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 500 | PDF Downloads 452

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

Pengcheng Xia, Kaiwen Zhang , Yixiang Huang , Chengliang Liu
Abstract 493 | PDF Downloads 418

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

Yiyang Liu, Xiaomo Jiang, Xin Ge, Manman Wei
Abstract 795 | PDF Downloads 912

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 425 | PDF Downloads 474

A Simple Remaining Useful Life Algorithm Using the Quadratic

Eric Bechhoefer , Nobuhiro Fujiki, Yusuke Kitsutaka, Sotaro Tsukamoto, Akio Usui
Abstract 870 | PDF Downloads 453

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

Sheriff Murtala, Soojung Hur, Yongwan Park
Abstract 362 | PDF Downloads 399

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 557 | PDF Downloads 487

Abnormal Detection Using Two-Stage Method in Combined Power Plant

Yun Hee Kim , Suk Joo Bae
Abstract 370 | PDF Downloads 410

Advanced Weibull Modelling with Outliers

Yipeng Pang, Guoqiang Hu, Sungin Cho
Abstract 411 | PDF Downloads 649

AI image analysis technologies for efficient water pipeline inspection

Ying Piao, Hiroshi Sukegawa, Kenji Kimiyama, Kensuke Nakamura, Toshiharu Sugino, Takaharu Kunizane, Akira Koizumi
Abstract 441 | PDF Downloads 422

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

Yiqi Jia, Lorenzo Brancato, Marco Giglio, Francesco Cadini
Abstract 522 | PDF Downloads 521

An improved OAKR approach to condition monitoring of rotating machinery

Kexin Zhang, Xiaomo Jiang
Abstract 418 | PDF Downloads 344

Analysis of Statistical Data Heterogeneity in Federated Fault Identification

Zahra Taghiyarrenani, Slawomir Nowaczyk, Sepideh Pashami
Abstract 943 | PDF Downloads 506

Anomaly data synthesis and detection via domain randomization

Joonha Jun, Jongsoo Lee
Abstract 331 | PDF Downloads 388

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 500 | PDF Downloads 500

Assessing the Performance of Transformer for Time Series Anomaly Detection

Takuto Nakashima , Takehisa Yairi
Abstract 801 | PDF Downloads 816

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

Sylvain Poupry, Kamal Medjaher, Cédrick Béler
Abstract 322 | PDF Downloads 291

Automating daily inspection for Expressways using anomaly detection model

Yuta Shirakawa, Satoshi Ito, Reiko Noda, Naoto Yoshitani, Masahide Wake, Honoka Takano
Abstract 313 | PDF Downloads 373

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 819 | PDF Downloads 419

Comprehensive Failure Diagnosis Model with Degradation Indicators of Multiple Sensors

Jun Tominaga, Shoya Kamiaka, Kohei Kuroda
Abstract 337 | PDF Downloads 339

Configuration and Comparative Study of Prediction Models for Indoor Air Quality

Geonhwi Lee, Hea-Ryeon Seo , Hae-Jin Choi
Abstract 278 | PDF Downloads 315

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

Jiaxiang Cheng, Sungin Cho, Yap Peng Tan, Guoqiang Hu
Abstract 337 | PDF Downloads 419

Demonstration of Sensor Monitoring of Lubricants

Kyoko Kojima
Abstract 290 | PDF Downloads 351

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 389 | PDF Downloads 407

Differential Diagnosis with Active Testing

Emile van Gerwen, Leonardo Barbini, Michael Borth
Abstract 319 | PDF Downloads 270

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

Abdallah Alabdallah, Thorsteinn Rognvaldsson, Yuantao Fan , Sepideh Pashami, Mattias Ohlsson
Abstract 1650 | PDF Downloads 249

Energy Saving Structural Health Monitoring Using Semi-Active Identification

Yushin Hara, Tianyi Tang, Keisuke Otsuka, Kanjuro Makihara
Abstract 239 | PDF Downloads 238

Ensemble Neural Networks for Remaining Useful Life (RUL) Prediction

Abhishek Srinivasan, Juan Carlos Andresen, Anders Holst
Abstract 494 | PDF Downloads 337

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

Yuantao Fan, Amine Atoui, Slawomir Nowaczyk, Thorsteinn Rognvaldsson
Abstract 385 | PDF Downloads 296

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 380 | PDF Downloads 260

Explainable multimodal learning for predictive maintenance of steam generators

Duc An Nguyen , Sagar Jose, Thi Phuong Khanh Nguyen, Kamal Medjaher
Abstract 624 | PDF Downloads 435

Fully Unsupervised Defect Clustering using Adversarial Autoencoder

Taewan Kim, Seungchul Lee
Abstract 248 | PDF Downloads 295

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 350 | PDF Downloads 292

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 321 | PDF Downloads 253

Health Monitoring of Power Semiconductor Module Using Temperature Sensitive Electrical Parameter

