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A decision support system for managing irrigation in agriculture

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Decision support systems for water management: The Lake Como case study
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Assessing the irrigation strategies over a wide geographical area from structural data about farming systems
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Review of measured crop water productivity values for irrigated wheat, rice, cotton and maize
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Precision of soil moisture sensor irrigation controllers under field conditions
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Remote management of deficit irrigation in almond trees based on maximum daily trunk shrinkage. Water relations and yield
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Investigating the effects of soil moisture sensors positioning and accuracy on soil moisture based drip irrigation scheduling systems
inferredcites →https://doi.org/10.1016/j.agwat.2014.10.022openalex-snapshot
A wireless sensors architecture for efficient irrigation water management
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Combining a water balance model with evapotranspiration measurements to estimate total available soil water in irrigated and rainfed vineyards
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Evaluation of neural network modeling to predict non-water-stressed leaf temperature in wine grape for calculation of crop water stress index
inferredcites →https://doi.org/10.1016/j.compag.2009.04.006openalex-snapshot
Wireless Sensor Networks for precision horticulture in Southern Spain
inferredcites →https://doi.org/10.1016/j.compag.2015.03.004openalex-snapshot
Stem water potential estimation of drip-irrigated early-maturing peach trees under Mediterranean conditions
inferredcites →https://doi.org/10.1016/j.compag.2015.05.019openalex-snapshot
Soft computing applied to stem water potential estimation: A fuzzy rule based approach
inferredcites →https://doi.org/10.1016/j.envsoft.2011.10.012openalex-snapshot
Neural computing modeling of the reference crop evapotranspiration
inferredcites →https://doi.org/10.1016/j.envsoft.2013.10.004openalex-snapshot
Development of an intelligent environmental knowledge system for sustainable agricultural decision support
inferredcites →https://doi.org/10.1016/j.envsoft.2014.09.020openalex-snapshot
A Fuzzy Decision Support System for irrigation and water conservation in agriculture
inferredcites →https://doi.org/10.1016/s0168-1923(00)00121-0openalex-snapshot
The application of climatic data for planning and management of sustainable rainfed and irrigated crop production
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PLS-regression: a basic tool of chemometrics
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A flexible classification approach with optimal generalisation performance: support vector machines
inferredcites →https://doi.org/10.1061/jrcea4.0000699openalex-snapshot
Scheduling Irrigations Using Climate-Crop-Soil Data
inferredcites →https://doi.org/10.1080/01621459.1984.10478083openalex-snapshot
Cross-Validation of Regression Models
inferredcites →https://doi.org/10.1093/jxb/erh213openalex-snapshot
Irrigation scheduling: advantages and pitfalls of plant-based methods
inferredcites →https://doi.org/10.1097/00010694-199604000-00007openalex-snapshot
Water Relations of Plants and Soils
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ANFIS: adaptive-network-based fuzzy inference system
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Neuro-Fuzzy Ensemble Approach for Microarray Cancer Gene Expression Data Analysis
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THE STATISTICAL UTILIZATION OF MULTIPLE MEASUREMENTS
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The Collinearity Problem in Linear Regression. The Partial Least Squares (PLS) Approach to Generalized Inverses
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The Response of Nectarine Fruit Size and Midday Stem Water Potential to Irrigation Level in Stage III and Crop Load
