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Vol. 15 No. 1 (2023): Proceedings of the Annual Conference of the PHM Society 2023
Vol. 15 No. 1 (2023): Proceedings of the Annual Conference of the PHM Society 2023
Editors:
Chetan S. Kulkarni,
Indranil Roychoudhury
Published:
2023-10-26
Technical Research Papers
Vibration Signal Decomposition using Dilated CNN
Eli Gildish, Michael Grebshtein, Yehudit Aperstein, Igor Makienko
Abstract
1472 | PDF Downloads
541 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3502
PDF
A Grey-box Approach for the Prognostic and Health Management of Lithium-Ion Batteries
Francesco Cancelliere, Sylvain Girard, Jean-Marc Bourinet, Matteo Broggi
Abstract
600 | PDF Downloads
447 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3506
PDF
A NanoDet Model with Adaptively Weighted Loss for Real-time Railroad Inspection
Jiawei Guo, Sen Zhang, Yu Qian, Yi Wang
Abstract
463 | PDF Downloads
589 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3498
PDF
A Hybrid Model-Based and Data-Driven Framework for Automated Spacecraft Fault Detection
Eric Pesola, Ksenia Kolcio, Maurice Prather, Adrian Ildefonso
Abstract
586 | PDF Downloads
403 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3461
PDF
A State Machine-Based Approach for Estimating the Capacity Loss of Lithium-Ion Batteries
Ruth David, Dirk Söffker
Abstract
516 | PDF Downloads
345 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3450
PDF
A Case Study Comparing ROC and PRC Curves for Imbalanced Data
Dan Watson, Dr. Karl Reichard, Aaron Isaacson
Abstract
451 | PDF Downloads
344 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3479
PDF
A Sequential Hybrid Method for Full Lifetime Remaining Useful Life Prediction of Bearings in Rotating Machinery
koengeurts, Kerem Eryilmaz, Ted Oijevaar
Abstract
459 | Paper (PDF) Downloads
361 Slides (PDF) Downloads
218 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3459
Paper (PDF)
Slides (PDF)
Adaptive Prognostics: A reliable RUL approach
Nick Eleftheroglou
Abstract
487 | PDF Downloads
422 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3495
PDF
An Energy Consumption Auditing Anomaly Detection System of Robotic Manipulators based on a Generative Adversarial Network
Ge Song, Seong Hyeon Hong, Tristan Kyzer, Yi Wang
Abstract
339 | PDF Downloads
297 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3496
PDF
Battery State-of-Health Aware Path Planning for a Mars Rover
Mariana Salinas-Camus, Chetan Kulkarni, Marcos Orchard
Abstract
665 | PDF Downloads
294 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3511
PDF
Context-aware machine learning for estimating the remaining useful life of bearings under varying speed operating conditions
Ali Hosseinli, Ted Ooijevaar, Konstantinos Gryllias
Abstract
611 | PDF Downloads
380 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3571
PDF
Co-design Model for Neuromorphic Technology Development in Rolling Element Bearing Condition Monitoring
Daniel Strombergsson, Ashwani Kumar, Fredrik Sandin, Pär Marklund
Abstract
443 | PDF Downloads
310 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3494
PDF
DAGGER: Data AuGmentation GEneRative Framework for Time-Series Data in Data-Driven Smart Manufacturing Systems
Nicholas Hemleben, Daniel Ospina-Acero, David Blank, Andrew VanFossen, Frank Zahiri, Mrinal Kumar
Abstract
556 | PDF Downloads
329 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3483
PDF
Data Augmentation of Sensor Time Series using Time-varying Autoregressive Processes
Douglas Baptista de Souza, Bruno Paes Leao
Abstract
441 | PDF Downloads
398 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3565
PDF
Data-Driven Approaches to Diagnostics and State of Health Monitoring of Maritime Battery Systems
Erik Vanem, Qin Liang, Carla Ferreira, Christian Agrell, Nikita Karandikar, Shuai Wang, Maximilian Bruch, Clara Bertinelli Salucci, Christian Grindheim, Anna Kejvalova, Øystein Alnes, Kristian Thorbjørnsen, Azzeddine Bakdi, Rambabu Kandepu