Guesuk Lee, Sungsoon Choi , Byongjin Ma, Kim Jemini
Abstract 295 | PDF Downloads 450

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

Nobuaki Tanaka, Takeru Shiraga, Yusuke Itani
Abstract 331 | PDF Downloads 323

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

Jianzheng Wang, Guoqiang Hu, Sungin Cho
Abstract 239 | PDF Downloads 282

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

Jinho Jeong, Eunji Kwak, Jun-Hyeong Kim, Ki-Yong Oh
Abstract 655 | PDF Downloads 635

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 436 | PDF Downloads 327

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 237 | PDF Downloads 240

Online fault detection for industrial processes through Kalman filter

Wenyi Liu , Takehisa Yairi
Abstract 334 | PDF Downloads 272

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

Arata Masuda, Konosuke Takashima
Abstract 305 | PDF Downloads 269

Prediction of Impact Information of Composites Laminates Considering the Practicality

Saki Hasebe, Ryo Higuchi, Tomohiro Yokozeki, Shin-ichi Takeda
Abstract 226 | PDF Downloads 222

Prognosis using Bayesian Method by Incorporating Physical Constraints

Hyung Jun Park, Nam Ho Kim, Joo-Ho Choi
Abstract 285 | PDF Downloads 246

Quantum Optimization for Location Assignment Problem in ASSR

Kuniaki Satori, Nobuyuki Yoshikawa
Abstract 442 | PDF Downloads 327

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 267 | PDF Downloads 347

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 659 | PDF Downloads 580

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

Ye Jingzhong, Lyu Kehong, Liu Guanjun, Qiu Jing
Abstract 260 | PDF Downloads 715

Tacholess Instantaneous Speed Estimation Considering the Characteristics of Vibration Harmonics

Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong Moon Ha, Byeng Dong Youn
Abstract 330 | PDF Downloads 290

Trip Reduction in Turbo Machinery

Pranay Mathur , Carlo Michelassi , Simi Madhavan Karatha , Gilda Pedoto , Miguel Gomez Alguacil
Abstract 304 | PDF Downloads 290

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 746 | PDF Downloads 403

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

Takehiko Mizoguchi, Yuji Kobayashi , Yasuhiro Ajiro
Abstract 333 | PDF Downloads 345

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

Hiroshi Inoue, Ken Hirakida, Makoto Kanemaru, Peng Chen
Abstract 246 | PDF Downloads 229

Data Challenge Papers

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

Yoshiki Kato, Taku Kato, Tsubasa Tanaka
Abstract 754 | PDF Downloads 481

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 428 | PDF Downloads 342

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 516 | PDF Downloads 345

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 585 | PDF Downloads 467

Invited Papers

Special Session Papers

A Feature Selection Method for Machine Tool Wear Diagnosis

Yuji Homma, Takaaki Nakamura
Abstract 330 | PDF Downloads 307

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

Shun Katsube, Hironori Sahara
Abstract 244 | PDF Downloads 261

A New Challenge in Predictive Maintenance Analysis for Aircraft

Takashi Takemura
Abstract 1367 | PDF Downloads 653

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 682 | PDF Downloads 487

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

Takayuki Kuroda, Toshiki Watanabe, Tatsuya Fukuda
Abstract 282 | PDF Downloads 271

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

Wonho Jung, Sung-Hyun Yun, Yong-Hwa Park
Abstract 252 | PDF Downloads 270

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 623 | PDF Downloads 408

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 250 | PDF Downloads 304

Anomaly detection for yield improvement in glass production

Haruo Yonemori, Kenichi Arai, Hironobu Yamamichi , Ichiro Sakata, Makoto Imamura
Abstract 315 | PDF Downloads 300

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 356 | PDF Downloads 394

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 448 | PDF Downloads 509

Anomaly detection of propulsion system of spacecrafts with Light GBM

Shota Iino, Hideki Nomoto, Takayuki Hirose, Yasutaka Michiura, Go Fujii, Takashi Uchiyama
Abstract 266 | PDF Downloads 295

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

Ken Ueno, Shigeru Maya, Kiyoku Endo
Abstract 257 | PDF Downloads 282

Applications of Active Learning in Predictive Maintenance

Navid Zaman, You Jung Jun, Yan Li, Daniel Chan
Abstract 278 | PDF Downloads 330

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

Takahiro Saitoh, Syumpei Ohyama, Tsuyoshi Kato, Sohichi Hirose
Abstract 338 | PDF Downloads 242

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 422 | PDF Downloads 319

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 221 | PDF Downloads 348

Damage-Based Lifetime Modeling for Power Electronic Devices

Chao Guo, Chao Guo, Zhonghai Lu
Abstract 357 | PDF Downloads 370

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 478 | PDF Downloads 545

Data-driven satellite monitoring method applicable to various telemetry

Noriyasu Omata, Seiji Tsutsumi , Abe Masaharu , Iku Shinohara
Abstract 307 | PDF Downloads 278

