Efficient screening framework for organic solar cells with deep learning and ensemble learning

Efficient screening framework for organic solar cells with deep learning and ensemble learning

Abstract Organic photovoltaics have attracted worldwide interest due to their unique advantages in developing low-cost, lightweight, and flexible power sources. Functional molecular design and synthesis have been put forward to accelerate the discovery of ideal organic semiconductors. However, it is...

Full description

Bibliographic Details
Main Authors:	Hongshuai Wang, Jie Feng, Zhihao Dong, Lujie Jin, Miaomiao Li, Jianyu Yuan, Youyong Li
Format:	Article
Language:	English
Published:	Nature Portfolio 2023-10-01
Series:	npj Computational Materials
Online Access:	https://doi.org/10.1038/s41524-023-01155-9

Similar Items

Urban expansion simulation with an explainable ensemble deep learning framework
by: Yue Zhu, et al.
Published: (2024-04-01)

Efficient and accurate diagnosis of otomycosis using an ensemble deep-learning model
by: Chenggang Mao, et al.
Published: (2022-08-01)

Automated Caries Screening Using Ensemble Deep Learning on Panoramic Radiographs
by: Toan Huy Bui, et al.
Published: (2022-09-01)

Data-Driven and Machine Learning to Screen Metal–Organic Frameworks for the Efficient Separation of Methane
by: Yafang Guan, et al.
Published: (2024-06-01)

A deep ensemble learning framework for glioma segmentation and grading prediction
by: Liang Wen, et al.
Published: (2025-02-01)

Glu-Ensemble: An ensemble deep learning framework for blood glucose forecasting in type 2 diabetes patients
by: Yechan Han, et al.
Published: (2024-04-01)

EnsembleDL-ATG: Identifying autophagy proteins by integrating their sequence and evolutionary information using an ensemble deep learning framework
by: Lezheng Yu, et al.
Published: (2023-01-01)

Deep Ensemble Learning Model for Short-Term Load Forecasting within Active Learning Framework
by: Zengping Wang, et al.
Published: (2019-10-01)

Accelerating the discovery of acceptor materials for organic solar cells by deep learning
by: Jinyu Sun, et al.
Published: (2024-08-01)

Ensemble deep learning and EfficientNet for accurate diagnosis of diabetic retinopathy
by: Lakshay Arora, et al.
Published: (2024-12-01)

An intelligent diabetes classification and perception framework based on ensemble and deep learning method
by: Qazi Waqas Khan, et al.
Published: (2024-03-01)

Short-Term Energy Forecasting Framework Using an Ensemble Deep Learning Approach
by: Mustaqeem, et al.
Published: (2021-01-01)

An Ensembled Framework for Human Breast Cancer Survivability Prediction Using Deep Learning
by: Ehzaz Mustafa, et al.
Published: (2023-05-01)

Water Quality Inversion Framework for Taihu Lake Based on Multilayer Denoising Autoencoder and Ensemble Learning
by: Zhihao Sun, et al.
Published: (2024-12-01)

Solar photovoltaic panel cells defects classification using deep learning ensemble methods
by: H. Tella, et al.
Published: (2025-02-01)

Covalent Organic Framework as a Precursor Additive Toward Efficient and Stable Perovskite Solar Cells
by: Xiang Gao, et al.
Published: (2024-01-01)

A robust ensemble deep learning framework for accurate diagnoses of tuberculosis from chest radiographs
by: Xin Sun, et al.
Published: (2024-07-01)

Machine Learning-Assisted Computational Screening of Metal-Organic Frameworks for Atmospheric Water Harvesting
by: Lifeng Li, et al.
Published: (2022-01-01)

Ensemble deep learning for tuberculosis detection
by: Ahmad Hijazi, Mohd Hanafi, et al.
Published: (2020)

GKN-Stack: An Ensemble Deep Learning Framework for Blood Glucose Forecasting Based on Medical Examination Data
by: Lueshi Li, et al.
Published: (2024-01-01)

A New Multipredictor Ensemble Decision Framework Based on Deep Reinforcement Learning for Regional GDP Prediction
by: Qingwen Li, et al.
Published: (2022-01-01)

Miscibility screening promotes the efficiency and stability of P3HT‐based organic solar cells
by: Kaihu Xian, et al.
Published: (2024-04-01)

Malaria parasitic detection using a new Deep Boosted and Ensemble Learning framework
by: Hafiz M. Asif, et al.
Published: (2024-04-01)

A Deep-Learning Based Framework for Source Separation, Analysis, and Synthesis of Choral Ensembles
by: Pritish Chandna, et al.
Published: (2022-04-01)

Efficient brain tumor grade classification using ensemble deep learning models
by: Sankar M, et al.
Published: (2024-11-01)

Predicting the Performance of Students Using Deep Ensemble Learning
by: Bo Tang, et al.
Published: (2024-12-01)

An ensemble deep learning framework for multi-class LncRNA subcellular localization with innovative encoding strategy
by: Wenxing Hu, et al.
Published: (2025-02-01)

Solar power generation forecasting using ensemble approach based on deep learning and statistical methods
by: Mariam AlKandari, et al.
Published: (2024-06-01)

A Comparative Study of non-deep Learning, Deep Learning, and Ensemble Learning Methods for Sunspot Number Prediction
by: Yuchen Dang, et al.
Published: (2022-12-01)

EnsemblePigDet: Ensemble Deep Learning for Accurate Pig Detection
by: Hanse Ahn, et al.
Published: (2021-06-01)

EnsembleSplice: ensemble deep learning model for splice site prediction
by: Victor Akpokiro, et al.
Published: (2022-10-01)

An Ensemble Learning Framework for Anomaly Detection of Important Geographical Entities
by: H. Li, et al.
Published: (2024-05-01)

Ensembles of Deep Learning Models and Transfer Learning for Ear Recognition
by: Hammam Alshazly, et al.
Published: (2019-09-01)

An Efficient Deep Learning Framework for Optimized Event Forecasting
by: Emad Ul Haq Qazi, et al.
Published: (2024-11-01)

Ensemble deep learning and anomaly detection framework for automatic audio classification: Insights into deer vocalizations
by: Salem Ibrahim Salem, et al.
Published: (2024-12-01)

An interpretable ensemble method for deep representation learning
by: Kai Jiang, et al.
Published: (2024-03-01)

Automated Detection of Koalas with Deep Learning Ensembles
by: Megan Winsen, et al.
Published: (2022-05-01)

Ensemble deep learning for brain tumor detection
by: Shtwai Alsubai, et al.
Published: (2022-09-01)

Automated cervical cell segmentation using deep ensemble learning
by: Jie Ji, et al.
Published: (2023-09-01)

An efficient framework for deep learning‐based light‐defect image enhancement
by: Chengxu Ma, et al.
Published: (2021-05-01)