Evaluation of Soil Nutrient Status Based on LightGBM Model: An Example of Tobacco Planting Soil in Debao County, Guangxi

Soil nutrient status is the foundation of agricultural development. Exploring the features of soil nutrients and status evaluation can provide a reference for the development of modern agriculture. LightGBM is an optimization algorithm based on the boosting framework, which uses histograms to improv...

書目詳細資料
發表在:	Applied Sciences
Main Authors:	Zhipeng Liang, Tianxiang Zou, Jialin Gong, Meng Zhou, Wenjie Shen, Jietang Zhang, Dongsheng Fan, Yanhui Lu
格式:	Article
語言:	英语
出版:	MDPI AG 2022-12-01
主題:	LightGBM model tobacco planting soil confusion matrix eigenvalue analysis nutrient features nutrient status
在線閱讀:	https://www.mdpi.com/2076-3417/12/23/12354

相似書籍

LightGBM-Based Human Action Recognition Using Sensors
由: Yinuo Liu, et al.
出版: (2025-06-01)

Fake news detection based on a hybrid BERT and LightGBM models
由: Ehab Essa, et al.
出版: (2023-05-01)

Prediction of Gas Concentration Based on LSTM-LightGBM Variable Weight Combination Model
由: Xiangqian Wang, et al.
出版: (2022-01-01)

Diagnosis of Diabetes Mellitus Using Gradient Boosting Machine (LightGBM)
由: Derara Duba Rufo, et al.
出版: (2021-09-01)

Optuna-LightGBM : An Optuna hyperparameter optimization framework for the determination of solvent components in acid gas removal unit using LightGBM
由: Rafi Jusar Wishnuwardana, et al.
出版: (2025-09-01)

Wallet-Based Transaction Fraud Prevention Through LightGBM With the Focus on Minimizing False Alarms
由: Can Iscan, et al.
出版: (2023-01-01)

Dynamic Generation Method of Highway ETC Gantry Topology Based on LightGBM
由: Fumin Zou, et al.
出版: (2023-08-01)

Automatic Search of Cataclysmic Variables Based on LightGBM in LAMOST-DR7
由: Zhiyuan Hu, et al.
出版: (2021-11-01)

Patent lifetime prediction using LightGBM with a customized loss
由: Jieming Liu, et al.
出版: (2024-05-01)

Seismic Response Prediction of Rigid Rocking Structures Using Explainable LightGBM Models
由: Ioannis Karampinis, et al.
出版: (2024-07-01)

Application of LightGBM Algorithm in the Initial Design of a Library in the Cold Area of China Based on Comprehensive Performance
由: Yihuan Zhou, et al.
出版: (2022-08-01)

LightGBM-LncLoc: A LightGBM-Based Computational Predictor for Recognizing Long Non-Coding RNA Subcellular Localization
由: Jianyi Lyu, et al.
出版: (2023-01-01)

Optimized LightGBM Power Fingerprint Identification Based on Entropy Features
由: Lin Lin, et al.
出版: (2022-10-01)

Lithium Battery SOH Estimation Based on Manifold Learning and LightGBM
由: Mei Zhang, et al.
出版: (2023-05-01)

Implementasi Metode LightGBM Untuk Klasifikasi Kondisi Abnormal Pada Pengemudi Sepeda Motor Berbasis Sensor Smartphone
由: R Rizki Rachmadi, et al.
出版: (2021-12-01)

Application of Improved LightGBM Model in Blood Glucose Prediction
由: Yan Wang, et al.
出版: (2020-05-01)

Heart Failure Prediction Based on Bootstrap Sampling and Weighted Fusion LightGBM Model
由: Yuanni Wang, et al.
出版: (2025-04-01)

The Comparison of LightGBM and XGBoost Coupling Factor Analysis and Prediagnosis of Acute Liver Failure
由: Dongyang Zhang, et al.
出版: (2020-01-01)

