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References from Harnessing technology: A systematic review of artificial intelligence and expert systems in date palm agriculture. Local targets link to admitted publications; unresolved targets remain external evidence.
“Early detection of red palm weevil infestations using deep learning classification of acoustic signals,” (in English)
10.1016/j.compag.2023.108154 · 2023 · External reference
“Date palm status and perspective in Saudi Arabia”
2015 · External reference
Monitoring and early detection of the effects of temperature stress on date palm root rot disease
10.21608/jdea.2024.285530.1051 · 2024 · External reference
Expert systems in oil palm precision agriculture: a decade systematic review
10.1016/j.jksuci.2022.02.006 · 2022 · External reference
Unresolved reference
2012 · External reference
“Chapter 1 - date palm by-products: a comprehensive overview of generation, composition, and bioactive compounds”
2026 · External reference
“Chapter 5 - Pharmacological role of bioactive compounds of date palm by-products”
2026 · External reference
Design and implementation of an integrated iot and artificial intelligence system for smart irrigation management
2024 · External reference
Palm leaf health management: a hybrid approach for automated disease detection and therapy enhancement
10.1109/access.2024.3351912 · 2024 · External reference
Web-based expert system for diagnosis of date palm diseases
10.20533/ijicr.2042.4655.2019.0115 · 2019 · External reference
“Date palm cultivation: a review of soil and environmental conditions and future challenges,” (in English)
10.1002/ldr.4619 · 2023 · External reference
“Agriculture automation”
10.1007/978-3-030-96729-1_49 · 2023 · External reference
Application of smart techniques, internet of things and data mining for resource use efficient and sustainable crop production
10.3390/agriculture13020397 · 2023 · External reference
Starting the review: refining the question and defining the boundaries
2006 · External reference
Unresolved reference
External reference
“Computer vision technology in agricultural automation —A review”
10.1016/j.inpa.2019.09.006 · 2020 · External reference
Sustainable development of AI applications in agriculture: a review
10.1016/j.procs.2023.10.350 · 2023 · External reference
“A state of art review on time series forecasting with machine learning for environmental parameters in agricultural greenhouses”
10.1016/j.inpa.2022.10.005 · 2024 · External reference
10.1109/iceeict61591.2024.10718542
10.1109/iceeict61591.2024.10718542 · External reference
10.1109/icears64219.2025.10941477
10.1109/icears64219.2025.10941477 · External reference
10.1109/icdsns65743.2025.11168573
10.1109/icdsns65743.2025.11168573 · External reference
10.1109/icirca57980.2023.10220825
10.1109/icirca57980.2023.10220825 · External reference
Hybrid vision GNNs based early detection and protection against pest diseases in coffee plants
10.1038/s41598-025-96523-4 · 2025 · External reference
AI applications of data sharing in agriculture 4.0: a framework for role-based data access control
2021 · External reference
10.36953/ecj.24052645
10.36953/ecj.24052645 · External reference
Sustainable AI-based production agriculture: exploring AI applications and implications in agricultural practices
2024 · External reference
10.1109/idciot59759.2024.10467857
10.1109/idciot59759.2024.10467857 · External reference
10.3390/su14127154
10.3390/su14127154 · External reference
Study on artificial intelligence applications uses in agriculture
2022 · External reference
Harvesting the future: navigating the challenges and limitations of AI in agriculture
2024 · External reference
“Expert systems: applications to agriculture and farm management,” (in English)
10.1016/0168-1699(88)90022-1 · 1988 · External reference
Expert systems in agriculture and resource management
10.1016/0040-1625(93)90054-b · 1993 · External reference
10.1109/icimtech53080.2021.9535083
10.1109/icimtech53080.2021.9535083 · External reference
10.1109/icccis60361.2023.10425338
10.1109/icccis60361.2023.10425338 · External reference
An overview of internet of things (IoT) and data analytics in agriculture: benefits and challenges
10.1109/jiot.2018.2844296 · 2018 · External reference
Applications of artificial intelligence in agriculture: a review
10.48084/etasr.2756 · 2019 · External reference
10.1109/adacis59737.2023.10424223
10.1109/adacis59737.2023.10424223 · External reference
AL-biruni earth radius optimization for enhanced environmental data analysis in remote sensing imagery
2025 · External reference
Unresolved reference
External reference
The PRISMA 2020 statement: an updated guideline for reporting systematic reviews
2021 · External reference
“DPXception: a lightweight CNN for image-based date palm species classification,” (in English)
10.3389/fpls.2023.1281724 · 2024 · External reference
Convolutional neural network (CNN) model for the classification of varieties of date palm fruits (Phoenix dactylifera L.)
10.3390/s24020558 · 2024 · External reference
“Exploration of convective and infrared drying effect on image texture parameters of 'mejhoul' and 'boufeggous' date palm fruit using machine learning models,” (in English)
10.3390/foods13111602 · 2024 · External reference
Machine learning based palm farming: harvesting and disease identification
10.1109/access.2024.3484943 · 2024 · External reference
“Enhancing red palm weevil detection using bird swarm algorithm with deep learning model,” (in English)
10.1109/access.2023.3348412 · 2024 · External reference
“Spectral–Spatial transformer-based semantic segmentation for large-scale mapping of individual date palm trees using very high-resolution satellite data,” (in English)
10.1016/j.ecolind.2024.112110 · 2024 · External reference
Innovative models built based on image textures using traditional machine learning algorithms for distinguishing different varieties of moroccan date palm fruit (Phoenix dactylifera L.)
