Inferring particle distributions in two-dimensional space with numerical features based on generative adversarial networks (GANs)

A feasibility study was conducted on the usage of Generative Adversarial Networks (GANs) for inferring particle beam profiles. Two types of GANs, Deep Convolution GAN (DCGAN) and Wasserstein GAN (WGAN), were implemented in the PyTorch framework and trained using a mathematically generated dataset. T...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:	Nuclear Engineering and Technology
المؤلف الرئيسي:	Pilsoo Lee
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	Elsevier 2025-10-01
الموضوعات:	GANs DCGAN WGAN Machine learning Beam profile
الوصول للمادة أونلاين:	http://www.sciencedirect.com/science/article/pii/S1738573325002499

مواد مشابهة

Various Generative Adversarial Networks Model for Synthetic Prohibitory Sign Image Generation
حسب: Christine Dewi, وآخرون
منشور في: (2021-03-01)

Optimizing Generative Adversarial Network (GAN) Models for Non-Pneumatic Tire Design
حسب: Ju Yong Seong, وآخرون
منشور في: (2023-09-01)

HGAN: Hyperbolic Generative Adversarial Network
حسب: Diego Lazcano, وآخرون
منشور في: (2021-01-01)

Boosting EEG and ECG Classification with Synthetic Biophysical Data Generated via Generative Adversarial Networks
حسب: Archana Venugopal, وآخرون
منشور في: (2024-11-01)

LoGAN: local generative adversarial network for novel structure prediction
حسب: Péter Kovács, وآخرون
منشور في: (2024-01-01)

Implementasi Deep Convolutional Generative Adversarial Network untuk Pewarnaan Citra Grayscale
حسب: Muhammad Ricky, وآخرون
منشور في: (2022-12-01)

Generative Adversarial Networks for the Synthesis of Chest X-ray Images
حسب: Mai Feng Ng, وآخرون
منشور في: (2023-01-01)

Application of Auxiliary Classifier Wasserstein Generative Adversarial Networks in Wireless Signal Classification of Illegal Unmanned Aerial Vehicles
حسب: Caidan Zhao, وآخرون
منشور في: (2018-12-01)

Virtual microstructure design for steels using generative adversarial networks
حسب: Jin‐Woong Lee, وآخرون
منشور في: (2021-01-01)

Data Augmentation using Adversarial Networks for Tea Diseases Detection
حسب: R. Sandra Yuwana, وآخرون
منشور في: (2020-08-01)

Bidirectional Face Aging Synthesis Based on Improved Deep Convolutional Generative Adversarial Networks
حسب: Xinhua Liu, وآخرون
منشور في: (2019-02-01)

Platelets Image Classification Through Data Augmentation: A Comparative Study of Traditional Imaging Augmentation and GAN-Based Synthetic Data Generation Techniques Using CNNs
حسب: Itunuoluwa Abidoye, وآخرون
منشور في: (2025-06-01)

BrainGAN: Brain MRI Image Generation and Classification Framework Using GAN Architectures and CNN Models
حسب: Halima Hamid N. Alrashedy, وآخرون
منشور في: (2022-06-01)

A Study on Generating Webtoons Using Multilingual Text-to-Image Models
حسب: Kyungho Yu, وآخرون
منشور في: (2023-06-01)

Multimodal Sparse Reconstruction and Deep Generative Networks: A Paradigm Shift in MR-PET Neuroimaging
حسب: Krzysztof Malczewski
منشور في: (2025-08-01)

A Comparative Analysis of the Novel Conditional Deep Convolutional Neural Network Model, Using Conditional Deep Convolutional Generative Adversarial Network-Generated Synthetic and Augmented Brain Tumor Datasets for Image Classification
حسب: Efe Precious Onakpojeruo, وآخرون
منشور في: (2024-05-01)

Adaptation of deep learning models to distinguish species with strongly overlapping characteristics: the example of spores of the genus Riccia
حسب: Stefan Herdy, وآخرون
منشور في: (2025-12-01)

