About the Journal

The annual Conference of the Prognostics and Health Management (PHM) Society is held each autum in North America 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

Editors:

Chetan S. Kulkarni,

Marcos E. Orchard

Published: 2025-10-26

Technical Research Papers

Integration of LLMs for Multitasking Workload Prediction in Mixed Reality Environments

Safanah Abbas, Heejin Jeong, David He
Abstract 30 | PDF Downloads 28

Mission Profile Clustering for Usage-Based Health Modeling of Flight Control Actuators Applied to a Fleet of Advanced Jet Trainers

Leonardo Baldo, Andrea De Martin, Mathieu Terner, Giovanni Jacazio, Marcos E. Orchard, Massimo Sorli
Abstract 45 | PDF Downloads 22

Event-Based Data in Prognostics and Health Management

Thi-Tinh Le, Phuc Do, Benoit Iung, Marcos E. Orchard
Abstract 35 | PDF Downloads 26

Robust health indicator extraction and RUL prediction for PEMFCs under highly dynamic industrial conditions

Soufian Echabarri, Phuc Do, Hai-Canh Vu, Pierre-Yves Liegeois
Abstract 32 | PDF Downloads 20

Evaluating Large Language Models for Turboshaft Engine Torque Prediction

Alessandro Tronconi, David He, Eric Bechhoefer
Abstract 44 | PDF Downloads 27

Prognostics of Rolling Element Bearings based on Cyclostationarity-based Indicators and Kalman filter under Varying Load and Speed

Zhen Li, Panagiotis Mantas, Toby Verwimp, Alexandre Mauricio, Konstantinos Gryllias
Abstract 38 | PDF Downloads 32

Fault Identification Using System-Level Insights and Multi-Layered Classification

Ryan Aalund, Meenu Rajapandian, Vincent Paglioni
Abstract 44 | PDF Downloads 27

Impact of Environmental Temperature Variation on Vibration- Based Fault Detection for Air Compressors

Sherwood Polter, Colin Dingley, Neil Eklund, Adam Wechsler
Abstract 28 | PDF Downloads 17

A Contrastive Learning Approach for Anomaly Detection in Multi-View Scenarios

Paula Mielgo, Anibal Bregon, Carlos J. Alonso-Gonzalez, Miguel A. Martinez-Prieto, Belarmino Pulido
Abstract 46 | PDF Downloads 18

Exploring LLM-based Agentic Frameworks for Fault Diagnosis

Xian Yeow Lee, Lasitha Vidyaratne, Ahmed Farahat, Chetan Gupta
Abstract 58 | PDF Downloads 32

Detectability of Damages in Carbon Fiber Reinforced Plastics using Acoustic Emission

Jonathan Liebeton, Dirk Soffker
Abstract 40 | PDF Downloads 15

Bayesian Physics Informed Neural Networks for Reliable Transformer Prognostics

Ibai Ramirez, Jokin Alcibar, Joel Pino, Mikel Sanz, David Pardo, Jose Aizpurua
Abstract 43 | PDF Downloads 33

Partial Domain Adaptation for Intelligent Machinery Fault Diagnosis

Hanqi Su, Dai-Yan Ji, Shinya Tsuruta, Daichi Arimizu, Yuto Hachiya, Koji Wakimoto, Jay Lee
Abstract 33 | PDF Downloads 19

Bearing Spall Size Estimation Under Varying Speed Conditions

Cees Taal, Dang Ngo-The, Jérome Antoni
Abstract 34 | PDF Downloads 23

A Hierarchical Agentic Framework for Autonomous Drone-Based Visual Inspection

Ethan Herron, Xian Yeow Lee, Gregory Sin, Teresa Gonzalez Diaz, Ahmed Farahat, Chetan Gupta
Abstract 43 | PDF Downloads 22

A Dual-Contrastive-Attention Transformer for Unsupervised Anomaly Detection in Lamb Waves Structural Health Monitoring

Jiawei Guo, Boshi Chen, Sen Zhang, Nikta Amiri, Ge Song, Lingyu Yu, Yi Wang
Abstract 42 | PDF Downloads 24

LLMs as Pre-trained Models for Time-Series Applications in PHM

Takanobu Minami, Dai-Yan Ji, Lee Jay
Abstract 31 | PDF Downloads 35

A Novel Methodology for Vision Backbone Network Fine-Tuning and Continual Learning in Optical Inspection Tasks

Kody Haubeil, Tarek Yahia, Alex Suer, David Siegel, Donald Davis, Xiaodong Jia
Abstract 42 | PDF Downloads 19

A Lithium-Ion Battery Degradation Model Agnostic to Cell Chemistry with Integrated State-of-Charge and Temperature Dependence

