Lee, Sungjong Kim, Minjae Kim, Heonjun Yoon, Byeng D. Youn
Abstract
532 | PDF Downloads
295 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4490
PDF
Interpretable Sensor Importance-Based Multi-Sensor Integration for Condition Monitoring of Rotating Machinery
Sungjong Kim, Seungyun Lee, Minjae Kim, Heonjun Yoon, Byeng D. Youn
Abstract
470 | PDF Downloads
308 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4624
PDF
Irregular Time-Series Hybrid Model for Enhanced Prognostics of Engine Degradation and Failures
Rohit Deo, Aman Yadav, Shruti Bharti, Dr. Nilesh Powar
Abstract
611 | PDF Downloads
354 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4440
PDF
Leveraging Few-Shot In-Context Learning for Scaling Railway Log Anomaly Detection
Quentin Possamaï, Rajesh Bonangi, Alexandre Trilla, Ossee Josepha Charlesia Yiboe, Kenza Saiah, Nenad Mijatovic
Abstract
742 | PDF Downloads
373 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4435
PDF
LLM-based multi-agent system for autonomous maintenance process of machine tools
Jongsu Park, Seongwoo Cho, Yoonji Chae, Sena Nur Durgunlu, Jumyung Um
Abstract
3066 | PDF Downloads
947 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4480
PDF
Methods and Systems for Hybrid Digital Twin Driven Health Predictions for Aircraft Sub-systems
Partha Pratim Adhikari, Deepu Vettimittathu Mathai, Avik Sadhu, Darren Macer
Abstract
1231 | PDF Downloads
598 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4525
PDF
MLOps Framework for Fault Diagnosis in Air Conditioners Using Field Noise
SangUk Son, Yoojeong Noh, Sunhwa Park, Jangwoo Lee
Abstract
702 | PDF Downloads
304 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4511
PDF
Multi-Branch Joint Time-Frequency Transformer for Domain Generalization Fault Diagnosis of Rotating Machinery
Qitong Chen, Liang Chen, Hong Zhuang, Qi Li, Wenjing Zhou
Abstract
716 | PDF Downloads
402 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4597
PDF
Multi-Class Gearbox Fault Diagnosis via Pre-Trained Model-based Domain Adaptation with Healthy-Only Target Data
Dai-Yan Ji, Hanqi Su, Shinya Tsuruta, Daichi Arimizu, Yuto Hachiya, Koji Wakimoto, Jay Lee
Abstract
703 | PDF Downloads
493 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4519
PDF
Multi-source Variable Decoupling Network for Compound Fault Diagnosis of Train Bogie
Qitao Yin, Zhibin Guo, Tiantian Wang, Jingsong Xie, Jinsong Yang
Abstract
710 | PDF Downloads
302 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4615
PDF
Multilevel fault diagnostics for railway applications using limited historical data
Osarenren Kennedy Aimiyekagbon, Alexander Löwen, Raphael Hanselle, Thomas Rief, Maximilian Beck, Walter Sextro
Abstract
570 | PDF Downloads
263 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4449
PDF
Nonlinear and Trend-Aware Industrial Time Series Anomaly Detection with Federated Learning
Zhiqing Luo, Yan Qin
Abstract
704 | PDF Downloads
310 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4607
PDF
ONGOING: A Human-readable, Model-enriching, Continuous Technician Knowledge Modeling Framework
Adrien Bolling, Sylvain Kubler
Abstract
533 | PDF Downloads
297 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4521
PDF
Physics-Informed Transformer with ODE-Guided Joint Modeling for Fault Classification and RUL Prediction in Collaborative Robots
Yingjun Shen, Kang Wang, Zhuoxin Chen, Junkai Huang, Yifan Zhu, Zhe Song
Abstract
728 | PDF Downloads
508 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4625
PDF
Predicting Maintenance Actions from Historical Logs using Domain-Specific LLMs
Aman Kumar, Ahmed Farahat, Chetan Gupta
Abstract
828 | PDF Downloads
489 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4652
PDF
Predictive Prioritization of Railway Bearings Using Acoustic Similarity of NOISY(RS1) Alarms from Wayside Monitoring Systems
leandro_rocha
Abstract
445 | PDF Downloads
251 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4681
PDF
Probabilistic graphical models for diagnosing defectivity patterns
