Three-Dimensional Thermal Tomography with Physics-Informed Neural Networks

Three-Dimensional Thermal Tomography with Physics-Informed Neural Networks

<b>Background</b>: Accurate reconstruction of internal temperature fields from surface temperature data is critical for applications such as non-invasive thermal imaging, particularly in scenarios involving small temperature gradients, like those in the human body. <b>Methods</b...

Full description

Saved in:

Bibliographic Details
Main Authors:	Theodoros Leontiou, Anna Frixou, Marios Charalambides, Efstathios Stiliaris, Costas N. Papanicolas, Sofia Nikolaidou, Antonis Papadakis
Format:	Article
Language:	English
Published:	MDPI AG 2024-11-01
Series:	Tomography
Subjects:	thermal tomography convolutional neural networks physics-informed neural networks 3D temperature field heat conduction inverse problems
Online Access:	https://www.mdpi.com/2379-139X/10/12/140
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Process tomography of structured optical gates with convolutional neural networks
by: Tareq Jaouni, et al.
Published: (2024-01-01)

Physics-constrained convolutional neural networks for inverse problems in spatiotemporal partial differential equations
by: Daniel Kelshaw, et al.
Published: (2024-01-01)

Early detection of thermal image based T1 breast cancer using enhanced multiwavelet denoised convolution neural network with region based analysis
by: P. Geetha, et al.
Published: (2024-10-01)

Electrical Impedance Tomography for Hip Stem Implant Monitoring
by: Krukewitt Lisa, et al.
Published: (2024-12-01)

Unrolled Optimization via Physics-Assisted Convolutional Neural Network for MR-Based Electrical Properties Tomography: A Numerical Investigation
by: Sabrina Zumbo, et al.
Published: (2024-01-01)

Exploring the efficacy of various CNN architectures in diagnosing oral cancer from squamous cell carcinoma
by: Prerna Kulkarni, et al.
Published: (2024-12-01)

Damage detection in structural health monitoring using hybrid convolution neural network and recurrent neural network
by: Dung Bui-Ngoc, et al.
Published: (2022-01-01)

Damage Detection in Structural Health Monitoring using Hybrid Convolution Neural Network and Recurrent Neural Network
by: Thanh Bui-Tien, et al.
Published: (2021-12-01)

A joint three-plane physics-constrained deep learning based polynomial fitting approach for MR electrical properties tomography
by: Kyu-Jin Jung, et al.
Published: (2025-02-01)

Target Tracking in 4D Ultrasound using Localization Networks
by: Krause Cassandra, et al.
Published: (2024-09-01)

Atrial Fibrillation Type Classification by a Convolutional Neural Network Using Contrast-Enhanced Computed Tomography Images
by: Hina Kotani, et al.
Published: (2024-11-01)

Autoencoder Reconstruction of Cosmological Microlensing Magnification Maps
by: Somayeh Khakpash, et al.
Published: (2025-01-01)

Advanced Malware Detection: Integrating Convolutional Neural Networks with LSTM RNNs for Enhanced Security
by: Balsam Ridha Habeeb Alsaedi
Published: (2024-12-01)

Optimization of deep neural networks for multiclassification of dental X-rays using transfer learning
by: G. Divya Deepak, et al.
Published: (2024-12-01)

Detecting Phishing URLs Based on a Deep Learning Approach to Prevent Cyber-Attacks
by: Qazi Emad ul Haq, et al.
Published: (2024-11-01)

Deep learning versus human assessors: forensic sex estimation from three-dimensional computed tomography scans
by: Ridhwan Lye, et al.
Published: (2024-12-01)

RePoint-Net detection and 3DSqU² Net segmentation for automatic identification of pulmonary nodules in computed tomography images
by: Shabnam Ghasemi, et al.
Published: (2024-12-01)

Brightness-Based Convolutional Neural Network for Thermal Image Enhancement
by: Kyungjae Lee, et al.
Published: (2017-01-01)

Malaria Cell Image Classification Using Compact Deep Learning Architectures on Jetson TX2
by: Adán-Antonio Alonso-Ramírez, et al.
Published: (2024-11-01)

Comparative analysis of CNN models for handwritten digit recognition
by: Krystyna Banaszewska, et al.
Published: (2024-09-01)

AI illuminates paths in oral cancer
by: Devesh U. Kapoor, et al.
Published: (2024-09-01)

An ensemble convolutional neural network model for brain stroke prediction using brain computed tomography images
by: Most. Jannatul Ferdous, et al.
Published: (2024-12-01)

An Efficient Frequency Encoding Scheme for Optical Convolution Accelerator
by: Gongyu Xia, et al.
Published: (2024-12-01)

DCNN: a novel binary and multi-class network intrusion detection model via deep convolutional neural network
by: Ahmed Shebl, et al.
Published: (2024-12-01)

Diagnosis of Coronary Heart Disease Through Deep Learning-Based Segmentation and Localization in Computed Tomography Angiography
by: Bo Zhao, et al.
Published: (2025-01-01)

An ensemble of modern computer vision models for deepfake detection
by: Aleksandr S. Pikul
Published: (2024-11-01)

COMPARATIVE ANALYSIS OF THE EFFECTIVENESS OF NEURAL NETWORKS AT DIFFERENT VALUES OF THE SNR RATIO
by: Aigul Kulakayeva, et al.
Published: (2024-10-01)

Comparative study of deep learning techniques for DeepFake video detection
by: Rozi Khan, et al.
Published: (2024-12-01)

A deep neural network for general scattering matrix
by: Jing Yongxin, et al.
Published: (2023-04-01)

Table Extraction with Table Data Using VGG-19 Deep Learning Model
by: Muhammad Zahid Iqbal, et al.
Published: (2025-01-01)

Malicious DNS traffic detection based neural networks
by: SHAN Kangkang, et al.
Published: (2024-11-01)

Improved Generalizability in Medical Computer Vision: Hyperbolic Deep Learning in Multi-Modality Neuroimaging
by: Cyrus Ayubcha, et al.
Published: (2024-12-01)

Patient-Specific Detection of Atrial Fibrillation in Segments of ECG Signals using Deep Neural Networks
by: Jeyson A. Castillo, et al.
Published: (2019-11-01)

Research on data-driven modeling for photovoltaic characteristics based on hybrid neural network
by: Guobin ZHANG, et al.
Published: (2020-06-01)

A novel seismic inversion method based on multiple attributes and machine learning for hydrocarbon reservoir prediction in Bohai Bay Basin, Eastern China
by: Zongbin Liu, et al.
Published: (2024-12-01)

Selective Auditory Attention Detection Using Combined Transformer and Convolutional Graph Neural Networks
by: Masoud Geravanchizadeh, et al.
Published: (2024-11-01)

Segmentation of the iliac crest from CT-data for virtual surgical planning of facial reconstruction surgery using deep learning
by: Stefan Raith, et al.
Published: (2025-01-01)

Comparing Different Data Partitioning Strategies for Segmenting Areas Affected by COVID-19 in CT Scans
by: Anne de Souza Oliveira, et al.
Published: (2024-12-01)

Neural network-based automated proptosis measurement using computed tomography images for patients with thyroid-associated orbitopathy
by: Sujeong Han, et al.
Published: (2024-11-01)

Enhanced Image Reconstruction in Electrical Impedance Tomography using Radial Basis Function Neural Networks
by: Nomvussi Serge Ayme Kouakouo, et al.
Published: (2024-12-01)