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 360 | PDF Downloads 355

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

Jun Yoshida, Ryosuke Togawa, Taichiro Sano
Abstract 277 | PDF Downloads 238

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 550 | PDF Downloads 556

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 249 | PDF Downloads 252

Development of a space exploration rover digital twin for damage detection

Lucio Pinello, Marco Giglio, Claudio Cadini, Giuseppe Francesco De Luca
Abstract 446 | PDF Downloads 527

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 300 | PDF Downloads 335

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 463 | PDF Downloads 267

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 356 | PDF Downloads 316

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 250 | PDF Downloads 301

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 282 | PDF Downloads 295

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

Dehong Liu, Anantaram Varatharajan, Abraham Goldsmith
Abstract 357 | PDF Downloads 239

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 296 | PDF Downloads 270

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

David He, Miao He, Alessandro Taffari
Abstract 445 | PDF Downloads 354

Field study toward anomaly road damage detection with drive recorder

Masato Tsuchiya, Ken Miyamoto, Takashi Ota, Yasushi Sugama
Abstract 332 | PDF Downloads 292

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

Takato Yasuno, Junichiro Fujii, Masahiro Okano
Abstract 296 | PDF Downloads 253

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 304 | PDF Downloads 291

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

Hitoshi Komoto, German Herrera, Jonny Herwan, Yoshiyuki Furukawa
Abstract 219 | PDF Downloads 216

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 558 | PDF Downloads 908

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 774 | PDF Downloads 612

MLOps for PHM Systems

Mikael Yemane
Abstract 387 | PDF Downloads 414

Model Based and Big Data Enabled Predictive Maintenance Capability Development Experience

Mark Mazarek , Darren Macer , Changzhou Wang
Abstract 890 | PDF Downloads 1286

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 287 | PDF Downloads 345

Non-destructive Prognostics for Rolling Bearings by Eddy Current Testing

Daisuke Kobayashi, Koichiro Ono, Masahide Natori, Hiroki Komata
Abstract 428 | PDF Downloads 388

Nonlinear Model Predictive Control using Neural ODE Replicas of Dynamic Simulators

Shumpei Kubosawa, Takashi Onishi, Yoshimasa Tsuruoka
Abstract 596 | PDF Downloads 406

Observation Maintenance for Bridges Using Early Detection of Deterioration Progress

Hitoshi Ito, Toshiaki Mizobuchi
Abstract 224 | PDF Downloads 202

Operational Prognostic Model Evaluation

Shashvat Prakash, Katarina Vuckovic , Sanket Amin
Abstract 280 | PDF Downloads 2643

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

Toshihiro Shimbo, Yousuke Okada, Hitoshi Matsubara
Abstract 243 | PDF Downloads 253

Power Consumption Optimization for Electric Arc Furnace with Time Series Prediction

Jaehyuk Lee, Songhwan Kim, Boseon Yoo , Jaesik Choi
Abstract 589 | PDF Downloads 1203

Predictive Maintenance for station equipment and Applications for the Space field

Ryoma Yokoyama, Ryosuke Kono, Atsushi Matsuda, Yohei Shiomi
Abstract 254 | PDF Downloads 363

Predictive modelling for airline technical operations

Dimitri Reiswich
Abstract 463 | PDF Downloads 441

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

Ryo Sakurai, Takehisa Yairi
Abstract 398 | PDF Downloads 600

Quality Management for Machine Learning Systems

Yutaka Oiwa
Abstract 257 | PDF Downloads 307

Resilient Operation Planning for CubeSat Using Reinforcement Learning

Shuntaro Kuroiwa, Nozomu Kogiso
Abstract 298 | PDF Downloads 271

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 435 | PDF Downloads 295

Semi-supervised machine learning for motor eccentricity fault diagnosis

Bingnan Wang, Shen Zhang, Hiroshi Inoue, Makoto Kanemaru
Abstract 352 | PDF Downloads 291

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

Osamu Yoshimatsu, Keiichiro Taguchi, Sato Yoshihiro, Takehisa Yairi
Abstract 307 | PDF Downloads 333

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

William Bernard, Anthony Hoffmann
Abstract 1372 | PDF Downloads 3133

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 276 | PDF Downloads 240

Study on Fault Diagnosis in a Spacecraft Propulsion System

Kazushi Adachi, Samir Khan, Kohji Tominaga, Noriyasu Omata, Seiji Tsutsumi, Taiichi Nagata
Abstract 423 | PDF Downloads 440

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

Akira Ishii, Hiroaki Sugawara, Masazumi Amakata
Abstract 240 | PDF Downloads 227