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

Edited by:

David He

Chetan Kulkarni

Published: 2026-09-28

Technical Research Papers

A Sequential Bayesian Semi Markov Framework for Mission Based Prognostics

Mariana Salinas-Camus, Nick Eleftheroglou
Abstract 47 | PDF Downloads 47

Comparative Evaluation of Multimodal Fusion Architectures for Cyber Physical System Anomaly Classification

Lukmon Rasaq, Om Prakash Yadav, Madhuri Siddula Siddula, Joao Paulo Jacomini Prioli
Abstract 46 | PDF Downloads 28

Cluster-Based Permutation Tests for Automated Identification of Critical Frequency Bands in Vibration Data

Neil Eklund, Adam Wechsler, Colin Dingley, Sherwood Polter, Khai Van
Abstract 38 | PDF Downloads 27

Demonstration-Based Visual Anomaly Detection in Manufacturing Factory Using Vision-Language Models

Huimin Zhuge, Song Wang, Huijuan Shao, Brian Chien, Dipanjan Ghosh
Abstract 61 | PDF Downloads 27

Experimental Sensitivity Analysis for LVAD Obstruction Detection Using Acoustic Sensing

David M. Donahower, Steven W. Day, Karl Q. Schwarz, Jason R. Kolodziej
Abstract 8 | PDF Downloads 5

Explainable Temporal Attribution for Time-Series-Based Quality Prediction in Injection Molding

Yulin Wang, Elke Deckers, Konstantinos Gryllias
Abstract 68 | PDF Downloads 28

Fault Detection and Remaining Useful Life Estimation of a Scuffed Gear

Eric Bechhoefer, Changik Cho, Lotfi Saidi
Abstract 79 | PDF Downloads 32

FE-Based Data Generation for Structural Integrity Verification with Neural Networks

Maximilian Posner, Martin Dazer
Abstract 39 | PDF Downloads 27

IndusDiff: A Latent Diffusion Framework for Industrial Audio Generation for Data-Scarce PHM

Muhammad Areeb, Jida Huang, Sudhir Rajagopalan, Merrill Edmonds, Miao He, David He
Abstract 68 | PDF Downloads 36

Part Analytics using Digital Threads

Miriam Alvarez-Pintor, Santosh Bhatt
Abstract 56 | PDF Downloads 27

Physics-Informed Condition Monitoring of SiC Power Modules

Mattia Scarpa, Evgeny Kusmenko, Francesco Toso, Mattia Bruschetta, Ruggero Carli, Simon Achatz
Abstract 75 | PDF Downloads 50

Physics-Informed Operator Learning for Real-Time Battery State Estimation and Health Monitoring

Alexander Harej, Marco Giglio, Francesco Cadini
Abstract 41 | PDF Downloads 29

Planning or Learning: Reliability and Cost in Multi-Asset Maintenance

Xian Yeow Lee, Chandrasekar Venkatraman, Ahmed Farahat
Abstract 62 | PDF Downloads 35

Self-Supervised Representation Learning for Remaining Useful Life Prediction:

Mohammad Badfar, Murat Yildirim, Ratna Babu Chinnam
Abstract 47 | PDF Downloads 28

Simulation-to-real Unsupervised Domain Adaptation Gear Diagnostics Based on Entropy

Henrique Duarte Vieira de Sousa, Rui Zhu, Toby Verwimp, Alexandre Maurício, Hao Wen, Seyed Ali Hosseinli, Konstantinos Gryllias
Abstract 55 | PDF Downloads 15

The “Last Mile” of PHM: A Verifiable Claim Architecture for Deterministic Airworthiness Compliance Assessment

Simon Trussler, Ralph Poole, Ken Percell, Frank Zahiri
Abstract 42 | PDF Downloads 30

Toward Statistical Risk Analysis for Aerospace Systems with AI/ML Components

Yuning He, Konstantin Dmitriev
Abstract 36 | PDF Downloads 24

Uncertainty-Aware Model-Constrained Neural Digital Twins for Real-Time Forecast, Calibration, and Control of Aeroelastic Airfoils

William Cole Nockolds, Thomas A. Scott, Tan Bui-Thanh, Shatad Purohit, Sitaram Ramaswamy
Abstract 71 | PDF Downloads 47

Industry Experience Papers

A Functional Analysis Approach for Prototyping a Prognostic Model

Darin Dunlap, Jonathan Lawrence, Brandon Osborn, Taylor Spoo, Kyle Turner
Abstract 37 | PDF Downloads 35

Enhancing PHM Functionality by Using Data Sharing Standards

Ravi Rajamani, Leon Gommans
Abstract 36 | PDF Downloads 40

From Interoperability to Explainability: Semantic Data Models for XAI in Industrial Prognostics and Health Management

Anand Todkar, Mrinmoy Sarkar, Jitendra Solanki, Ziran Min
Abstract 65 | PDF Downloads 35

Data Challenge Papers

Condition Indicator-Based Gaussian Process RegressorWith Automatically Labelled Images

Rik Vaerenberg, Rui Zhu, Henrique Duarte Vieira de Sousa, Toby Verwimp, Wenzhi Liao, Hao Wen, Evenela Maria Dima, Konstantinos Gryllias
Abstract 12 | Extended Abstract (PDF) Downloads 6

Gear Damage Estimation Based on Impulse Accumulation Model and Feedback-Guided Domain Adaptation

Yoshiki Kato, Koji Wakimoto, Takahiko Masuzaki, Nobuaki Tanaka, Toshiyuki Kuriyama, Hanqi Su
Abstract 12 | Extended Abstract (PDF) Downloads 8

Doctoral Symposium Summaries