Publications
Publications and Patents
126 entries, organized by category and year.
2025
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Plant Model Greenlab for Botany and AgronomySpringer Nature Singapore, 2025. The book can be found at the following link: https://greenlab.ac.cn/index.php/Book
2024
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Functional-Structural Plant Model 'GreenLab': A State-of-the-Art ReviewPlant Phenomics, 2024, 6: 0118, DOI: 10.34133/plantphenomics.0118.
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Easy Planting with Distributed Cellular Plant Factory2024 Australian & New Zealand Control Conference (ANZCC), Gold Coast, Australia, 2024, pp. 207-210.
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作物智能种植规划方法、电子设备及存储介质申请日: 2024年3月20日
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Region-Farm Crop Planning Through Double Deep Q-Learning Toward Sustainable AgricultureIEEE Transactions on Computational Social Systems, 2024, doi: 10.1109/TCSS.2024.3413795.
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Modeling Plant Responses to Water Supply Based on Functional-Structural Plant Model 'GreenLab'Chinese Automation Congress (CAC2024), Nov 1-3, 2024, Qingdao, China.
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植物栽培箱的环境参数设置方法及装置申请日: 2024年3月20日
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Stochastic modelling of development and biomass allocation: Computation applied to architecture of young mahogany trees, a native African savannah emblematic agroforestry speciesComputers and Electronics in Agriculture, 2024, 220: 108864.
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Multi-Agent Reinforcement Learning for Crop Planning Model with Interactive Multi-StakeholderChinese Automaton Congrass (CAC2024), Nov 1-3, 2024, Qingdao, China.
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Smart Management of Sand-Breaking Systems for Taklimakan SandSea Highway: A Parallel Intelligence and Fuzzy Control ApproachIEEE Transactions on Computational Social Systems, 2024, doi:10.1109/TCSS.2024.3413795.
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Virtual Plant Based Training: Exploring Innovative Educational Mode for Agriculture2024 DTPI, Wuhan, China.
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Parallel intelligence in three decades: a historical review and future perspective on ACP and cyber physical social systemsArtificial Intelligence Review, 2024, 57:255.
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Plant Digital Twins Based on Model Phenotyping and Functional-Structural Plant Modeling2024 DTPI, Wuhan, China.
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A Novel Agricultural Data Sharing Mode Based on Rice Disease IdentificationPlant Diseases and Pests, 2024, 15(2): 9-16.
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Design and Implementation of a Simulation Platform for Closed Systems2024 China Automation Congress (CAC), Qingdao, China, 2024, pp. 4779-4783, doi: 10.1109/CAC63892.2024.10865268.
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Utilizing ESP Mesh Ad-hoc Networking for Home-Based Planting Facility2024 China Automation Congress (CAC), Qingdao, China, 2024, pp. 4868-4873, doi: 10.1109/CAC63892.2024.10864869.
2023
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The design and implementation of a distributed agricultural service system for smallholder farmers in ChinaInternational Journal of Agricultural Sustainability, 2023, 21 (1): 2221108
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系统农业：结合农业社会经济属性的建模和控制智能科学与技术学报, 2023, 5: 41-50.
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The Development of AgriVerse: Past, Present, and FutureIEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, 53(6): 3718-3727. doi: 10.1109/TSMC.2022.3230830.
2022
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Parallel Control of Greenhouse Climate with a Transferable Prediction ModelIEEE Journal of Radio Frequency Identification, 2022, 6: 857-861.
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Learning Greenhouse Climate Control Policy from Monitored Data2022 China Automation Congress (CAC), Xiamen, China, 2022, pp. 6731-6736, doi: 10.1109/CAC57257.2022.10055372.
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基于深度学习的玉米和大豆期货价格智能预测智慧农业 (中英文), 2022,4(04): 156-163.
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DeCASA in AgriVerse: Parallel Agriculture for Smart Villages in MetaversesIEEE/CAA Journal of Automatica Sinica, 2022, 9(12): 2055-2062.