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Extreme Learning Machine for the Classification of Rainfall and Thunderstorm
inferredcites →https://doi.org/10.5281/zenodo.19712698openalex-snapshot
A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Model Predictive Control of Irrigation Decisions Incorporating Rainfall Intensity and Soil Properties
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Neural network models in reducing the risks of irrigated agriculture
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Existentialism of Engineering Marketing and Technological Entrepreneurship in Large Agricultural Enterprises
inferred← citeshttps://doi.org/10.1051/matecconf/201713204009openalex-snapshot
Modelling of Fuzzy Expert Information in the Problem of a Machine Technological Adjustment
inferred← citeshttps://doi.org/10.1061/(asce)ir.1943-4774.0001464openalex-snapshot
Irrigation Scheduling Approaches and Applications: A Review
inferred← citeshttps://doi.org/10.1061/(asce)ir.1943-4774.0001668openalex-snapshot
Soil Moisture or ET-Based Smart Irrigation Scheduling: A Comparison for Sweet Corn with Sap Flow Measurements
inferred← citeshttps://doi.org/10.1061/9780784482339.004openalex-snapshot
Classification and Validation of Soil Moisture Data to Quantify Crop Water Requirement for Olive Plant
inferred← citeshttps://doi.org/10.1080/00103624.2025.2489107openalex-snapshot
Resource Conservation Technologies for Mitigating Climate Change Impacts in Agriculture: A Review
inferred← citeshttps://doi.org/10.1080/14735903.2023.2221108openalex-snapshot
The design and implementation of a distributed agricultural service system for smallholder farmers in China
inferred← citeshttps://doi.org/10.1080/27685241.2021.2008777openalex-snapshot
Managing the risks of artificial intelligence in agriculture
inferred← citeshttps://doi.org/10.1088/1742-6596/1378/3/032006openalex-snapshot
Application of Mechatronics in Agriculture: A review
inferred← citeshttps://doi.org/10.1088/1748-9326/abe436openalex-snapshot
Challenges and opportunities in precision irrigation decision-support systems for center pivots
inferred← citeshttps://doi.org/10.1088/1755-1315/662/1/012005openalex-snapshot
Techno-economic Analysis in the Development of Smart Sluice Gate Systems
inferred← citeshttps://doi.org/10.1088/1755-1315/723/3/032083openalex-snapshot
Generalized scheme of fuzzy control of grain harvester in field conditions
inferred← citeshttps://doi.org/10.1088/1757-899x/594/1/012046openalex-snapshot
Generic IoT Platform for Analytics
inferred← citeshttps://doi.org/10.1108/jadee-04-2025-0167openalex-snapshot
Analyzing farming analytics adoption challenges in developing economies: a fuzzy Delphi–Neutrosophic DEMATEL approach
inferred← citeshttps://doi.org/10.1109/3scea68071.2026.11602803openalex-snapshot
Water Reuse Management in Multilayer Vertical Farming Irrigation Systems Guided by Expert System
inferred← citeshttps://doi.org/10.1109/access.2020.3048415openalex-snapshot
Machine Learning Applications for Precision Agriculture: A Comprehensive Review
inferred← citeshttps://doi.org/10.1109/access.2021.3102227openalex-snapshot
Big Data and AI Revolution in Precision Agriculture: Survey and Challenges
inferred← citeshttps://doi.org/10.1109/access.2023.3324813openalex-snapshot
Intelligent Data-Driven Decision Support for Agricultural Systems-ID3SAS
inferred← citeshttps://doi.org/10.1109/access.2024.3482179openalex-snapshot
Smart Agricultural System Using Proximal Sensing, Artificial Intelligence, and LoRa Technology: A Case Study in Vineyard Management
inferred← citeshttps://doi.org/10.1109/acompa57018.2022.00011openalex-snapshot
A Semi-Supervised Method for Smart Irrigation Using Real Data In the Mekong Delta
inferred← citeshttps://doi.org/10.1109/agro-geoinformatics.2019.8820551openalex-snapshot
Full Stack Web Development of a Geospatial Information Service System for Intelligently Irrigated Agriculture
inferred← citeshttps://doi.org/10.1109/agro-geoinformatics59224.2023.10233677openalex-snapshot
A Review of Scientific Irrigation Scheduling Methods
inferred← citeshttps://doi.org/10.1109/aiccsa59173.2023.10479301openalex-snapshot
