3D-ResNet-BiLSTM Model: A Deep Learning Model for County-Level Soybean Yield Prediction with Time-Series Sentinel-1, Sentinel-2 Imagery, and Daymet Data

3D-ResNet-BiLSTM Model: A Deep Learning Model for County-Level Soybean Yield Prediction with Time-Series Sentinel-1, Sentinel-2 Imagery, and Daymet Data

Ensuring food security in precision agriculture requires early prediction of soybean yield at various scales within the United States (U.S.), ranging from international to local levels. Accurate yield estimation is essential in preventing famine by providing insights into food availability during th...

Full description

Bibliographic Details
Main Authors:	Mahdiyeh Fathi, Reza Shah-Hosseini, Armin Moghimi
Format:	Article
Language:	English
Published:	MDPI AG 2023-11-01
Series:	Remote Sensing
Subjects:	soybean yield prediction Conv3D ResNet BiLSTM Sentinel 1–2
Online Access:	https://www.mdpi.com/2072-4292/15/23/5551

Similar Items

Non-Intrusive Air Traffic Control Speech Quality Assessment with ResNet-BiLSTM
by: Yuezhou Wu, et al.
Published: (2023-09-01)

MHRA-MS-3D-ResNet-BiLSTM: A Multi-Head-Residual Attention-Based Multi-Stream Deep Learning Model for Soybean Yield Prediction in the U.S. Using Multi-Source Remote Sensing Data
by: Mahdiyeh Fathi, et al.
Published: (2024-12-01)

ResNet-LSTM for Real-Time PM<sub>2.5</sub> and PM₁₀ Estimation Using Sequential Smartphone Images
by: Shiguang Song, et al.
Published: (2020-01-01)

Video-Based Sign Language Recognition via ResNet and LSTM Network
by: Jiayu Huang, et al.
Published: (2024-06-01)

ncDLRES: a novel method for non-coding RNAs family prediction based on dynamic LSTM and ResNet
by: Linyu Wang, et al.
Published: (2021-09-01)

Short-Term Load Forecasting and Associated Weather Variables Prediction Using ResNet-LSTM Based Deep Learning
by: Xinfang Chen, et al.
Published: (2023-01-01)

Dynamic Gesture Recognition Model Based on Millimeter-Wave Radar With ResNet-18 and LSTM
by: Yongqiang Zhang, et al.
Published: (2022-06-01)

HVAC Load Forecasting Based on the CEEMDAN-Conv1D-BiLSTM-AM Model
by: Zhicheng Xiao, et al.
Published: (2023-11-01)

KianNet: A Violence Detection Model Using an Attention-Based CNN-LSTM Structure
by: Soheil Vosta, et al.
Published: (2024-01-01)

Automatic sleep staging by a hybrid model based on deep 1D-ResNet-SE and LSTM with single-channel raw EEG signals
by: Weiming Li, et al.
Published: (2023-09-01)

Microseismic moment tensor inversion based on ResNet model
by: Jiaqi Yan, et al.
Published: (2025-06-01)

A Deep Learning Review of ResNet Architecture for Lung Disease Identification in CXR Image
by: Syifa Auliyah Hasanah, et al.
Published: (2023-12-01)

Attention-Based BiLSTM for Negation Handling in Sentimen Analysis
by: Riszki Wijayatun Pratiwi, et al.
Published: (2020-10-01)

Rediscovering Automatic Detection of Stuttering and Its Subclasses through Machine Learning—The Impact of Changing Deep Model Architecture and Amount of Data in the Training Set
by: Piotr Filipowicz, et al.
Published: (2023-05-01)

Research on Fault Diagnosis of Six-Phase Propulsion Motor Drive Inverter for Marine Electric Propulsion System Based on Res-BiLSTM
by: Jialing Xie, et al.
Published: (2022-08-01)

Enhancing Speaker Recognition with CRET Model: a fusion of CONV2D, RESNET and ECAPA-TDNN
by: Pinyan Li, et al.
Published: (2025-02-01)

Detection of Lower Body for AGV Based on SSD Algorithm with ResNet
by: Xinbiao Gao, et al.
Published: (2022-03-01)

A performance-based hybrid deep learning model for predicting TBM advance rate using Attention-ResNet-LSTM
by: Sihao Yu, et al.
Published: (2024-01-01)

Prediction of Pollutant Concentration Based on Spatial–Temporal Attention, ResNet and ConvLSTM
by: Cai Chen, et al.
Published: (2023-10-01)

Improved ResNet algorithm based intelligent interference identification
by: Jian MA, et al.
Published: (2022-10-01)

Improved ResNet algorithm based intelligent interference identification
by: Jian MA, et al.
Published: (2022-10-01)

DETECTION OF ANOMALOUS EVENTS BASED ON DEEP LEARNING-BILSTM
by: Zainab K. Abbas, et al.
Published: (2022-12-01)

Enhancing rice yield prediction: a deep fusion model integrating ResNet50-LSTM with multi source data
by: Aqsa Aslam, et al.
Published: (2024-08-01)

Enhancing Corn Yield Prediction in Iowa: A Concatenate-Based 2D-CNN-BILSTM Model with Integration of Sentinel-1/2 and SoilGRIDs Data
by: Mahdiyeh Fathi, et al.
Published: (2023-11-01)

A CNN-RNN Combined Structure for Real-World Violence Detection in Surveillance Cameras
by: Soheil Vosta, et al.
Published: (2022-01-01)

ResNet1D-Based Personal Identification with Multi-Session Surface Electromyography for Electronic Health Record Integration
by: Raghavendra Ganiga, et al.
Published: (2024-05-01)

A Deep Learning Approach for Multi-Depth Soil Water Content Prediction in Summer Maize Growth Period
by: Jingxin Yu, et al.
Published: (2020-01-01)

S-ResNet: An improved ResNet neural model capable of the identification of small insects
by: Pei Wang, et al.
Published: (2022-12-01)

Research on sentiment classification for netizens based on the BERT-BiLSTM-TextCNN model
by: Xuchu Jiang, et al.
Published: (2022-06-01)

Comparison of machine learning and deep learning techniques for the prediction of air pollution: a case study from China
by: Ishan Ayus, et al.
Published: (2023-05-01)

Atrial Fibrillation Prediction Based on Recurrence Plot and ResNet
by: Haihang Zhu, et al.
Published: (2024-08-01)

A ResNet‐based approach for accurate radiographic diagnosis of knee osteoarthritis
by: Yu Wang, et al.
Published: (2022-09-01)

Self-Attention-Based BiLSTM Model for Short Text Fine-Grained Sentiment Classification
by: Jun Xie, et al.
Published: (2019-01-01)

A Landslide Warning Method Based on K-Means-ResNet Fast Classification Model
by: Yang Wu, et al.
Published: (2022-12-01)

Facial expression recognition via ResNet-50
by: Bin Li, et al.
Published: (2021-06-01)

Using BiLSTM Networks for Context-Aware Deep Sensitivity Labelling on Conversational Data
by: Antreas Pogiatzis, et al.
Published: (2020-12-01)

Prediction of remaining parking spaces based on EMD-LSTM-BiLSTM neural network
by: Changxi Ma, et al.
Published: (2025-02-01)

Monthly Precipitation Prediction Based on Attention-BiLSTM Model
by: CHENG Yuxiang, et al.
Published: (2024-06-01)

A facial expression recognizer using modified ResNet-152
by: Wenle Xu, et al.
Published: (2022-04-01)

A new strong convective precipitation forecasting method based on attention mechanism and spatio-temporal reasoning
by: Ziliang Zhao, et al.
Published: (2024-08-01)