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Optimal control of plant growth in a plant factory using a plant model2022 Australian & New Zealand Control Conference (ANZCC), Gold Coast, Australia, 2022, pp. 166-170, doi: 10.1109/ANZCC56036.2022.9966978.
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平行圆明园：从数字孪生园林到元宇宙智慧遗址公园智能科学与技术学报, 2022, 4(3): 301-307. Mengzhen KANG, Wenzhong QIU, Zifu CHEN, Meng WANG, Shasha XU, Xiujuan WANG, Aidong NI, Yujie JIANG, Shichao CHEN, Philippe DEREFFYE, Fei-Yue WANG. Parallel Yuan-Ming Yuan Imperial Garden: from digital twin garden to metaverse smart heritage park[J]. Chinese Journal of Intelligent Science and Technology, 2022, 4(3): 301-307.
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Machine learning versus crop models: an ally, not a rivalAoB PLANTS, 2023, 15(2): plac061.
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基于联邦学习的分布式农业组织智能科学与技术学报, 2022, 4 (2): 288-297. DOI: 10.11959/j.issn.2096-6652.202231. Mengzhen Kang, Xiujuan Wang, Dong Li, Xuwei Wang, Haoyu Wang, Menghan Fan, Yulin, XU, Fei-yue Wang. Distributed agricultural organization based on federated learning. Journal of Intelligent Science and Technology.(in Chinese). 2022, 4 (2): 288-297
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Stronger wind, smaller tree: Testing tree growth plasticity through a modeling approachFrontiers in Plant Sciences, 2022, 13:971690.
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The Architectural Unit Setting up and Architectural Characteristics of Néré, Parkia biglobosa, Jack, R.Br. (Fabaceae)American Journal of Plant Sciences, 2022, 13: 109-136.
2021
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Parallel crop planning based on price forecastInternational Journal of Intelligent System. 2021, 1‐22. doi:10.1002/int.22739
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平行智能风沙防护治理决策支持系统——塔克拉玛干沙漠公路及其防沙体系智能科学与技术学报, 2021, 3(4): 499-506. Fangle CHANG, Mengzhen KANG, Xiujuan WANG, et al. Windblown sand control decision-making support system based on parallel intelligence: Taklimakan desert highway and its sand-breaking system[J]. Chinese Journal of Intelligent Science and Technology, 2021, 3(4): 499-506.
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Analyzing and optimizing yield formation of tomato introgression lines using plant modelEuphytica, 2021, 217:100. https://doi.org/10.1007/s10681-021-02834-8.
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从群体到个体尺度——基于数据的DSSAT和GreenLab 作物模型连接探索智慧农业(中英文), 2021, 3(2): 77-87.
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GreenLab模型20余年研究回顾与展望农业大数据学报, 2021, 3(3): 3-12.
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基于语义融合与模型蒸馏的农业实体识别智慧农业（中英文）, 2021, 3 (1): 118-128.
2020
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Two decades of research with the GreenLab model in Agronomy: A reviewAnnals of Botany, 2020, 127(3): 281-295. doi: 10.1093/aob/mcaa172.
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Semi-autonomous greenhouse environment control by combining expert knowledge and machine learningChina Automation Congress (CAC2020), Shanghai, China, Nov. 6-11, 2020.
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数字合作社：产销融合的农业智能系统农业现代化研究, 2020, 41(4): 687-698
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What are the differences in yield formation among two cucumber (Cucumis sativus L.) cultivars and their F1 hybrid?Journal of Integrative Agriculture, 2020, 19(7): 1789–1801.
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Greenhouse Environment Control based on Computational ExperimentsProceedings of 3rd International Conference on Big Data and Artificial Intelligence (BADI2020). Association for Computing Machinery, New York, NY, USA, 238–245.
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基于物联网的日光温室环境监测在线校准中国农学通报. 36(5): 120-124.
