About the Journal

The Asia-Pacific Conference of the Prognostics and Health Management (PHM) Society is held in the spring of odd years (starting in 2017) and brings together the global community of PHM experts from industry, academia, and government in diverse application areas including energy, aerospace, transportation, automotive, manufacturing, and industrial automation.

All articles published by the PHM Society are available to the global PHM community via the internet for free and without any restrictions.


Current Issue

Edited by:

Takehisa Yairi
Samir Khan
Seiji Tsutsumi

Published: 2023-09-04

Regular Session Papers

A Comparative Study of K-Means Clustering and a Novel Ranking Algorithm for Risk Priority Number Analysis in FMECA

Jiaxiang Cheng, Sungin Cho, Yap Peng Tan, Guoqiang Hu
Abstract 707 | PDF Downloads 554

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

Pengcheng Xia, Kaiwen Zhang , Yixiang Huang , Chengliang Liu
Abstract 681 | PDF Downloads 474

A Physics Informed Machine Learning Approach for Performance Degradation Monitoring of Gas Turbine

Yiyang Liu, Xiaomo Jiang, Xin Ge, Manman Wei
Abstract 1041 | PDF Downloads 1066

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 617 | PDF Downloads 678

A Simple Remaining Useful Life Algorithm Using the Quadratic

Eric Bechhoefer , Nobuhiro Fujiki, Yusuke Kitsutaka, Sotaro Tsukamoto, Akio Usui
Abstract 1062 | PDF Downloads 511

A Simplified Framework for Fault Prediction in Radar Transmitter based on Vector Autoregression Model

Sheriff Murtala, Soojung Hur, Yongwan Park
Abstract 555 | PDF Downloads 531

A Survey of Prognostics and Health Management for Transformers: From Statistical Analysis to Condition-Based Diagnostics

Jiaxiang Cheng, Sungin Cho, Yap Peng Tan, Guoqiang Hu
Abstract 761 | PDF Downloads 533

Abnormal Detection Using Two-Stage Method in Combined Power Plant

Yun Hee Kim , Suk Joo Bae
Abstract 539 | PDF Downloads 480

Advanced Weibull Modelling with Outliers

Yipeng Pang, Guoqiang Hu, Sungin Cho
Abstract 603 | PDF Downloads 778

AI image analysis technologies for efficient water pipeline inspection

Ying Piao, Hiroshi Sukegawa, Kenji Kimiyama, Kensuke Nakamura, Toshiharu Sugino, Takaharu Kunizane, Akira Koizumi
Abstract 647 | PDF Downloads 505

An Enhanced Model-Based Algorithm for Early Internal Short Circuit Detection in Lithium-Ion Batteries

Yiqi Jia, Lorenzo Brancato, Marco Giglio, Francesco Cadini
Abstract 725 | PDF Downloads 627

An improved OAKR approach to condition monitoring of rotating machinery

Kexin Zhang, Xiaomo Jiang
Abstract 614 | PDF Downloads 401

Analysis of Statistical Data Heterogeneity in Federated Fault Identification

Zahra Taghiyarrenani, Slawomir Nowaczyk, Sepideh Pashami
Abstract 1186 | PDF Downloads 580

Anomaly data synthesis and detection via domain randomization

Joonha Jun, Jongsoo Lee
Abstract 520 | PDF Downloads 488

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 691 | PDF Downloads 635

Assessing the Performance of Transformer for Time Series Anomaly Detection

Takuto Nakashima , Takehisa Yairi
Abstract 1024 | PDF Downloads 953

Automatic detection of hardware failures in an air quality measuring station with low cost sensors

Sylvain Poupry, Kamal Medjaher, Cédrick Béler
Abstract 518 | PDF Downloads 346

Automating daily inspection for Expressways using anomaly detection model

Yuta Shirakawa, Satoshi Ito, Reiko Noda, Naoto Yoshitani, Masahide Wake, Honoka Takano
Abstract 510 | PDF Downloads 440

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 1024 | PDF Downloads 457

Comprehensive Failure Diagnosis Model with Degradation Indicators of Multiple Sensors

Jun Tominaga, Shoya Kamiaka, Kohei Kuroda
Abstract 529 | PDF Downloads 455

Configuration and Comparative Study of Prediction Models for Indoor Air Quality

Geonhwi Lee, Hea-Ryeon Seo , Hae-Jin Choi
Abstract 463 | PDF Downloads 521

Deep Learning-Enabled Statistical Model Estimation for Power Transformers with Censoring and Truncation Problems

Jiaxiang Cheng, Sungin Cho, Yap Peng Tan, Guoqiang Hu
Abstract 517 | PDF Downloads 478