Abstract
533 | PDF Downloads
346 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3437
PDF
A Comparison of Residual-based Methods on Fault Detection
Chi-Ching Hsu, Gaetan Frusque, Olga Fink
Abstract
547 | PDF Downloads
377 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3444
PDF
Design and Implementation of a Model Selection Pipeline for Prognostics and Health Management in the Operational Environment
Peter Bishay, Lukens Sarah, Rousis Damon, Danneman Nathan
Abstract
376 | PDF Downloads
310 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3568
PDF
Diagnostic Signal Method for Fault Identification of Electro-Hydraulic Servo Actuators
Zihan Liu, Prashant Kambali, Chandrashekhar Nataraj
Abstract
394 | PDF Downloads
294 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3573
PDF
Differentiable Short-Time Fourier Transform Window Length Selection Driven by Cyclo-Stationarity
Douw Marx, Konstantinos Gryllias
Abstract
505 | PDF Downloads
306 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3566
PDF
Ensemble Learning Based Convolutional Neural Networks for Remaining Useful Life Prediction of Aircraft Engines
Thambirajah Ravichandran, Bolun Cui, Sri Namachchivaya, Amar Kumar, Alka Srivatsava, Yuan Liu
Abstract
717 | PDF Downloads
349 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3517
PDF
Explainable Predictive Maintenance is Not Enough: Quantifying Trust in Remaining Useful Life Estimation
Ripan Kumar Kundu, Khaza Anuarul Hoque
Abstract
1024 | Paper (PDF) Downloads
571 Slides (PDF) Downloads
354 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3472
Paper (PDF)
Slides (PDF)
Explainable Prognostics Method through Differential Evolved RVR Ensemble of Relevance Vector Machines
Miltiadis Alamaniotis
Abstract
295 | PDF Downloads
266 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3515
PDF
Exploring Filter Banks and Spike Interval Statistics of Level-Crossing ADCs for Fault Diagnosis of Rolling Element Bearings
Ashwani Kumar, Daniel Strömbergsson, Par Marklund, Fredrik Sandin
Abstract
409 | PDF Downloads
283 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3493
PDF
Few-shot Learning for Plastic Bearing Fault Diagnosis – An Integrated Image Processing and NLP Approach
David He, Miao
Abstract
677 | PDF Downloads
336 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3575
PDF
Graph neural networks for dynamic modeling of roller bearings
Vinay Sharma, Jens Ravesloot, Cees Taal, Olga Fink
Abstract
500 | PDF Downloads
389 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3467
PDF
Fault Severity Estimation in Cracked Shafts by Integration of Phase Space Topology and Convolutional Neural Network
Utkarsh Andharikar, Amirhassan Abbasi, Prashant Kambali, C. Nataraj
Abstract
385 | PDF Downloads
200 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3574
PDF
Increasing Robustness of Data-Driven Fault Diagnostics with Knowledge Graphs
Maximilian-Peter Radtke, Marco Huber, Jürgen Bock
Abstract
398 | PDF Downloads
305 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3552
PDF
Limitations and Opportunities in PHM for Offshore Wind Farms: A Socio-Technical-Ecological System Perspective
Arvind Keprate
Abstract
294 | PDF Downloads
340 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3697
PDF
Labelling of Annotated Condition Monitoring Data Through Technical Language Processing
Karl Lowenmark, Cees Taal, Amit Vurgaft, Joakim Nivre, Marcus Liwicki, Fredrik Sandin
Abstract
778 | PDF Downloads
287 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3507
PDF
Operational Wheel Flat Detector in Railway Vehicles
Ibon Erdozain, Blas Blanco, Luis Baeza, Asier Alonso
Abstract
280 | PDF Downloads
288 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3564
PDF
Parameters identification of the satellite attitude control system with large inertia rotating components
