Vol. 18 No. 1 (2026): Proceedings of the Annual Conference of the PHM Society 2026

Edited by:

David He

Chetan Kulkarni

Published: 2026-09-28

Technical Research Papers

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

Maximilian Posner, Martin Dazer
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4881
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Self-Supervised Representation Learning for Remaining Useful Life Prediction:

Mohammad Badfar, Murat Yildirim, Ratna Babu Chinnam
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5103
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Toward Statistical Risk Analysis for Aerospace Systems with AI/ML Components

Yuning He, Konstantin Dmitriev
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5096
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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 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5094
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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 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5090
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The “Last Mile” of PHM:

Simon Trussler, Ralph Poole, Ken Percell, Frank Zahiri
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5089
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A Hybrid Physics and Machine Learning Digital Twin for Remaining Useful Life Prediction of SiC Power Modules in Traction Inverters

Kooros Moabber, Hamed Talebi, Mahmoud Rahat
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5085
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Part Analytics using Digital Threads

Miriam Alvarez-Pintor, Santosh Bhatt
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5071
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Resource-Aware Model Comparison for DASHlink Multi-Class Flight-Anomaly Screening

Keanan Milton, Ge Zhou
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5060
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A Cyber-Physical Testbed for Hierarchical Fault Isolation in Bilateral Systems: Multi-Domain Fusion with Attention-Derived Laterality Attribution

Jagadeesh Harinarayanan
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4938
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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 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4921
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Disentangling Prognostic Observability from Policy Stochasticity in PHM-Aware Reinforcement Learning for Semiconductor Fab Dispatch

Sean Mondesire, Tori Wright, Bulent Soykan
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4907
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Physics-Informed Operator Learning for Real-Time Battery State Estimation and Health Monitoring

Alexander Harej, Marco Giglio, Francesco Cadini
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4776
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Explainable Temporal Attribution for Time-Series-Based Quality Prediction in Injection Molding

Yulin Wang, Elke Deckers, Konstantinos Gryllias
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4829
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A Knowledge-Graph-Guided Diagnostic Pipeline for Root Cause Analysis of Equipment Failures in Nuclear Power Plant

Diego Mandelli, Congjian Wang
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4821
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A Cross-Phase Prognostic Framework for Emergent Work Risk Assessment and Schedule Decision Support in Nuclear Refueling Outages

Diego Mandelli, Congjian Wang
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4820
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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 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4817
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DiFG-Net++: Physics-Informed Functional Learning for Self-Supervised and Domain-Adaptive Fault Diagnosis

David He, Miao He, Muhammad Areeb
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4816
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Demonstration-Based Visual Anomaly Detection in Manufacturing Factory Using Vision-Language Models

Huimin Zhuge, Song Wang, Huijuan Shao, Brian Chien, Dipanjan Ghosh
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4811
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Physics-Informed Condition Monitoring of SiC Power Modules

Mattia Scarpa, Evgeny Kusmenko, Francesco Toso, Mattia Bruschetta, Ruggero Carli, Simon Achatz
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4803
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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 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4799
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A Sequential Bayesian Semi Markov Framework for Mission Based Prognostics

Mariana Salinas-Camus, Nick Eleftheroglou
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4796
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An End-to-End PHM Framework for Industrial Compressor Gearbox Fault Detection and RUL Prediction

Changik Cho, Eric Bechhoefer
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4793
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Planning or Learning: Reliability and Cost in Multi-Asset Maintenance

Xian Yeow Lee, Chandrasekar Venkatraman, Ahmed Farahat
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4787
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Model-Based Online Detection, Quantification and Localization of Internal Short Circuits in Lithium-Ion Pouch Cells via an Unscented Kalman Filter

Lorenzo Branca, Yiqi Jia, Danyang Wang, Marco Giglio, Francesco Cadini
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4783
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Fault Detection and Remaining Useful Life Estimation of a Scuffed Gear

Eric Bechhoefer, Changik Cho, Lotfi Saidi
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4778
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Industry Experience Papers

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

Anand Todkar, Mrinmoy Sarkar, Jitendra Solanki, Ziran Min
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.5057
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Phantom Fires: Safe False-Alert Suppression via Multimodal Fusion of a Visible-Patch CNN and Solar Reflection Geometry for Thermal Fault Monitoring

Shuaib Hanief, Ghulam Jilani Raza, David Halnon, Rana Shujaat Ali, Abhishek Madaan
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4933
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Applied Structured Corrective Diagnosis of a Legacy Autonomous Mobile Robot:

Zen Hassoun, Hazem Eissa
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4932
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A Functional Analysis Approach for Prototyping a Prognostic Model

Darin Dunlap, Jonathan Lawrence, Brandon Osborn, Taylor Spoo, Kyle Turner
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4882
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Enhancing PHM Functionality by Using Data Sharing Standards

Ravi Rajamani, Leon Gommans
Abstract 0 | PDF Downloads 0 | DOI https://doi.org/10.36001/phmconf.2026.v18i1.4813
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