Demonstration of Sensor Monitoring of Lubricants

Kyoko Kojima
Abstract 463 | PDF Downloads 480

Detection and Diagnostic with Random Forest Classifier (RFC) to Improve the Maintenance Management System in Steam Boiler of Power Plant

Ghiffari Awliya Muhammad Ashfania, Tarwaji Warsokusumo, Toni Prahasto, Achmad Widodo
Abstract 587 | PDF Downloads 477

Differential Diagnosis with Active Testing

Emile van Gerwen, Leonardo Barbini, Michael Borth
Abstract 497 | PDF Downloads 324

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

Abdallah Alabdallah, Thorsteinn Rognvaldsson, Yuantao Fan , Sepideh Pashami, Mattias Ohlsson
Abstract 1911 | PDF Downloads 289

Energy Saving Structural Health Monitoring Using Semi-Active Identification

Yushin Hara, Tianyi Tang, Keisuke Otsuka, Kanjuro Makihara
Abstract 415 | PDF Downloads 273

Ensemble Neural Networks for Remaining Useful Life (RUL) Prediction

Abhishek Srinivasan, Juan Carlos Andresen, Anders Holst
Abstract 701 | PDF Downloads 365

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

Yuantao Fan, Amine Atoui, Slawomir Nowaczyk, Thorsteinn Rognvaldsson
Abstract 571 | PDF Downloads 360

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 547 | PDF Downloads 304

Explainable multimodal learning for predictive maintenance of steam generators

Duc An Nguyen , Sagar Jose, Thi Phuong Khanh Nguyen, Kamal Medjaher
Abstract 862 | PDF Downloads 494

Fully Unsupervised Defect Clustering using Adversarial Autoencoder

Taewan Kim, Seungchul Lee
Abstract 436 | PDF Downloads 499

Fusion with Joint Distribution and Adversarial Networks: A New Transfer Learning Approach for Intelligent Fault Diagnosis

Xueyi Li, Tianyu Yu, David He, Zhijie Xie, Xiangwei Kong
Abstract 532 | PDF Downloads 323

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 499 | PDF Downloads 284

Health Monitoring of Power Semiconductor Module Using Temperature Sensitive Electrical Parameter

Guesuk Lee, Sungsoon Choi , Byongjin Ma, Kim Jemini
Abstract 481 | PDF Downloads 684

Improving Anomalous Sound Detection by Distance Matrix-Based Visualization of Measurement Flaws

Nobuaki Tanaka, Takeru Shiraga, Yusuke Itani
Abstract 525 | PDF Downloads 417

Long-Term Preventive Failure Mitigation Strategy For Transformers Based on Markov Method

Jianzheng Wang, Guoqiang Hu, Sungin Cho
Abstract 411 | PDF Downloads 380

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

Jinho Jeong, Eunji Kwak, Jun-Hyeong Kim, Ki-Yong Oh
Abstract 860 | PDF Downloads 754

Novel Ensemble Domain Adaptation Methodology for Enhanced Multi-class Fault Diagnosis of Highly-Connected Fleet of Assets

Takanobu Minami, Alexander Suer, Pradeep Kundu, Shahin Siahpour, Jay Lee
Abstract 618 | PDF Downloads 383

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 416 | PDF Downloads 301

Online fault detection for industrial processes through Kalman filter

Wenyi Liu , Takehisa Yairi
Abstract 537 | PDF Downloads 314

Physical Reservoir-Based Health Monitoring of a Structure with Nonlinear Attachments

Arata Masuda, Konosuke Takashima
Abstract 486 | PDF Downloads 323

Prediction of Impact Information of Composites Laminates Considering the Practicality

Saki Hasebe, Ryo Higuchi, Tomohiro Yokozeki, Shin-ichi Takeda
Abstract 419 | PDF Downloads 262

Prognosis using Bayesian Method by Incorporating Physical Constraints

Hyung Jun Park, Nam Ho Kim, Joo-Ho Choi
Abstract 460 | PDF Downloads 286

Quantum Optimization for Location Assignment Problem in ASSR

Kuniaki Satori, Nobuyuki Yoshikawa
Abstract 645 | PDF Downloads 394

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 448 | PDF Downloads 561

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 921 | PDF Downloads 822

Study on the intermittent fault mechanism of electromagnetic relay under complex environmental stress

Ye Jingzhong, Lyu Kehong, Liu Guanjun, Qiu Jing
Abstract 461 | PDF Downloads 845

Tacholess Instantaneous Speed Estimation Considering the Characteristics of Vibration Harmonics

Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong Moon Ha, Byeng Dong Youn
Abstract 506 | PDF Downloads 344

Trip Reduction in Turbo Machinery

Pranay Mathur , Carlo Michelassi , Simi Madhavan Karatha , Gilda Pedoto , Miguel Gomez Alguacil
Abstract 482 | PDF Downloads 345

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 982 | PDF Downloads 440

Unsupervised Retrieval Based Multivariate Time Series Anomaly Detection and Diagnosis with Deep Binary Coding Models

Takehiko Mizoguchi, Yuji Kobayashi , Yasuhiro Ajiro
Abstract 518 | PDF Downloads 393

V-belt Tension Reduction Diagnostic Method By Using Multi-Frequency Current Power Spectrum Density

Hiroshi Inoue, Ken Hirakida, Makoto Kanemaru, Peng Chen
Abstract 433 | PDF Downloads 281

Data Challenge Papers

Anomaly Detection in Spacecraft Propulsion System using Time Series Classification based on K-NN

Yoshiki Kato, Taku Kato, Tsubasa Tanaka
Abstract 932 | PDF Downloads 533

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 620 | PDF Downloads 393

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 700 | PDF Downloads 393

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 769 | PDF Downloads 593

Invited Papers

Special Session Papers

A Feature Selection Method for Machine Tool Wear Diagnosis

Yuji Homma, Takaaki Nakamura
Abstract 508 | PDF Downloads 402

A Health Index for Satellite System Based on Characteristics of Telemetry Data

Shun Katsube, Hironori Sahara
Abstract 419 | PDF Downloads 305

A New Challenge in Predictive Maintenance Analysis for Aircraft

Takashi Takemura
Abstract 1539 | PDF Downloads 839

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 893 | PDF Downloads 565

A Study on the Intent-based System Design Automation Method for Fault Detection and Fault Tolerance

Takayuki Kuroda, Toshiki Watanabe, Tatsuya Fukuda
Abstract 463 | PDF Downloads 373

Acoustic Signal based Non-Contact Ball Bearing Fault Diagnosis Using Adaptive Wavelet De-Noising

Wonho Jung, Sung-Hyun Yun, Yong-Hwa Park
Abstract 435 | PDF Downloads 328

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 828 | PDF Downloads 453

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 428 | PDF Downloads 507

Anomaly detection for yield improvement in glass production

Haruo Yonemori, Kenichi Arai, Hironobu Yamamichi , Ichiro Sakata, Makoto Imamura
Abstract 501 | PDF Downloads 351

Anomaly Detection in Air Handling Units using Motor Current Signal Imaging for Belt Looseness Detection

Sung Hyun Yun, Wonho Jung, Daeguen Lim, Yong-Hwa Park
Abstract 530 | PDF Downloads 499

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 648 | PDF Downloads 588

Anomaly detection of propulsion system of spacecrafts with Light GBM

Shota Iino, Hideki Nomoto, Takayuki Hirose, Yasutaka Michiura, Go Fujii, Takashi Uchiyama
Abstract 461 | PDF Downloads 394

Anomaly Sign Detection for Automatic Ticket Gates by the Histogram Limitation Method

Ken Ueno, Shigeru Maya, Kiyoku Endo
Abstract 444 | PDF Downloads 319

Applications of Active Learning in Predictive Maintenance

Navid Zaman, You Jung Jun, Yan Li, Daniel Chan
Abstract 455 | PDF Downloads 422

Automatic Detection of Concrete Surface Defects Using Deep Learning and Laser Ultrasonic Visualization Testing

Takahiro Saitoh, Syumpei Ohyama, Tsuyoshi Kato, Sohichi Hirose
Abstract 524 | PDF Downloads 267

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 611 | PDF Downloads 377

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 396 | PDF Downloads 411

Damage-Based Lifetime Modeling for Power Electronic Devices

Chao Guo, Chao Guo, Zhonghai Lu
Abstract 554 | PDF Downloads 439

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 713 | PDF Downloads 652

Data-driven satellite monitoring method applicable to various telemetry

Noriyasu Omata, Seiji Tsutsumi , Abe Masaharu , Iku Shinohara
Abstract 488 | PDF Downloads 323

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 546 | PDF Downloads 558

Deep Metric Learning for Abnormal Rotation Detection of Satellites from Irregularly Sampled Light Curve

Jun Yoshida, Ryosuke Togawa, Taichiro Sano
Abstract 445 | PDF Downloads 325

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 753 | PDF Downloads 712

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 456 | PDF Downloads 345

Development of a space exploration rover digital twin for damage detection

Lucio Pinello, Marco Giglio, Claudio Cadini, Giuseppe Francesco De Luca
Abstract 644 | PDF Downloads 619

