Vol. 4 No. 1 (2023): Proceedings of the Asia Pacific Conference of the PHM Society 2023

Edited by:

Takehisa Yairi
Samir Khan
Seiji Tsutsumi

Published: 2023-09-04

Invited Papers

Regular Session Papers

A Multi-periodicity and Multi-scale Network for Motor Fault Diagnosis

Pengcheng Xia, Kaiwen Zhang , Yixiang Huang , Chengliang Liu
Abstract 235 | PDF Downloads 217 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3742

A Signal Pre-processing Method for Condition Monitoring based on Vibration Signals from On-Site Manipulators

Hea-Ryeon Seo, Geonhwi Lee, Gun Sik, Jae Min, Deog Hyeon Kim, Jin Woo Park, Hae-Jin Choi
Abstract 170 | PDF Downloads 205 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3601

A Simple Remaining Useful Life Algorithm Using the Quadratic

Eric Bechhoefer , Nobuhiro Fujiki, Yusuke Kitsutaka, Sotaro Tsukamoto, Akio Usui
Abstract 603 | PDF Downloads 271 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3656

Advanced Weibull Modelling with Outliers

Yipeng Pang, Guoqiang Hu, Sungin Cho
Abstract 177 | PDF Downloads 195 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3712

AI image analysis technologies for efficient water pipeline inspection

Ying Piao, Hiroshi Sukegawa, Kenji Kimiyama, Kensuke Nakamura, Toshiharu Sugino, Takaharu Kunizane, Akira Koizumi
Abstract 117 | PDF Downloads 80 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3836

Analysis of Statistical Data Heterogeneity in Federated Fault Identification

Zahra Taghiyarrenani, Slawomir Nowaczyk, Sepideh Pashami
Abstract 307 | PDF Downloads 243 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3708

Architecting a Digital Twin-Based Predictive Maintenance System for Modelling Cable Joint Degradation

Raymon van Dinter, Görkem Ekmekci, Sander Rieken, Bedir Tekinerdogan, Cagatay Catal
Abstract 224 | PDF Downloads 234 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3753

Automating daily inspection for Expressways using anomaly detection model

Yuta Shirakawa, Satoshi Ito, Reiko Noda, Naoto Yoshitani, Masahide Wake, Honoka Takano
Abstract 133 | PDF Downloads 145 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3597

Bridging the Gap: A Comparative Analysis of Regressive Remaining Useful Life Prediction and Survival Analysis Methods for Predictive Maintenance

Mahmoud Rahat , Zahra Kharazian , Peyman Sheikholharam Mashhadi, Thorsteinn Rögnvaldsson, Shamik Choudhury
Abstract 397 | PDF Downloads 210 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3646

Differential Diagnosis with Active Testing

Emile van Gerwen, Leonardo Barbini, Michael Borth
Abstract 137 | PDF Downloads 105 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3763

Discovering Premature Replacements in Predictive Maintenance Time-to-Event Data

Abdallah Alabdallah, Thorsteinn Rognvaldsson, Yuantao Fan , Sepideh Pashami, Mattias Ohlsson
Abstract 943 | PDF Downloads 122 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3609

Energy Saving Structural Health Monitoring Using Semi-Active Identification

Yushin Hara, Tianyi Tang, Keisuke Otsuka, Kanjuro Makihara
Abstract 86 | PDF Downloads 92 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3729

Ensemble Neural Networks for Remaining Useful Life (RUL) Prediction

Abhishek Srinivasan, Juan Carlos Andresen, Anders Holst
Abstract 195 | PDF Downloads 160 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3611

Evaluation of Multi-Modal Learning for Predicting Coolant Pump Failures in Heavy Duty Vehicles

Yuantao Fan, Amine Atoui, Slawomir Nowaczyk, Thorsteinn Rognvaldsson
Abstract 140 | PDF Downloads 110 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3716

Event detection in a noisy time series data using static smoothening and gradient variation analytics

Saravanaram T, Unnat Mankad, Simi Madhavan Karatha, Carmine Allegorico, Arati Halaki
Abstract 186 | PDF Downloads 130 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3749

Explainable multimodal learning for predictive maintenance of steam generators

Duc An Nguyen , Sagar Jose, Thi Phuong Khanh Nguyen, Kamal Medjaher
Abstract 194 | PDF Downloads 131 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3783

Fuzzy-membership-based labeling: a new labeling method for both classification task and regression task

Diwang Ruan, Zhaorong Li, Yuheng Wu, Jianping Yan, Clemens Gühmann
Abstract 118 | PDF Downloads 110 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3721

Multiphysics-informed DeepONet of a lithium-ion battery to predict thermal runaway

