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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
249 | PDF Downloads
107 |
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
206 | PDF Downloads
112 |
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
164 | PDF Downloads
83 |
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
195 | PDF Downloads
82 |
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
190 | PDF Downloads
70 |
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
253 | PDF Downloads
120 |
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
137 | PDF Downloads
101 |
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
147 | PDF Downloads
83 |
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
163 | PDF Downloads
98 |
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
154 | PDF Downloads
79 |
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
189 | PDF Downloads
114 |
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
197 | PDF Downloads
118 |
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
370 | PDF Downloads
188 |
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
117 | PDF Downloads
89 |
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
197 | PDF Downloads
125 |
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
125 | PDF Downloads
62 |
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
138 | PDF Downloads
64 |
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
228 | PDF Downloads
115 |
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
241 | PDF Downloads
119 |
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
158 | PDF Downloads
92 |
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
167 | PDF Downloads
85 |
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
102 | PDF Downloads
65 |
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
148 | PDF Downloads
84 |
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
146 | PDF Downloads
90 |
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
129 | PDF Downloads
67 |
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
139 | PDF Downloads
113 |
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
145 | PDF Downloads
121 |
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
152 | PDF Downloads
89 |
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
145 | PDF Downloads
66 |
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
183 | PDF Downloads
126 |
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
101 | PDF Downloads
99 |
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
171 | PDF Downloads
109 |
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
135 | PDF Downloads
55 |
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
107 | PDF Downloads
60 |
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
206 | PDF Downloads
113 |
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
173 | PDF Downloads
102 |
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
174 | PDF Downloads
66 |
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
168 | PDF Downloads
61 |
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
254 | PDF Downloads
143 |
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
157 | PDF Downloads
74 |
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
166 | PDF Downloads
79 |
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
167 | PDF Downloads
59 |
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
238 | PDF Downloads
167 |
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
226 | PDF Downloads
112 |
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
158 | PDF Downloads
82 |
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
129 | PDF Downloads
127 |
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
256 | PDF Downloads
94 |
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
236 | PDF Downloads
125 |
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
570 | PDF Downloads
300 |
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
286 | PDF Downloads
190 |
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
154 | PDF Downloads
83 |
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
154 | PDF Downloads
92 |
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
195 | PDF Downloads
142 |
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
206 | PDF Downloads
85 |
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
162 | PDF Downloads
67 |
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
219 | PDF Downloads
122 |
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
159 | PDF Downloads
106 |
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
190 | PDF Downloads
113 |
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
209 | PDF Downloads
123 |
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
138 | PDF Downloads
71 |
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
135 | PDF Downloads
73 |
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
163 | PDF Downloads
88 |
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
159 | PDF Downloads
96 |
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
267 | PDF Downloads
206 |
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
156 | PDF Downloads
112 |
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
124 | PDF Downloads
79 |
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
288 | PDF Downloads
187 |
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
141 | PDF Downloads
68 |
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
125 | PDF Downloads
61 |
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
154 | PDF Downloads
97 |
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
127 | PDF Downloads
68 |
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
141 | PDF Downloads
87 |
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
220 | PDF Downloads
168 |
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
131 | PDF Downloads
75 |
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
137 | PDF Downloads
73 |
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
124 | PDF Downloads
66 |
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
121 | PDF Downloads
81 |
DOI
https://doi.org/10.36001/phmap.2025.v5i1.4645
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