Data-Driven LightGBM Controller for Robotic Manipulator
由: Dimitri Mahayana
出版: (2024-01-01)

Maximum Wave Height Prediction Based on Buoy Data: Application of LightGBM and TCN-BiGRU
由: Baisong Yang, et al.
出版: (2025-10-01)

Heavy Metal Concentration Estimation for Different Farmland Soils Based on Projection Pursuit and LightGBM with Hyperspectral Images
由: Nan Lin, et al.
出版: (2024-05-01)

Leisure Time Prediction and Influencing Factors Analysis Based on LightGBM and SHAP
由: Qiyan Wang, et al.
出版: (2023-05-01)

A robust LightGBM model for concrete tensile strength forecast to aid in resilience-based structure strategies
由: Chukwuemeka Daniel
出版: (2024-10-01)

A Diagnostic Method for Open-Circuit Faults in DC Charging Stations Based on Improved S-Transform and LightGBM
由: Yin Chen, et al.
出版: (2024-01-01)

Fresh Meat Classification Using Laser-Induced Breakdown Spectroscopy Assisted by LightGBM and Optuna
由: Kaifeng Mo, et al.
出版: (2024-06-01)

A Security Model Based on LightGBM and Transformer to Protect Healthcare Systems From Cyberattacks
由: Abdallah Ghourabi
出版: (2022-01-01)

Cost Harmonization LightGBM-Based Stock Market Prediction
由: Xiaosong Zhao, et al.
出版: (2023-01-01)

Interpretable ore classification using SHAP-enhanced LightGBM: A case study from the Qiaomaishan deposit, China
由: Mingming Zhang, et al.
出版: (2025-12-01)

RETRACTED ARTICLE: Research on Data Analysis of Efficient Innovation and Entrepreneurship Practice Teaching Based on LightGBM Classification Algorithm
由: Binbin Huang, et al.
出版: (2023-09-01)

Feature selection of power system data for frequency prediction with BO-LightGBM-Boruta
由: Jie Zhou, et al.
出版: (2025-09-01)

Mapping Antarctic Blue Ice Areas With Sentinel-2A/B Images and LightGBM Model
由: Xiaolong Teng, et al.
出版: (2025-01-01)

Using feature optimization and LightGBM algorithm to predict the clinical pregnancy outcomes after in vitro fertilization
由: Lu Li, et al.
出版: (2023-11-01)

Improved Mapping of Regional Forest Heights by Combining Denoise and LightGBM Method
由: Mengting Sang, et al.
出版: (2023-11-01)

LightGBM Medium-Term Photovoltaic Power Prediction Integrating Meteorological Features and Historical Data
由: Yu Yang, et al.
出版: (2025-10-01)

A flexible multi-scale approach for downscaling GRACE-derived groundwater storage anomaly using LightGBM and random forest in the Tashk-Bakhtegan Basin, Iran
由: Arezo Mohtaram, et al.
出版: (2025-02-01)

SAELGMDA: Identifying human microbe–disease associations based on sparse autoencoder and LightGBM
由: Feixiang Wang, et al.
出版: (2023-06-01)

Numerical Forecast Correction of Temperature and Wind Using a Single-Station Single-Time Spatial LightGBM Method
由: Rongnian Tang, et al.
出版: (2021-12-01)

Body Weight Estimation in Holstein × Zebu Crossbred Heifers: Comparative Analysis of XGBoost and LightGBM Algorithms
由: Jose Herrera‐Camacho, et al.
出版: (2025-07-01)

A Data Resource Trading Price Prediction Method Based on Improved LightGBM Ensemble Model
由: Wan Nie, et al.
出版: (2025-01-01)

Predicting Live Weight for Female Rabbits of Meat Crosses From Body Measurements Using LightGBM, XGBoost and Support Vector Machine Algorithms
由: Hasan Önder, et al.
出版: (2025-01-01)