2019
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Forecasting Horticultural Products Price Using ARIMA Model and Neural Network Based on a Large-Scale Data Set Collected by Web CrawlerIEEE Transactions on Computational Social Systems. 2019, 6(3): 547-553.
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基于区块链技术的透明农场智能科学与技术学报. 2019,1(4): 400-408.
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平行智能风沙防治系统构架与功能——以植物措施为例干旱区研究. 2019, 36(6):1576-1583.
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平行农业：迈向智慧农业的智能技术智能科学与技术学报. 2019, 1(2): 107-117.
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油菜分枝拓扑结构随机模拟中国科学: 生命科学, 2019, 49: 67–76. doi: 10.1360/N052018-00073.
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Stochastic simulation of branch morphological structure in oilseed rape (in Chinese)Sci Sin Vitae, 2019, 49: 67–76, doi:10.1360/N052018-00073.
2018
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Estimating Parameters of Stochastic Functional-Structural Plant Models by Organic Series: from Virtual and Real PlantsFrontiers in Plant Science, 2018, 9:1688.
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Blockchain Based Provenance for Agricultural Products: A Distributed Platform with Duplicated and Shared Bookkeeping2018 IEEE Intelligent Vehicles Symposium (IV), Changshu, Suzhou, China, June 26-30, 2018. Pages: 97 - 101.
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日光温室环境平行调控-以通风口控制为例2018. 首届ABB杯全国智能技术论文大赛.
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Time-consistent estimation of LAI by assimilation in GreenLab plant growth modelComputers & Geosciences, 2018, 130: 57-68.
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Managing Traditional Solar Greenhouse With CPSS: A Just-for-Fit PhilosophyIEEE Transactions on Cybernetics, 2018, 48(12): 3371 – 3380.
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A knowledge-and-data-driven modeling approach for simulating plant growth and dynamics of CO2/O2 concentration in a closed system of plant and human beingComputers and Electronics in Agriculture, 2018, 148: 280-290.
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Computational botany: advancing plant science through functional–structural plant modellingAnnals of Botany, 2018, 121(5), 767–772.
2017
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From parallel plants to smart plants: intelligent control and management for plant growthIEEE/CAA Journal of Automatica Sinica, 2017. 4(2): 161-166. doi: 10.1109/JAS.2017.7510487.
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Prediction of crop phenology—A component of parallel agriculture management2017 Chinese Automation Congress (CAC), Jinan, China, 2017, pp. 7704-7708, doi: 10.1109/CAC.2017.8244172.
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Yield analysis as a function of stochastic plant architectureComputers in Electronic Agriculture, 2017. 138: 105–116. https://doi.org/10.1016/j.compag.2017.04.012.
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Optimization of light intensity in a controlled ecological life support system based on a knowledge- and data-driven modeling approach2017 Chinese Automation Congress (CAC), Jinan, China, 2017, pp. 7693-7698, doi: 10.1109/CAC.2017.8244170.
2016
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农产品市场价格采集平台——JJFarmer2016 年全国智能工程与农业信息化学术会议论文集.
2015
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A Knowledge-and-Data Driven Modeling Approach for Simulating Plant Growth: A Case Study on Tomato GrowthEcological Modelling, 2015. 312:363-373.
2013
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Simulating tree plasticity with a functional-structural plant model: being realistic in behaviorThe Fifth International Conference on Advances in System Simulation (SIMUL 2013).
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密闭系统中植物生长与气体浓度建模第一届全国载人航天环境控制与生命保障技术研讨会. 2013.
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Modeling plant plasticity from a biophysical model: Biomechanics12th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and Its Applications in Industry (VRCAI) 2013.
2012
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A virtual plant that responds to the environment like a real one: the case for chrysanthemumNew Phytologist, 2012. 195: 384–395
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Simulating Plant Plasticity under Light Environment: a Source-Sink ApproachIEEE the Fourth International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications. 31 Oct.-04 Nov., 2012. Shanghai, China. 431-438.