Computerized Irrigation Scheduling
inferred← citeshttps://doi.org/10.1109/codit66093.2025.11321831openalex-snapshot
A Fuzzy Decision Support System to Optimize Irrigation Practices in Trentino Region
inferred← citeshttps://doi.org/10.1109/cscs.2017.90openalex-snapshot
A Decision Support System on the Cyberwater Platform
inferred← citeshttps://doi.org/10.1109/csde48274.2019.9162374openalex-snapshot
Optimal Harvest date Prediction by Integrating Past and Future Feature Variables
inferred← citeshttps://doi.org/10.1109/ecti-ncon.2019.8692278openalex-snapshot
The development of IoT-wetting front detector (IOT-WFD) for efficient Irrigation management and decision support system
inferred← citeshttps://doi.org/10.1109/esci59607.2024.10497403openalex-snapshot
Water Resource Optimization by Using a Hyper Parameter Tuned LSTM of a Smart Agriculture
inferred← citeshttps://doi.org/10.1109/giis56506.2022.9937000openalex-snapshot
AgroNIT: Innovating Precision Agriculture
inferred← citeshttps://doi.org/10.1109/giots.2019.8766408openalex-snapshot
Water Management: Agricolus tools integration
inferred← citeshttps://doi.org/10.1109/gseact68539.2026.11620225openalex-snapshot
Intelligent Multi-Sensor IoT Framework for Precision Crop Monitoring and Dynamic Irrigation Control
inferred← citeshttps://doi.org/10.1109/ic3iot53935.2022.9767981openalex-snapshot
Smart Sprinkler System Using Raspberry Pi
inferred← citeshttps://doi.org/10.1109/icbir54589.2022.9786439openalex-snapshot
Design of Irrigation Control System for Vineyard Based on LoRa Wireless Communication and Dynamic Neural Network
inferred← citeshttps://doi.org/10.1109/iccvbic71195.2026.11689210openalex-snapshot
An Integrated Machine Learning Framework for Precision Agriculture: Disease Detection, Yield Prediction, Smart Irrigation, and Soil Classification
inferred← citeshttps://doi.org/10.1109/iceca55336.2022.10009280openalex-snapshot
Agro-Engineering: IoT and Image processing based agriculture monitoring and recommendation system
inferred← citeshttps://doi.org/10.1109/icetes68504.2026.11518885openalex-snapshot
Decision Support System for Wheat Diseases Resistance Breeding Based on FAIR Principles
inferred← citeshttps://doi.org/10.1109/icgciot.2018.8753083openalex-snapshot
Soil Nutrients Monitoring For Greenhouse Yield Enhancement Using Ph Value with Iot and Wireless Sensor Network
inferred← citeshttps://doi.org/10.1109/icicgr68236.2026.11600264openalex-snapshot
Analysing a AIML Model to maximize a electric energy efficiency with crop yield improvement to advance agricultural activities
inferred← citeshttps://doi.org/10.1109/icici.2017.8365190openalex-snapshot
Design and implementation of an automatic irrigation feedback control system based on monitoring of soil moisture
inferred← citeshttps://doi.org/10.1109/icoei56765.2023.10125828openalex-snapshot
An IoT Based Cost Effective Intelligent Irrigation System for Farmers
inferred← citeshttps://doi.org/10.1109/icoict.2017.8074668openalex-snapshot
Water usage optimization of Smart Farm Automated Irrigation System using artificial neural network
inferred← citeshttps://doi.org/10.1109/icscds56580.2023.10104898openalex-snapshot
Crop Intelligent: Weather based Crop Selection using Machine Learning
inferred← citeshttps://doi.org/10.1109/icsenst.2017.8304434openalex-snapshot
WiField, an IEEE 802.11-based agricultural sensor data gathering and logging platform
inferred← citeshttps://doi.org/10.1109/icsscna68616.2026.11547014openalex-snapshot
Real-Time Agricultural Environment Monitoring with ESP32 and Cloud Security
inferred← citeshttps://doi.org/10.1109/ie54923.2022.9826767openalex-snapshot
A machine learning-based approach for smart agriculture via stacking-based ensemble learning and feature selection methods
inferred← citeshttps://doi.org/10.1109/igeht.2017.8094057openalex-snapshot
Intelligent irrigation system — An IOT based approach
inferred← citeshttps://doi.org/10.1109/iisa71656.2026.11705536openalex-snapshot
An Experimental IoT and Remote Sensing-Based Decision Support System for Optimizing Cotton Irrigation
inferred← citeshttps://doi.org/10.1109/isceic51027.2020.00035openalex-snapshot