Generative Adversarial Networks for Data Generation in Structural Health Monitoring
حسب: Furkan Luleci, وآخرون
منشور في: (2022-02-01)

Unsupervised generation of fashion editorials using deep generative model
حسب: Minjoo Kang, وآخرون
منشور في: (2024-01-01)

Exploring Bioimage Synthesis and Detection via Generative Adversarial Networks: A Multi-Faceted Case Study
حسب: Valeria Sorgente, وآخرون
منشور في: (2025-06-01)

Enhanced Generative Adversarial Networks with Restart Learning Rate in Discriminator
حسب: Kun Li, وآخرون
منشور في: (2022-01-01)

Research on a Bearing Fault Diagnosis Method Based on an Improved Wasserstein Generative Adversarial Network
حسب: Chengshun Zhu, وآخرون
منشور في: (2024-08-01)

Adversarial sample generation algorithm for vertical federated learning
حسب: Xiaolin CHEN, وآخرون
منشور في: (2023-08-01)

Adversarial sample generation algorithm for vertical federated learning
حسب: Xiaolin CHEN, وآخرون
منشور في: (2023-08-01)

Wasserstein GAN for moving differential privacy protection
حسب: Enze Liu, وآخرون
منشور في: (2025-06-01)

Panchromatic Image Super-Resolution Via Self Attention-Augmented Wasserstein Generative Adversarial Network
حسب: Juan Du, وآخرون
منشور في: (2021-03-01)

EPRNG: Effective Pseudo-Random Number Generator on the Internet of Vehicles Using Deep Convolution Generative Adversarial Network
حسب: Chenyang Fei, وآخرون
منشور في: (2025-01-01)

Exploring deep convolutional generative adversarial networks (DCGAN) in biometric systems: a survey study
حسب: John Jenkins, وآخرون
منشور في: (2024-05-01)

Adaptive Elastic GAN for High-Fidelity Blood Cell Image Hallucination and Classification
حسب: Issac Neha Margret, وآخرون
منشور في: (2025-01-01)

Data Generation with GAN Networks for Sidescan Sonar in Semantic Segmentation Applications
حسب: Dianyu Yang, وآخرون
منشور في: (2023-09-01)

Delamination Detection Framework for the Imbalanced Dataset in Laminated Composite Using Wasserstein Generative Adversarial Network-Based Data Augmentation
حسب: Sungjun Kim, وآخرون
منشور في: (2023-10-01)

Polymorphic Adversarial Cyberattacks Using WGAN
حسب: Ravi Chauhan, وآخرون
منشور في: (2021-12-01)

Image Super-Resolution Reconstruction Algorithm Based on Generative Adversarial Networks
حسب: JIANG Yuning, LI Jinhua, ZHAO Junli
منشور في: (2021-03-01)

Multi-Turn Chatbot Based on Query-Context Attentions and Dual Wasserstein Generative Adversarial Networks
حسب: Jintae Kim, وآخرون
منشور في: (2019-09-01)

ImputeGAN: Generative Adversarial Network for Multivariate Time Series Imputation
حسب: Rui Qin, وآخرون
منشور في: (2023-01-01)

Defense Method for Smart Grid GPS Spoofing Attack Based on BiLSTM and Self-attention Mechanism Generative Adversarial Network
حسب: Hui WU, وآخرون
منشور في: (2024-09-01)

Parkinson’s Disease Detection Based on Spectrogram-Deep Convolutional Generative Adversarial Network Sample Augmentation
حسب: Zhi-Jing Xu, وآخرون
منشور في: (2020-01-01)

Data Augmentation for Imbalanced HRRP Recognition Using Deep Convolutional Generative Adversarial Network
حسب: Yiheng Song, وآخرون
منشور في: (2020-01-01)

Superresolution reconstruction method for ancient murals based on the stable enhanced generative adversarial network
حسب: Jianfang Cao, وآخرون
منشور في: (2021-07-01)

Generative adversarial networks (GANS) for generating face images
حسب: Dolly Indra, وآخرون
منشور في: (2025-07-01)