2023 · External reference
“Toward sustainable farming: implementing artificial intelligence to predict optimum water and energy requirements for sensor-based micro irrigation systems powered by solar PV,” (in English)
10.3390/agronomy13041081 · 2023 · External reference
“Development and validation of innovative machine learning models for predicting date palm mite infestation on fruits,” (in English)
10.3390/agronomy13020494 · 2023 · External reference
“Investigation of optimum H2 production from date palm waste leaves using different modeling tools,” (in English)
10.1016/j.ijhydene.2023.03.053 · 2023 · External reference
“A machine learning based framework for a stage-wise classification of date palm white scale disease,” (in English)
10.26599/bdma.2022.9020022 · 2023 · External reference
“An intelligent approach to improve date palm crop yield and water productivity under different irrigation and climate scenarios,” (in English)
10.1007/s13201-022-01836-8 · 2023 · External reference
“Detection and analysis of dubas-infested date palm trees using deep learning, remote sensing, and GIS techniques in Wadi Bani Kharus,” (in English)
10.3390/su151914045 · 2023 · External reference
“Palm tree disease detection and classification using residual network and transfer learning of inception ResNet,” (in English)
10.1371/journal.pone.0282250 · 2023 · External reference
Smart IoT-based system for detecting RPW larvae in date palms using mixed depthwise convolutional networks, (in English)
10.1016/j.aej.2021.10.050 · 2022 · External reference
Classification of date fruits into genetic varieties using image analysis
2021 · External reference
“Deep convolutional neural network for large-scale date palm tree mapping from uav-based images,” (in English)
10.3390/rs13142787 · 2021 · External reference
“Using unmanned aerial systems and deep learning for agriculture mapping in Dubai,” (in English)
10.1016/j.heliyon.2021.e08154 · 2021 · External reference
Classification of date fruits in a controlled environment using convolutional neural networks
2021 · External reference
10.1109/acit53391.2021.9677103
10.1109/acit53391.2021.9677103 · External reference
10.23919/indiacom49435.2020.9083706
10.23919/indiacom49435.2020.9083706 · External reference
10.1109/inmic50486.2020.9318158
10.1109/inmic50486.2020.9318158 · External reference
“artificial intelligent techniques for palm date varieties classification,” (in English)
2020 · External reference
Deep Learning and computer vision for estimating date fruits type, maturity level, and weight
10.1109/access.2020.3037948 · 2020 · External reference
10.3390/computers12080151
10.3390/computers12080151 · External reference
Development, RSM-based modeling, and process optimization of an ultrasonic coating system for extending the storage life of fresh fruits
2024 · External reference
“Insights into population adaptation and biodiversity of lactic acid bacteria in challenged date palm leaves silaging, using MALDI–TOF MS,” (in English)
2024 · External reference
“Design and validation of automated sensor-based artificial ripening system combined with ultrasound pretreatment for date fruits,” (in English)
10.3390/agronomy12112805 · 2022 · External reference
Dynamic simulation of future date palm plantation (Phoenix dactylifera L.) growth using CA–Markov model and FAO-LCCS data in Algerian dryland oases desert, (in English)
10.1007/s40808-021-01289-z · 2022 · External reference
“Crop water requirements with changing climate in an arid region of Saudi Arabia,” (in English)
10.3390/su142013554 · 2022 · External reference
“Effects of deficit irrigation scheduling on water use, gas exchange, yield, and fruit quality of date palm,” (in English)
10.3390/agronomy11112256 · 2021 · External reference
“Decision-making system for the management of date inflorescence rot disease caused by mauginiella scaettae,” (in English)
2021 · External reference
“Contribution to monitoring the influence of air temperature on some phenological stages of the date palm (cultivar ‘Deglet Nour’) in Biskra,” (in English)
10.1016/j.jssas.2021.02.004 · 2021 · External reference
“Vegetation indices derived from digital images and stable carbon and nitrogen isotope signatures as indicators of date palm performance under salinity,” (in English)
10.1016/j.agwat.2019.105949 · 2020 · External reference
SCoT molecular markers and genetic fingerprinting of date palm (Phoenix dactylifera L.) cultivars (in English)
10.1007/s10722-019-00854-x · 2020 · External reference
“Diagnostically counting palm date trees in Al-Ahssa Governorate of Saudi Arabia: an integrated GIS and remote sensing processing of IKONOS imagery,” (in English)
10.1007/s41324-020-00318-w · 2020 · External reference
10.5194/isprs-annals-v-3-2020-461-2020
10.5194/isprs-annals-v-3-2020-461-2020 · External reference
“Allometric equations coupled with remotely sensed variables to estimate carbon stocks in date palms,” (in English)
10.1016/j.jaridenv.2020.104264 · 2020 · External reference
Accuracy calibration and evaluation of capacitance-based soil moisture sensors for a variety of soil properties
10.1016/j.agwat.2022.107913 · 2022 · External reference
Research on application of intelligent robot based on AI technology in agriculture
10.54097/a6xva453 · 2023 · External reference