A Novel Approach to Single Tube Irrigation System with Adaptive Water Control
inferred← citeshttps://doi.org/10.1109/isqed54688.2022.9806271openalex-snapshot
Double Deep Q-Learning Based Irrigation and Chemigation Control
inferred← citeshttps://doi.org/10.1109/it61232.2024.10475711openalex-snapshot
Machine Learning for Cybersecurity Frameworks in Smart Farming
inferred← citeshttps://doi.org/10.1109/jiot.2019.2954738openalex-snapshot
Internet of Things and Machine-Learning-Based Leaching Requirements Estimation for Saline Soils
inferred← citeshttps://doi.org/10.1109/jsen.2020.3033526openalex-snapshot
Smart Irrigation System for Precision Agriculture—The AREThOU5A IoT Platform
inferred← citeshttps://doi.org/10.1109/jsen.2021.3069266openalex-snapshot
Towards Precision Agriculture: IoT-Enabled Intelligent Irrigation Systems Using Deep Learning Neural Network
inferred← citeshttps://doi.org/10.1109/jsen.2024.3396573openalex-snapshot
CMOS-Based Ion Image Sensor Enabling pH Measurement Under Light Irradiation
inferred← citeshttps://doi.org/10.1109/metroagrifor50201.2020.9277616openalex-snapshot
Ploovium: a decision support system for increasing water use efficiency of irrigated crops
inferred← citeshttps://doi.org/10.1109/metroagrifor52389.2021.9628475openalex-snapshot
Predict soil moisture into the future: on the integration of CRITERIA-1D into ZENTRA cloud
inferred← citeshttps://doi.org/10.1109/metroagrifor58484.2023.10424053openalex-snapshot
Enhancing Mediterranean Agriculture: Towards a Sensor Based Decision Support Tool for Efficient Irrigation Management in Smallholder Orchards
inferred← citeshttps://doi.org/10.1109/nics48868.2019.9023791openalex-snapshot
A dynamic model for temperature prediction in glass greenhouse
inferred← citeshttps://doi.org/10.1109/odicon54453.2022.10010231openalex-snapshot
Cloud Based Automated Low Power Long Range Smart Farming Modular IoT Architecture
inferred← citeshttps://doi.org/10.1109/sceecs48394.2020.75openalex-snapshot
Machine Learning convergence for weather based crop selection
inferred← citeshttps://doi.org/10.1109/sitis.2019.00111openalex-snapshot
A Hadoop Based Framework for Soil Parameters Prediction
inferred← citeshttps://doi.org/10.1109/tsusc.2021.3064417openalex-snapshot
NSGA-2 Optimized Fuzzy Inference System for Crop Plantation Correctness Index Identification
inferred← citeshttps://doi.org/10.1109/usbereit48449.2020.9117801openalex-snapshot
Architectural and Algorithmic Model for Intelligent Clinical Decision Support System
inferred← citeshttps://doi.org/10.1111/sum.12771openalex-snapshot
AI‐enhanced soil management and smart farming
inferred← citeshttps://doi.org/10.1142/s0217984920504187openalex-snapshot
Long short-term memory neural network-based multi-level model for smart irrigation
inferred← citeshttps://doi.org/10.1145/3018896.3018934openalex-snapshot
FITRA
inferred← citeshttps://doi.org/10.1145/3348445.3348484openalex-snapshot
A BPM-based Emerald Factory Information System
inferred← citeshttps://doi.org/10.1145/3411764.3445710openalex-snapshot
User Trust in Assisted Decision-Making Using Miniaturized Near-Infrared Spectroscopy
inferred← citeshttps://doi.org/10.1155/2022/5442865openalex-snapshot
Broadening the Research Pathways in Smart Agriculture: Predictive Analysis Using Semiautomatic Information Modeling
inferred← citeshttps://doi.org/10.1155/aia/8828400openalex-snapshot
Advancements in Agriculture 4.0 and the Needs for Introduction and Adoption in Ethiopia: A Review
inferred← citeshttps://doi.org/10.11591/ijece.v13i6.pp6806-6816openalex-snapshot
Selection of crop varieties and yield prediction based on phenotype applying deep learning
inferred← citeshttps://doi.org/10.11591/ijeecs.v35.i1.pp642-654openalex-snapshot
Decision support system using Dhouib-Matrix-TP1 heuristic for pentagonal fuzzy transportation problem
inferred← citeshttps://doi.org/10.11606/9786587391236openalex-snapshot
Agricultura irrigada no Brasil: ciência e tecnologia
inferred← citeshttps://doi.org/10.1175/jamc-d-20-0024.1openalex-snapshot
Evapotranspiration Climatology of Indiana Using In Situ and Remotely Sensed Products
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