Leonardo Barbini, Peter Kruizinga, Micha Lipplaa, Alvaro Piedrafita
Abstract
450 | PDF Downloads
259 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4608
PDF
Radar Health Monitoring Using Anomaly Detection
Jean-Marc Divanon, Thomas Lavigne, Theo Cornu, Teck Yoong Chai
Abstract
592 | PDF Downloads
320 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4621
PDF
RAVEN: Unsupervised Anomaly Detection in Multivariate Jet Engine Time Series using Residual Learning on Real Test Data
Nouf Almesafri, Mohamed Ragab, Zahi Mohamed, Abdulla Alseiari, Salama Almheiri
Abstract
633 | PDF Downloads
314 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4647
PDF
Real-time Sensor Data Streaming for deployment in Edge AI for Health Index Construction and Remaining Useful Life Prediction
Salama Almheiri, Zahi Mohamed, Mohamed Ragab, Abdulla Alseiari, Nouf Almesafri
Abstract
1134 | PDF Downloads
643 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4646
PDF
Remote monitoring system for detection of faults in drive motors of electric vehicles
Amiya Mohanty, Nagesh
Abstract
648 | PDF Downloads
282 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4673
PDF
Robust Fault Diagnosis of Electric Vehicle Drivetrain Using Amplitude Adjustment Techniques
Jeongmin Oh, Dongjin Park, Youngrock Chung, Kyung-Woo Lee, Dae-Un Sung, Hyunseok Oh
Abstract
432 | PDF Downloads
273 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4455
PDF
Rotary Encoder-Based Health Indicators for Early Detection of Gear Pitting in Commercial Gearboxes
Toby Verwimp, Rui Zhu, Hao Wen, Achilleas Achilleos, Konstantinos Gryllias
Abstract
807 | PDF Downloads
390 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4458
PDF
SAE-FSC
Karkulali Pugalenthi, Van Tung Tran, Ang Shiming, Doan Ngoc Chi Nam
Abstract
474 | PDF Downloads
237 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4648
PDF
Self-Adaptive RUL Prediction of Power Electronic Devices with Package Failure
Chao Guo, Zhonghai Lu
Abstract
534 | PDF Downloads
250 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4651
PDF
Shared Representation Learning for Generalizable SOH Estimation Across Multiple Battery Configurations
Shunyu Wu, Zhuomin Chen, Bingxin Lin, Haozheng Ye, Jiahui Zhou, Yanran Zhao, Dan Li, Jian Lou
Abstract
589 | PDF Downloads
354 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4613
PDF
Study of the degradation of rolling element bearings with artificial dents
Theo Tselonis, Valentius Wirjana, Thomas Hughes, Zhongxiao Peng
Abstract
477 | PDF Downloads
261 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4448
PDF
Towards Autonomous PHM: An Application to Turboshaft Engine Torque Prediction
David He, Eric Bechhoefer, Miao He
Abstract
459 | PDF Downloads
387 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4565
PDF
Towards Adaptive and Robust Unsupervised Anomaly Detection in Satellite Telemetry
Lorenzo Brancato, Alessandro Lucchetti, Francesco Cadini, Marco Giglio
Abstract
769 | PDF Downloads
702 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4465
PDF
Towards Open-Set Fault Diagnosis for Reactor Coolant Pumps under Unknown Fault Conditions
Jonghyeok Kim, Jeongmin Oh, Jueun Lee, Minseok Choi, Hyunseok Oh
Abstract
660 | PDF Downloads
286 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4619
PDF
Towards Systematic Reliability Assessment: A Multi-Criteria Decision Framework for Modeling Heat Pump Systems
Ahmed Qarqour
Abstract
561 | PDF Downloads
292 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4463
PDF
Unsupervised Modeling of Progressive Wear in Aircraft Engines for Predictive Maintenance
Abdellah Madane, Jérôme Lacaille, Hanane Azzag, Mustapha Lebbah
Abstract
447 | PDF Downloads
254 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4529
PDF
Unsupervised Health Indicator Construction via Deep Reinforcement Learning with Terminal-Dominant Reward
Zeqi Wei, Zhibin Zhao, Ruqiang Yan
Abstract
483 | PDF Downloads
296 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4645
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