Xueqin Chen, Boyu Yang, Fan Wu, Hongxu Wang, Qihan Ma, Chengfei Yue
Abstract
332 | PDF Downloads
219 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3548
PDF
Prognosis of Li-ion Batteries Under Large Load Variations Using Hybrid Physics-Informed Neural Networks
Kajetan Fricke, Renato Nascimento, Matteo Corbetta, Chetan Kulkarni, Felipe Viana
Abstract
2584 | PDF Downloads
1116 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3463
PDF
Promoting Explainability in Data-Driven Models for Anomaly Detection: A Step Toward Diagnosis
Quentin Dollon, Paul Labbé, François Léonard
Abstract
348 | PDF Downloads
242 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3509
PDF
Reconceptualizing the Prognostics Digital Twin for Smart Manufacturing with Data-Driven Evolutionary Models and Adaptive Uncertainty Quantification
Jack Murray, Brandon Chamberlain, Nicholas Hemleben, Daniel Ospina-Acero, Indranil Nayak, Andrew VanFossen, Frank Zahiri, Mrinal Kumar
Abstract
1634 | PDF Downloads
353 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3484
PDF
Rethinking Reliability in Terms of Margins
Diego Mandelli, Congjian Wang, Koushik Manjunatha, Vivek Agarwal, Linyu Lin
Abstract
338 | Paper (PDF) Downloads
266 Slides (PDF) Downloads
130 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3514
Paper (PDF)
Slides (PDF)
Sensitivity enhanced method for fault detection and prediction of elevator doors using a margin maximized hyperspace
Minjae Kim, Seho Son, Kiyong Oh
Abstract
270 | Paper (PDF) Downloads
229 Slides (PDF) Downloads
114 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3492
Paper (PDF)
Slides (PDF)
Unsupervised Physics-Informed Health Indicator Estimation for Complex Systems
Kristupas Bajarunas, Marcia Baptista, Kai Goebel, Manuel Arias Chao
Abstract
1387 | PDF Downloads
539 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3477
PDF
Underlying Probability Measure Approximated by Monte Carlo Simulations in Event Prognostics
David Acuña-Ureta, Marcos Orchard
Abstract
417 | PDF Downloads
261 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3536
PDF
Industry Experience Papers
A Closer Look at Bearing Fault Classification Approaches
Harika Abburi, Tanya Chaudhary, Sardar Haider Waseem Ilyas, Lakshmi Manne, Deepak Mittal, Don Williams, Derek Snaidauf, Edward Bowen, Balaji Veeramani
Abstract
444 | PDF Downloads
281 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3473
PDF
A Framework for Rapid Prototyping of PHM Analytics for Complex Systems using a Supervised Data-Driven Approach
Katarina Vuckovic, Shashvat Prakash, Ben Burke
Abstract
1980 | Paper (PDF) Downloads
1602 Slides (PDF) Downloads
359 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3480
Paper (PDF)
Slides (PDF)
A Hypothesis testing approach to Zero-Fault-Shot learning for Damage Component Classification
Eric Bechhoefer, Omri Matania, Jacob Bortman
Abstract
677 | PDF Downloads
288 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3489
PDF
A Novel Operations-Based Application of Natural Language Processing to Enhance Aircraft System Troubleshooting
Jamie Asbach, Daniel Wade
Abstract
509 | PDF Downloads
377 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3579
PDF
Automotive Electronic Control Unit Ground Line Health Monitoring Method
Alaeddin Milhim, Hadyan Ramadhan, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract
695 | PDF Downloads
237 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3520
PDF
Deep Regression Network with Prediction Confidence in Time Series Application for Asset Health Estimation
Hao Huang, Arun Subramanian, Abhinav Saxena, Nurali Virani, Naresh Iyer
Abstract
525 | PDF Downloads
254 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3556
PDF
Evaluating the Performance of ChatGPT in the Automation of Maintenance Recommendations for Prognostics and Health Management
Sarah Lukens, Asma Ali
Abstract
1335 | PDF Downloads