Jinho Jeong, Eunji Kwak, Jun-Hyeong Kim, Ki-Yong Oh
Abstract 289 | PDF Downloads 303 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3755

Observation and Prediction of Instability due to RD Fluid Force in Rotating Machinery by Operational Modal Analysis

Daiki Goto, Tsuyoshi Inoue, Akira Heya, Shogo Kimura, Shinsaku Nakamura, Yusuke Watanabe
Abstract 69 | PDF Downloads 106 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3669

Prediction of Impact Information of Composites Laminates Considering the Practicality

Saki Hasebe, Ryo Higuchi, Tomohiro Yokozeki, Shin-ichi Takeda
Abstract 73 | PDF Downloads 76 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3658

Sequential Domain Adaptation for Fault Diagnosis in Rotating Machinery

Yong Chae Kim, Jin Uk Ko, Jinwook Lee, Taehun Kim , Joon Ha Jung, Byeng D. Youn
Abstract 90 | PDF Downloads 138 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3740

Sound-Dr: Reliable Sound Dataset and Baseline Artificial Intelligence System for Respiratory Illnesses

Van Truong Hoang, Quang Nguyen, Quoc Cuong Nguyen, Xuan Phong Nguyen, Hoang Nguyen
Abstract 249 | PDF Downloads 185 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3604

Tacholess Instantaneous Speed Estimation Considering the Characteristics of Vibration Harmonics

Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong Moon Ha, Byeng Dong Youn
Abstract 117 | PDF Downloads 112 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3718

Trip Reduction in Turbo Machinery

Pranay Mathur , Carlo Michelassi , Simi Madhavan Karatha , Gilda Pedoto , Miguel Gomez Alguacil
Abstract 114 | PDF Downloads 88 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3737

Unsupervised Anomaly Detection in Marine Diesel Engines using Transformer Neural Networks and Residual Analysis

Qin Liang, Knut Erik Knutsen, Erik Vanem, Houxiang Zhang, Vilmar Æsøy
Abstract 280 | PDF Downloads 203 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3724

Data Challenge Papers

Dataset Generation Based on 1D-CAE Modeling for Fault Diagnostics in a Spacecraft Propulsion System

Kohji Tominaga, Yu Daimon, Masao Toyama, Kazushi Adachi, Seiji Tsutsumi, Noriyasu Omata, Taiichi Nagata
Abstract 167 | PDF Downloads 126 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3784

Expert-Informed Hierarchical Diagnostics of Multiple Fault Modes of a Spacecraft Propulsion System

Osarenren Kennedy Aimiyekagbon, Alexander Lowen, Amelie Bender, Lars Muth, Walter Sextro
Abstract 216 | PDF Downloads 150 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3596

Hybrid Approach of XGBoost and Rule-based Model for Fault Detection and Severity Estimation in Spacecraft Propulsion System

Sang Kyung Lee, Jiwon Lee, Seungyun Lee, Bongmo Kim, Yong Chae Kim, Jinwook Lee, Byeng Dong Youn
Abstract 325 | PDF Downloads 160 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3709

Special Session Papers

A Simple Hybrid Model for Estimating Remaining Useful Life of SiC MOSFETs in Power Cycling Experiments

Mattias P. Eng, Andreas Lövberg, Maciej Misiorny, Wilhelm Söderkvist Vermelin, Klas Brinkfeldt, Madhav Mishra
Abstract 327 | PDF Downloads 224 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3744

Advancing Predictive Maintenance: A Study of Domain Adaptation for Fault Identification in Gearbox Components

Shinya Tsuruta, Koji Wakimoto, Takaaki Nakamura, Shahin Siahpour, Marcella Miller, John Taco, Jay Lee
Abstract 320 | PDF Downloads 214 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3714

Algorithmic Study for Power Restoration in Electrical Distribution Networks

Jun Kawahara, Chuta Yamaoka, Takehiro Ito, Akira Suzuki, Daisuke Iioka, Shuhei Sugimura, Seiya Goto, Takayuki Tanabe
Abstract 91 | PDF Downloads 110 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3625

Anomaly detection for yield improvement in glass production

Haruo Yonemori, Kenichi Arai, Hironobu Yamamichi , Ichiro Sakata, Makoto Imamura
Abstract 101 | PDF Downloads 125 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3748

Anomaly Detection in Airliner Centrifugal Compressor Using Sensor Data during the Climb Phase

Sadanari Shigetomi, Makoto Imamura, Naoya Kaido , Makoto Taniguchi , Masaru Nishiwaki , Junichiro Kaya
Abstract 184 | PDF Downloads 170 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3648