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 496 | PDF Downloads 399

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 655 | PDF Downloads 290

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 529 | PDF Downloads 385

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 442 | PDF Downloads 349

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 463 | PDF Downloads 412

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

Dehong Liu, Anantaram Varatharajan, Abraham Goldsmith
Abstract 543 | PDF Downloads 270

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 466 | PDF Downloads 344

Few-Shot Learning for Full Ceramic Bearing Fault Diagnosis with Acoustic Emission Signals

David He, Miao He, Alessandro Taffari
Abstract 646 | PDF Downloads 443

Field study toward anomaly road damage detection with drive recorder

Masato Tsuchiya, Ken Miyamoto, Takashi Ota, Yasushi Sugama
Abstract 501 | PDF Downloads 336

Imbalanced Anomaly Detection Using Augmented Deeper FCDDs for Wooden Sleeper Deterioration Prognostics

Takato Yasuno, Junichiro Fujii, Masahiro Okano
Abstract 475 | PDF Downloads 281

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 488 | PDF Downloads 336

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

Hitoshi Komoto, German Herrera, Jonny Herwan, Yoshiyuki Furukawa
Abstract 376 | PDF Downloads 253

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 730 | PDF Downloads 1035

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 988 | PDF Downloads 725

MLOps for PHM Systems

Mikael Yemane
Abstract 576 | PDF Downloads 600

Model Based and Big Data Enabled Predictive Maintenance Capability Development Experience

Mark Mazarek , Darren Macer , Changzhou Wang
Abstract 1066 | PDF Downloads 1348

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 472 | PDF Downloads 425

Non-destructive Prognostics for Rolling Bearings by Eddy Current Testing

Daisuke Kobayashi, Koichiro Ono, Masahide Natori, Hiroki Komata
Abstract 622 | PDF Downloads 468

Nonlinear Model Predictive Control using Neural ODE Replicas of Dynamic Simulators

Shumpei Kubosawa, Takashi Onishi, Yoshimasa Tsuruoka
Abstract 801 | PDF Downloads 438

Observation Maintenance for Bridges Using Early Detection of Deterioration Progress

Hitoshi Ito, Toshiaki Mizobuchi
Abstract 388 | PDF Downloads 238

Operational Prognostic Model Evaluation

Shashvat Prakash, Katarina Vuckovic , Sanket Amin
Abstract 451 | PDF Downloads 2698

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

Toshihiro Shimbo, Yousuke Okada, Hitoshi Matsubara
Abstract 421 | PDF Downloads 296

Power Consumption Optimization for Electric Arc Furnace with Time Series Prediction

Jaehyuk Lee, Songhwan Kim, Boseon Yoo , Jaesik Choi
Abstract 853 | PDF Downloads 1404

Predictive Maintenance for station equipment and Applications for the Space field

Ryoma Yokoyama, Ryosuke Kono, Atsushi Matsuda, Yohei Shiomi
Abstract 419 | PDF Downloads 593

Predictive modelling for airline technical operations

Dimitri Reiswich
Abstract 632 | PDF Downloads 508

Proposal of a Time Series Anomaly Detection Method Using Image Encoding Techniques

Ryo Sakurai, Takehisa Yairi
Abstract 591 | PDF Downloads 674

Quality Management for Machine Learning Systems

Yutaka Oiwa
Abstract 417 | PDF Downloads 375

Resilient Operation Planning for CubeSat Using Reinforcement Learning

Shuntaro Kuroiwa, Nozomu Kogiso
Abstract 472 | PDF Downloads 324

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 629 | PDF Downloads 311

Semi-supervised machine learning for motor eccentricity fault diagnosis

Bingnan Wang, Shen Zhang, Hiroshi Inoue, Makoto Kanemaru
Abstract 554 | PDF Downloads 322

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

Osamu Yoshimatsu, Keiichiro Taguchi, Sato Yoshihiro, Takehisa Yairi
Abstract 474 | PDF Downloads 446

SKYWISE - Big data platform as a foundation of airlines predictive and health monitoring

William Bernard, Anthony Hoffmann
Abstract 1599 | PDF Downloads 3767

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 463 | PDF Downloads 280

Study on Fault Diagnosis in a Spacecraft Propulsion System

Kazushi Adachi, Samir Khan, Kohji Tominaga, Noriyasu Omata, Seiji Tsutsumi, Taiichi Nagata
Abstract 595 | PDF Downloads 506

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

Akira Ishii, Hiroaki Sugawara, Masazumi Amakata
Abstract 418 | PDF Downloads 279