Improved Soil Moisture and Electrical Conductivity Prediction of Citrus Orchards Based on IoT Using Deep Bidirectional LSTM

Improved Soil Moisture and Electrical Conductivity Prediction of Citrus Orchards Based on IoT Using Deep Bidirectional LSTM

In order to create an irrigation scheduling plan for use in large-area citrus orchards, an environmental information collection system of citrus orchards was established based on the Internet of Things (IoT). With the environmental information data, deep bidirectional long short-term memory (Bid-LST...

Full description

Bibliographic Details
Main Authors:	Peng Gao, Jiaxing Xie, Mingxin Yang, Ping Zhou, Wenbin Chen, Gaotian Liang, Yufeng Chen, Xiongzhe Han, Weixing Wang
Format:	Article
Language:	English
Published:	MDPI AG 2021-07-01
Series:	Agriculture
Subjects:	Internet of Things bidirectional LSTM soil moisture and soil electrical conductivity prediction MLNN wireless sensor network citrus
Online Access:	https://www.mdpi.com/2077-0472/11/7/635

Similar Items

Field Data Forecasting Using LSTM and Bi-LSTM Approaches
by: Paweena Suebsombut, et al.
Published: (2021-12-01)

HyBiLSTM: Multivariate Bitcoin Price Forecasting Using Hybrid Time-Series Models With Bidirectional LSTM
by: Anny Mardjo, et al.
Published: (2024-01-01)

Modeling for the Prediction of Soil Moisture in Litchi Orchard with Deep Long Short-Term Memory
by: Peng Gao, et al.
Published: (2021-12-01)

Different Approaches for Face Authentication as Part of a Multimodal Biometrics System
by: Jaromir Tovarek, et al.
Published: (2018-01-01)

Hybrid Bidirectional LSTM Model for Short-Term Wind Speed Interval Prediction
by: Adnan Saeed, et al.
Published: (2020-01-01)

Multimodel Phishing URL Detection Using LSTM, Bidirectional LSTM, and GRU Models
by: Sanjiban Sekhar Roy, et al.
Published: (2022-11-01)

Car Tourist Trajectory Prediction Based on Bidirectional LSTM Neural Network
by: Sergei Mikhailov, et al.
Published: (2021-06-01)

Bidirectional Grid Long Short-Term Memory (BiGridLSTM): A Method to Address Context-Sensitivity and Vanishing Gradient
by: Hongxiao Fei, et al.
Published: (2018-10-01)

Predicting cash holdings using supervised machine learning algorithms
by: Şirin Özlem, et al.
Published: (2022-05-01)

Enhancing efficiency and capacity of telehealth services with intelligent triage: a bidirectional LSTM neural network model employing character embedding
by: Jinming Shi, et al.
Published: (2023-11-01)

Network intrusion detection based on multi-domain data and ensemble-bidirectional LSTM
by: Xiaoning Wang, et al.
Published: (2023-06-01)

Sentiment Analysis of Text Based on Bidirectional LSTM With Multi-Head Attention
by: Fei Long, et al.
Published: (2019-01-01)

Deep bidirectional LSTM for the signal detection of universal filtered multicarrier systems
by: Md. Ferdous Ahammed, et al.
Published: (2022-12-01)

Malicious JavaScript Detection Based on Bidirectional LSTM Model
by: Xuyan Song, et al.
Published: (2020-05-01)

Analysis of Public Sentiment Towards Goverment Efforts to Break the Chain of Covid-19 Transmission in Indonesia Using CNN and Bidirectional LSTM
by: Gusti Agung Mayun Kukuh Jaluwana, et al.
Published: (2022-08-01)

Variation of soil bacterial communities in a chronosequence of citrus orchard
by: Ya-bo Jin, et al.
Published: (2022-06-01)

Reservoir Prediction Model via the Fusion of Optimized Long Short-Term Memory Network (LSTM) and Bidirectional Random Vector Functional Link (RVFL)
by: Guodong Li, et al.
Published: (2022-10-01)

Real-Time Monitoring for Hydraulic States Based on Convolutional Bidirectional LSTM with Attention Mechanism
by: Kyutae Kim, et al.
Published: (2020-12-01)

Predicting the Photosynthetic Rate of Chinese Brassica Using Deep Learning Methods
by: Peng Gao, et al.
Published: (2021-10-01)

Enhancing Electrical Load Prediction Using a Bidirectional LSTM Neural Network
by: Christos Pavlatos, et al.
Published: (2023-11-01)

Splice-site identification for exon prediction using bidirectional LSTM-RNN approach
by: Noopur Singh, et al.
Published: (2022-07-01)

A novel privacy-preserving speech recognition framework using bidirectional LSTM
by: Qingren Wang, et al.
Published: (2020-07-01)

Deep Bidirectional LSTM Network Learning-Based Sentiment Analysis for Arabic Text
by: Elfaik Hanane, et al.
Published: (2020-12-01)

The potential for biochar application in “Shatangju” (Citrus reticulate cv.) orchard on acid red soil: Biochar prepared from its organic waste in an orchard
by: Yanjun Guo, et al.
Published: (2022-10-01)

In-Situ GNSS-R and Radiometer Fusion Soil Moisture Retrieval Model Based on LSTM
by: Tianlong Zhang, et al.
Published: (2023-05-01)

A Bidirectional LSTM Language Model for Code Evaluation and Repair
by: Md. Mostafizer Rahman, et al.
Published: (2021-02-01)

Short-term prediction of wind power density using convolutional LSTM network
by: Gupta Deepak, et al.
Published: (2021-01-01)

Brain lateralisation feature extraction and ant colony optimisation‐bidirectional LSTM network model for emotion recognition
by: Woo‐Hyun Hwang, et al.
Published: (2022-02-01)

<i>χ</i>2-BidLSTM: A Feature Driven Intrusion Detection System Based on <i>χ</i>2 Statistical Model and Bidirectional LSTM
by: Yakubu Imrana, et al.
Published: (2022-03-01)

ViolenceNet: Dense Multi-Head Self-Attention with Bidirectional Convolutional LSTM for Detecting Violence
by: Fernando J. Rendón-Segador, et al.
Published: (2021-07-01)

Speech Emotion Analysis of Netizens Based on Bidirectional LSTM and PGCDBN
by: Lei Yang, et al.
Published: (2021-01-01)

Citrus Soil pH Management
by: Kelly Morgan
Published: (2019-12-01)

Delayed Combination of Feature Embedding in Bidirectional LSTM CRF for NER
by: Chirawan Ronran, et al.
Published: (2020-10-01)

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

Enhancements of Attention-Based Bidirectional LSTM for Hybrid Automatic Text Summarization
by: Jiawen Jiang, et al.
Published: (2021-01-01)

A Deep Bidirectional LSTM Model Enhanced by Transfer-Learning-Based Feature Extraction for Dynamic Human Activity Recognition
by: Najmul Hassan, et al.
Published: (2024-01-01)

A Long Short-Term Memory (LSTM) Network for Hourly Estimation of PM<sub>2.5</sub> Concentration in Two Cities of South Korea
by: Khaula Qadeer, et al.
Published: (2020-06-01)

Retrieving Photometric Properties and Soil Moisture Content of Tidal Flats Using Bidirectional Spectral Reflectance
by: Chen Gao, et al.
Published: (2021-04-01)

LSTM-Based Deformation Prediction Model of the Embankment Dam of the Danjiangkou Hydropower Station
by: Shuming Wang, et al.
Published: (2022-08-01)

Common Questions When Using Soil Moisture Sensors for Citrus and Other Fruit Trees
by: Eric Herrera, et al.
Published: (2021-03-01)