Anomaly detection of propulsion system of spacecrafts with Light GBM

Shota Iino, Hideki Nomoto, Takayuki Hirose, Yasutaka Michiura, Go Fujii, Takashi Uchiyama
Abstract 91 | PDF Downloads 121 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3719

Applications of Active Learning in Predictive Maintenance

Navid Zaman, You Jung Jun, Yan Li, Daniel Chan
Abstract 90 | PDF Downloads 98 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3620

Building The Health Monitoring and Fault Diagnosis Models For Stamping Press

Yuan-Jen Chang, Lin-Jie Chen, Yuta Tu, Hung-Pin Yang, Chen-Kang Lee
Abstract 131 | PDF Downloads 115 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3735

Condition-based Maintenance of Brake Pads and Tires in Shared Vehicles using Cloud-based Health monitoring and prognostics.

Jeong Hae Lee, Jaewook Oh, Jeongwoo Lee, Seungyoung Park, Jihyeon Lee, Namsu Kim
Abstract 81 | PDF Downloads 95 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3599

Data-Driven Prognostics and Diagnostics of Industrial Machinery — A Turbofan Engine Case Study

Russell Graves, Peeyush Pankaj, Vineet J Kuruvilla, Rachel Johnson, Michio Inoue
Abstract 173 | PDF Downloads 162 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3690

Data-driven satellite monitoring method applicable to various telemetry

Noriyasu Omata, Seiji Tsutsumi , Abe Masaharu , Iku Shinohara
Abstract 119 | PDF Downloads 116 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3615

Deep Learning Approach for Operational Transfer Path Analysis: Case Study of Electric Vehicles

Jeongmin Oh , Donghwi Yoo, Hyunseok Oh, Yong Hyun Ryu , Kyung-Woo Lee, Dae-Un Sung
Abstract 140 | PDF Downloads 125 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3793

Design of a Framework for Demand Forecasting Using Time Series Decomposition-Based Approach

Hazuki Shibayama, Aya Ishigaki, Takasumi Kobe, Takafumi Ueda, Daichi Arimizu, Takaaki Nakamura
Abstract 194 | PDF Downloads 194 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3696

Demonstration of model-based real-time anomaly detection in a JAXA 6.5m×5.5m low-speed wind tunnel.

Shotaro Hamato, Seiji Tsutsumi , Hirotaka Yamashita, Tatsuro Shiohara, Tomonari Hirotani , Hiroyuki Kato
Abstract 93 | PDF Downloads 91 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3632

Development of a space exploration rover digital twin for damage detection

Lucio Pinello, Marco Giglio, Claudio Cadini, Giuseppe Francesco De Luca
Abstract 153 | PDF Downloads 178 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3628

Development of demonstration system for fault diagnosis of rotating equipments using RK4 test rig

Hyun Joon Lee, Jae Won Jang, Hyung Jun Park, Kyoung Rae Noh, Sangchul Lee , Joo-Ho Choi
Abstract 117 | PDF Downloads 135 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3642

Digital Twin for condition based maintenance within a railway infrastructure testing lab

Antonio J. Guillén López, Juan Fco. Gómez Fernández, Pedro Urda, Jose Luis Escalona, Adolfo Crespo Márquez, Fernando Olivencia
Abstract 221 | PDF Downloads 127 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3662

Digital Twin for Diagnosis of Belt Looseness in HVAC Systems using multi-body dynamics simulation

Daeguen Lim, Wonho Jung, Sung Hyun Yun, Yong Hwa Park, Gil-Yong Lee
Abstract 148 | PDF Downloads 130 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3782

Efficient Inspection of Civil Engineering Structures for Railways and Roads Using Images and GNSS

Tomoya Abe, Masashi Ueda, Yuki Watanabe, Yoshiyuki Matsui, Takato Yasuno
Abstract 92 | PDF Downloads 93 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3683

Expert Knowledge Transfer from CAE Models to CNN Models Using Enhanced Adversarial Domain Adaptation

Minseok Choi, Dongmin Lee, Mikyung Hwang, Dongwhi Yoo, Hyunseoh Oh
Abstract 107 | PDF Downloads 127 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3634

Extracting Broken-Rotor-Bar Fault Signature of Varying-Speed Induction Motors

Dehong Liu, Anantaram Varatharajan, Abraham Goldsmith
Abstract 179 | PDF Downloads 114 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3710

Fault Detection of Rotor Bars in Inverter-Fed Induction Motors Based on Current Signature Analysis Technique

Tomoyuki Iwawaki, Makoto Kanemaru, Yuto Yasuhara, Toshihiko Miyauchi
Abstract 124 | PDF Downloads 99 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3725