800 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3487
PDF
Enhancing Realistic Remaining Useful Life Prediction using Multi-Fidelity Physic-Informed Neural Network Approach
Yoojeong Noh, Solichin Mochammad, Nam Ho Kim
Abstract
491 | PDF Downloads
337 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3474
PDF
Fault Detection and Diagnosis in Tennessee Eastman Process with Deep Autoencoder
Zhongying Xiao, Arthur Kordon, Subrata Sen
Abstract
726 | PDF Downloads
417 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3578
PDF
Identifying Key Factors in Turbofan Engine Health Degradation using Functional Analysis
Declan Mallamo, Michael Azarian, Michael Pecht
Abstract
375 | Paper (PDF) Downloads
266 Slides (PDF) Downloads
170 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3572
Paper (PDF)
Slides (PDF)
Joint feedback control and fault diagnosis disambiguation
Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract
643 | PDF Downloads
213 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3550
PDF
OSPtk: Cost-aware Optimal Sensor Placement Toolkit Enabling Design-for-PHM in Critical Industrial Systems
Liang Tang, Abhinav Saxena, Scott Evans, Naresh Iyer, Helena Goldfarb
Abstract
488 | PDF Downloads
275 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3557
PDF
Process for Turboshaft Engine Performance Trending
Eric Bechhoefer, Mina Hajimohammadali
Abstract
764 | PDF Downloads
539 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3490
PDF
Predictive Analytics for Hydropower Fleet Intelligence
Yigit Yucesan, Pradeep Ramuhalli, Yang Chen, Jim Miller, Edward Hanson, Stephen Signore
Abstract
439 | PDF Downloads
208 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3562
PDF
Servomotor Dataset: Modeling Health in Mechanisms with Typically Intermittent Operation
Arun Subramanian, Abhinav Saxena, Jamie Coble
Abstract
564 | PDF Downloads
281 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3580
PDF
Signal pre-processing techniques for fault signature enhancement in a bearing health monitoring system used in the automotive industry
Ehsan Jafarzadeh, Sara Rahimifard, Paola Sant Anna, Yu Cao, Frances Tenney, Hossein Sadjadi
Abstract
500 | PDF Downloads
295 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3522
PDF
Unsupervised Causal Deep Learning-Based Anomaly Detection in Nuclear Power Plant Applications
Abhinav Saxena, Helena Goldfarb, Jeffrey Clark
Abstract
561 | PDF Downloads
347 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3570
PDF
Doctoral Symposium Summaries
A Physics-informed, Transfer Learning Approach to Structural Health Monitoring
Trent Furlong, Karl Reichard
Abstract
460 | PDF Downloads
369 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3802
PDF
A Neural Network Framework for Predicting Durability and Damage Tolerance of Polymer Composites under Combined Hygrothermal-mechanical Loading
Partha Pratim Das
Abstract
249 | PDF Downloads
212 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3800
PDF
Generic Hybrid Models for Prognostics of Complex Systems
Kristupas Bajarunas
Abstract
214 | PDF Downloads
227 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3805
PDF
Integrating Advanced Prognostic Methods for Accurate Remaining Useful Life Prediction in Industrial Systems
Hyung Jun Park, Nam Ho Kim, Joo-Ho Choi
Abstract
262 | PDF Downloads
227 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3804
PDF
Information Fusion and Data Augmentation for Risk-based Maintenance Optimization of Hydrogen Gas Pipelines
Kaushik Kethamukkala, Yongming Liu
Abstract
359 | PDF Downloads
212 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3803
PDF
Mission-Specific Prognosis of Li-ion Batteries using Hybrid Physics-Informed Neural Networks
kajetanfricke
Abstract
248 | PDF Downloads
202 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3796
PDF
Physics-Informed Deep Learning-Based Approach for Probabilistic Modeling of Degradation