Bruno Masserano, Jorge E. Garcia Bustos, Camilo Ramirez, Benjamin Brito Schiele, Cristobal E. Allendes, Ricardo Salas-Espineira, Sofia Mancilla, Jose Luis Espinoza, Aramis Perez, Francisco Jaramillo-Montoya, Marcos E. Orchard
Abstract 49 | PDF Downloads 22

A Novel 3D Sensing Framework for Safety Monitoring in Human-Robot Collaboration Work Cells

Tarek Yahia, Kody Haubeil, Alex Suer, Yongzhi Qu, Janet Dong, Xiaodong Jia
Abstract 35 | PDF Downloads 19

EV-sim

Jorge E. Garcia Bustos, Benjamin Brito Schiele, Bruno Masserano, Cristobal E. Allendes, Ricardo Salas-Espineira, Fernando Oropeza Suarez, Catalina Platz-Gamboa, Lukas Gleisner J., Diego Troncoso-Kurtovic , Francisco Jaramillo-Montoya, Heraldo Rozas, Marcos E. Orchard
Abstract 44 | PDF Downloads 24

MAINTAG - Multi-Agent-based Predictive Maintenance Dataset Tagging System

Oguz Bektash, Dorian JOUBAUD, Chetan. S. Kulkarni, Sylvain KUBLER
Abstract 49 | PDF Downloads 30

Characterizing Surface-damage Progression of Spur Gears with Vibration and Oil Data

Mark Walluk, John Tucker, Adrian Hood, Patrick Horney, Allen Jones, Wiley Matthews, Nenad Nenadic
Abstract 29 | PDF Downloads 23

Rethinking RUL Prediction

Mariana Salinas-Camus, Kai Goebel, Nick Eleftheroglou
Abstract 38 | PDF Downloads 19

Health Monitoring and Drift Detection of Bearing Using Direct Density Ratio Estimation

Sanjoy Saha, M.M. Manjurul Islam, Shaun McFadden, Mark Gorman, Saugat Bhattacharyya, Girijesh Prasad
Abstract 30 | PDF Downloads 23

Data-Efficient and Uncertainty-Aware RUL Prediction Using Physics-Informed Neural Networks

Jinhong Bang, Minhyeok Choi, Hyeonseung Lee, Sangjun Jeong, Jaehyun Yoon, Jaehyeok Doh
Abstract 36 | PDF Downloads 18

Industry Experience Papers

Semantic Framework for IT-OT Integration in Industrial Environments

Anand Todkar, Dr Mrinmoy Sarkar, Jitendra Solanki
Abstract 44 | PDF Downloads 22

An Evaluation Framework for Fault Diagnosis Using Technical Manuals in Retrieval-Augmented Large Language Models

Sarah Lukens, Matthew Bishof, Nadir Siddiqui, Destiny West
Abstract 89 | PDF Downloads 51

The Impact of Sensor Faults on Condition Monitoring of a Hydraulic Actuator

Stephen Adams, Dan DeCollo, Floyd Steele, Nate Brown, Sherwood Polter, Peter A. Beling
Abstract 38 | PDF Downloads 24

Deep Reinforcement Learning for Airplane Components Failure Prognostics Full Cycle Automation

Baoqian Wang, Changzhou Wang, Denis Osipychev
Abstract 38 | PDF Downloads 34

IntelliMaint

Ramesh Krishnamurthy, Shweta S, Rachana Sreedhar, Archana Chandrashekar
Abstract 43 | PDF Downloads 34

Digital Twin-based IVHM for Predictive Maintenance

Salvatore Norcaro, Roberta Cumbo, Leonardo Mangeruca, Luigi Di Guglielmo, Alessandro Ulisse
Abstract 41 | PDF Downloads 40

Development of a Scalable Digital Twin for Tram and Light-rail Infrastructure based on Open Data for Early Prediction of Rail and Track Defects

Jannik Goersch, Philipp Leibner, Benedikt Neubauer, Thomas Hempel, Raphael Pfaff
Abstract 38 | PDF Downloads 21

RailNet

Jiawei Guo, Boshi Chen, Yu Qian, Yi Wang
Abstract 39 | PDF Downloads 19

CBM/PBM Operational Performance

Franck Dessertenne
Abstract 27 | PDF Downloads 25

Real-Time Fatigue Risk Assessment of BHA Connectors Using Combined Physics and Data-Driven Approach

Dmitry Belov, Yaou Wang, Wei Chen, Jennifer Gilliam
Abstract 41 | PDF Downloads 19

Lifecycle and best practices for predictive maintenance alert lifecycle management.