Field study toward anomaly road damage detection with drive recorder

Masato Tsuchiya, Ken Miyamoto, Takashi Ota, Yasushi Sugama
Abstract 123 | PDF Downloads 116 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3732

Improvement in Identification Accuracy of a Failure Diagnostic System for a Reusable Rocket Engine

Fumihisa Nagashima, Hatsuo Mori, Yasuhiro Ishikawa , Sato Masaki , Tomoyuki Hashimoto
Abstract 113 | PDF Downloads 103 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3637

Integration of Health Monitoring of Cutting Tools and Production Scheduling in Smart Factory

Hitoshi Komoto, German Herrera, Jonny Herwan, Yoshiyuki Furukawa
Abstract 97 | PDF Downloads 96 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3659

Lessons Learned from Aircraft Component Failure Prediction using Full Flight Sensor Data

Changzhou Wang, Darren Puigh, Audrey Lei, Wei Guo, Jun Yuan, Mark Mazarek
Abstract 286 | PDF Downloads 317 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3684

Machine learning model for detecting hydrogen leakage from hydrogen pipeline using physical modeling

Yuki Suzuki, Jo Nakayama, Tomoya Suzuki, Tomoya Soma, Yu-ichiro Izato, Atusmi Miyake
Abstract 254 | PDF Downloads 201 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3765

MLOps for PHM Systems

Mikael Yemane
Abstract 158 | PDF Downloads 172 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3703

Modeling of Journal Bearings for Wear Diagnosis and Its Verification Using SVM

Masaki Goto , Tsuyoshi Inoue , Akira Heya , Keiichi Katayama, Shogo Kimura, Shigeyuki Tomimatsu, Shota Yabui
Abstract 104 | PDF Downloads 136 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3640

Non-destructive Prognostics for Rolling Bearings by Eddy Current Testing

Daisuke Kobayashi, Koichiro Ono, Masahide Natori, Hiroki Komata
Abstract 175 | PDF Downloads 129 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3715

Nonlinear Model Predictive Control using Neural ODE Replicas of Dynamic Simulators

Shumpei Kubosawa, Takashi Onishi, Yoshimasa Tsuruoka
Abstract 247 | PDF Downloads 173 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3679

Operational Prognostic Model Evaluation

Shashvat Prakash, Katarina Vuckovic , Sanket Amin
Abstract 118 | PDF Downloads 2400 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3790

Pipe Corrosion Inspection System based on Human-in-the-Loop Machine Learning

Toshihiro Shimbo, Yousuke Okada, Hitoshi Matsubara
Abstract 93 | PDF Downloads 106 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3699

Power Consumption Optimization for Electric Arc Furnace with Time Series Prediction

Jaehyuk Lee, Songhwan Kim, Boseon Yoo , Jaesik Choi
Abstract 220 | PDF Downloads 160 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3743

Predictive Maintenance for station equipment and Applications for the Space field

Ryoma Yokoyama, Ryosuke Kono, Atsushi Matsuda, Yohei Shiomi
Abstract 98 | PDF Downloads 127 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3767

RUL Estimation for Package Failure of Power Electronic Devices Using Integral Mean of Precursor Signal

Zhonghai Lu, Chao Guo , Pol Ghesquiere , Kai Kriegel, Gerhard Mitic
Abstract 181 | PDF Downloads 156 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3643

Semi-supervised machine learning for motor eccentricity fault diagnosis

Bingnan Wang, Shen Zhang, Hiroshi Inoue, Makoto Kanemaru
Abstract 117 | PDF Downloads 123 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3644

Size Estimation of Flaking in Rolling Bearings Using Deep Learning with Explainability

Osamu Yoshimatsu, Keiichiro Taguchi, Sato Yoshihiro, Takehisa Yairi
Abstract 131 | PDF Downloads 158 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3674

Systemic symptom detection in telemetry of ISS with explainability using FRAM and SpecTRM

Shota Iino, Hideki Nomoto, Takashi Fukui, Sayaka Ishizawa, Miki Sasaki, Yohei Yagisawa, Takayuki Hirose, Yasutaka Michiura, Hiroharu Shibayama
Abstract 116 | PDF Downloads 109 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3731

Study on Fault Diagnosis in a Spacecraft Propulsion System

Kazushi Adachi, Samir Khan, Kohji Tominaga, Noriyasu Omata, Seiji Tsutsumi, Taiichi Nagata
Abstract 160 | PDF Downloads 164 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3693

Study on the Estimation of Concrete Defects Volume on Dam Body Surface

Akira Ishii, Hiroaki Sugawara, Masazumi Amakata
Abstract 85 | PDF Downloads 83 | DOI https://doi.org/10.36001/phmap.2023.v4i1.3707