Hamidreza Habibollahi Najaf Abadi
Abstract
242 | PDF Downloads
259 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3806
PDF
Vehicle State Monitoring and Fault Detection System for Unmanned Ground Vehicles (UGV) using Markov Models
Kalpit Vadnerkar, Pierluigi Pisu
Abstract
345 | PDF Downloads
210 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3539
PDF
Data Challenge Papers
An Introduction to 2023 PHM Data Challenge: The Elephant in the Room and an Analysis of Competition Results
Yongzhi Qu, Jesse William, Abhinav Saxena, Neil Eklund, Scott Clements
Abstract
1165 | PDF Downloads
385 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3814
PDF
Anomaly Detection and Fault Classification in Multivariate Time Series Using Multimodal Deep Models
Gunwoo Ryu, Nohyoon Seong
Abstract
342 | PDF Downloads
382 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3810
PDF
Gearbox Degradation Prediction through Deep CNN and Bayesian Optimization
Kai Shen
Abstract
275 | PDF Downloads
329 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3813
PDF
Gear Pitting Fault Diagnosis Using Domain Generalizations and Specialization Techniques
Fan Chu
Abstract
388 | PDF Downloads
392 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3812
PDF
Predicting pitting severity in gearboxes under unseen operating conditions and fault severities using convolutional neural networks with power spectral density inputs
Rik Vaerenberg, Douw Marx, Seyed Ali Hosseinli, Fabrizio De Fabritiis, Hao Wen, Rui Zhu, Konstantinos Gryllias
Abstract
415 | PDF Downloads
350 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3798
PDF
Poster Presentations
A Fine-grained Semi-supervised Anomaly Detection Framework for Predictive Maintenance of Industrial Assets
Xiaorui Tong, Wee Quan Jung, Jeremy Frimpong Banning
Abstract
382 | PDF Downloads
267 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3547
PDF
Accelerated Degradation Test on Electric Scroll Compressor Using Controlled Continuous Liquid Slugging
Hadyan Ramadhan, Hong Wong, Alaeddin Bani Milhim, Hossein Sadjadi
Abstract
493 | PDF Downloads
424 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3525
PDF
An Introductory Approach to Time-Series Data Preparation and Analysis
Edward Baumann, Charles Hsu, Hayley Buba, Taylor Cox
Abstract
401 | PDF Downloads
642 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3561
PDF
Cooling Fan Failure Modes to Enable Development of Automotive ECU Fan Health Monitoring System
Alaeddin Banimilhim, Jacqueline Del Gatto, Hossein Sadjadi
Abstract
617 | PDF Downloads
680 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3521
PDF
Failure Mode Investigation to Enable LiDAR Health Monitoring for Automotive Application
Fred Chang, Ehsan Jafarzadeh, Jacqueline Del Gatto, Graham Cran, Hossein Sadjadi
Abstract
1226 | PDF Downloads
620 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3526
PDF
Fusion and Comparison of Prognostic Models for Remaining Useful Life of Aircraft systems
Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos, Ip-Shing Fan
Abstract
547 | PDF Downloads
256 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3505
PDF
Interpolate and Extrapolate Machine Learning Models using An Unsupervised Method
Peng Liu
Abstract
331 | PDF Downloads
320 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3794
PDF
System-based Monitoring of Muscular Fatigue in Lower-Extremity Movement
Samuel Bertelson, Lindsey Molina, Richard Neptune, Dragan Djurdjanovic
Abstract
277 | PDF Downloads
192 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3551
PDF
Using Charge Determination Design of Experiments to Develop A Refrigerant Charge Health Status Model for Heat Pump Systems
Hong Wong, Hadyan Ramadhan, Alaeddin Bani Milhim, Hossein Sadjadi
Abstract
397 | PDF Downloads
353 |
DOI
https://doi.org/10.36001/phmconf.2023.v15i1.3532
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