Justin Sindewald, Ryan Latini, Joseph Rice
Abstract 26 | PDF Downloads 32

Enhancing Nuclear Safeguards with Time Series Sketching-Based Nuclear Material Loss Tracking

Hao Huang, Scott Evans, Philip Honnold, Nathan Shoman
Abstract 29 | PDF Downloads 22

Achieving Three Nines for Product Health Data Monitoring Systems

Raghothama M. Rao, Travis Mann, Bill Edinger
Abstract 43 | PDF Downloads 25

Data Challenge Papers

A Two-Stage Framework for Small-Sample RUL Prediction on Structurally Complex Time-Series Data

Peng Gao, Fanyu Qi, Yizhang Zhu, Jianyu Zhang, Wenfei Li, Jianshe Feng
Abstract 36 | PDF (Extended Abstract) Downloads 24

Extended abstract: Remaining Cycle Estimation based on a Maintenance Cycle Model

Kirin Inoue, Koji Wakimoto, Kosei Ozeki, Toshiyuki Kuriyama, Takahiko Masuzaki
Abstract 25 | PDF (Extended Abstract) Downloads 24

Maintenance Service Events Prediction Modeling of Aircraft Gas Turbine Engines

Peeyush Pankaj, Shyam Joshi, Xiaomeng Peng, Reece Teramoto, Taylor Hearn
Abstract 27 | PDF (Extended Abstract) Downloads 20

Doctoral Symposium Summaries

Gear Diagnostics Based On Transfer Learning Methodologies and Digital Twinning

Henrique Duarte Vieira de Sousa, Konstantinos Gryllias
Abstract 27 | PDF Downloads 5

A Method for Self-Healing System Integration within Human Habitation Systems

Marc Koerschner, Michael Balchanos, Dimitri Mavris
Abstract 32 | PDF Downloads 18

PhD Symposium Stochastic_Optimisation_of_Tail_Assignment_and_Maintenance_Task_Scheduling_with_health_aware_models

Benno Kaslin, Marta Ribeiro, Dimitrios Zarouchas, Manuel Arias Chao
Abstract 25 | PDF Downloads 11

PhD Symposium - Interpretable and Uncertainty-Aware Hybrid Prognostics Using Multimodal Knowledge for RUL Prediction

Dario Goglio, Dimitrios Zarouchas, Manuel Arias Chao
Abstract 37 | PDF Downloads 17

A Single Carbon Nanotube-paper Composite Electrode Sensor Based Brake Oil Degradation Detection

Yubin Cheon, Changwoo Lee, Jae-Hyun Chung, Heung Soo Kim
Abstract 35 | PDF Downloads 16

A Health Monitoring Framework for Thermal Degradation Mitigation in Solar Power Plants

Nadia N. Sanchez-Pozo, Jon Olaizola, Erik Vanem, Jose I. Aizpurua
Abstract 52 | PDF Downloads 27

Deep Learning for Robust Manufacturing: From Quality Control to Predictive Maintenance

Paula Mielgo, Anibal Bregon, Miguel A. Martinez-Prieto
Abstract 33 | PDF Downloads 18

Poster Presentations

Large Language Model Accelerated Maintenance Insights

Noah Getz, Xiaorui Tong
Abstract 48 | PDF Downloads 18

Robust Fault Detection with One-Class Training

Ark Ifeanyi, Jamie Coble
Abstract 33 | PDF Downloads 12

Remaining Useful Life Prediction via Computation of Physical and Material Properties

Navid Zaman, Milo Cooper, Frank M. Juarez
Abstract 45 | PDF Downloads 16

Bearings Fault Detection via Physics-Informed Convolutional Neural Networks

Lucas Souza, Leonardo Raupp, Caio Souto Maior Maior, Isis Lins, Thiago Cavalcanti, Marcio Moura
Abstract 41 | PDF Downloads 21

A Physics-informed Multi-fidelity Neural Network Framework for Virtual Sensing in Rotating Machinery

Seho Son, Dayeon Jeong, Kyung Ho Sun, Ki-Yong Oh
Abstract 34 | PDF Downloads 13

Causal-Aware LLM Agents for PHM Co-pilots

Rajarajan Kirubanandan
Abstract 54 | PDF Downloads 16

An Autonomous Multimodal System for Intelligent Railway Inspection

Boshi Chen, Jiawei Guo, Qian Zhang, Yi Wang
Abstract 37 | PDF Downloads 15

Autonomous Inspection Strategy for Insulator Strings Using a Drone

Munsu Jeon, Junhyeok Moon, Junsoo Kim, Ki-Yong Oh
Abstract 31 | PDF Downloads 15

Minimizing Unplanned Downtime in Rotary Vacuum Drum Filters for Iron Ore Mining through Image-based Analysis

Sameer Prabhu, Naveen Venkatesh, Amit Patwardhan, Ramin Karim
Abstract 39 | PDF Downloads 16