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Reconstructing LAI Series by Filtering Technique and a Dynamic Plant ModelRemote Sensing of Biomass – Principles and Applications. InTech Press. 217-228
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植物功能结构模型研究的回顾与展望系统仿真学报,2012,24(10):2039-2048.
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An optimal control methodology for plant growth – Case study of a water supply problem of sunflowerMathematics and Computers in Simulation, 2012. 82: 09–923.
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Fitting a Functional Structural Plant Model based on Global Sensitivity Analysis2012 IEEE International Conference in Automation Sciences and Engineering (CASE), Seoul, Korea, Auguest 20-24, 2012.
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Stochastic modelling of tree annual shoot dynamicsAnnals of Forest Sciences, 2012. 69 (2): 3-165.
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Reconstructing LAI Series by Filtering Technique and a Dynamic Plant ModelIn: Remote Sensing of Biomass – Principles and Applications. 217-228.
2011
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Growth and development simulation based on functional-structural model GreenLab for poplar (Salicaceae)African Journal of Agricultural Research, 2011. 6(13): 3071-3077.
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Functional Tree Models Reacting to the EnvironmentACM Siggraph 2011.
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基于GreenLab原理构建油松成年树的结构-功能模型植物生态学报,2011,35(4):422-430. DOI:10.3724/SP.J.1258.2011.00422.
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Some Parameter Estimation Issues in Functional-Structural Plant ModellingMathematical Modelling of Natural Phenomena, 2011. 6: 133-159.
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Management of Crop Pruning Assisted by Computational Experiment2011 International Conference on Agricultural and Biosystem Engineering (ICABE2011). HongKong, 306-308.
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Correlation between Dynamic Tomato Fruit Set and Source Sink Ratio: A Common Relationship for Different Plant Densities and Seasons? Annals of Botany, 2011107 (5): 805-815. doi: 10.1093/aob/mcq244.
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An Interactive Plant Pruning System Based on GreenLab Model: Implementation and Case Study2011 IEEE International Conference on Computer Science and Automation Engineering (CSAE 2011). 10-12 June, ShangHai, BeiJing. 185-188.
2010
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A stochastic model of tree architecture and biomass partitioning: application to Mongolian Scots pinesAnnals of Botany, 2010. 107(5): 781-792. doi: 10.1093/aob/mcq218.
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QingYuan—a GreenLab based plant simulator and solver6th International workshop on Functioanl-Structural Plant Models (FSPM 10), Poster presentation. Sept. 12-17, 2010. University of California, Davis, USA.
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可控环境生产系统建模,仿真与控制研究进展SCIENTIA SINICA Informationis, 40(13), 54-70.
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Correlation between dynamic tomato fruit-set and source-sink ratio: a common relationship for different plant densities and seasons? Annals of Botany, 2011107(5):805-15. doi: 10.1093/aob/mcq244.
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一种新的植物形态结构表达模型计算机工程与应用, 2010, 46(13):4.DOI:10.3778/j.issn.1002-8331.2010.13.057.
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Optimization of source–sink dynamics in plant growth for ideotype breeding: A case study on maizeComputers and Electronics in Agriculture, 2010. 71(1): 96-105. https://doi.org/10.1016/j.compag.2009.12.008.
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基于源-库互反馈的温室青椒坐果时空动态模拟生态学报,2010,30(24):7072-7078.
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A stochastic model of tree architecture and biomass partitioning: application to Mongolian Scots pinesAnnals of Botany, 2011. 107(5):781-92. doi: 10.1093/aob/mcq218.
2009
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Application of the GreenLab model to simulate and optimize wood production and tree stability: a theoretical studySilva Fennica, 2009. 43(3): 465–487.
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Modelling growth of inflorescenceIn: PMA09 (The Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China. Nov. 09-13, 2009. 303-310.
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不同种植密度番茄生长行为的结构功能模型模拟农业机械学报,2009,40(10):156-160.
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Application of the GreenLab Model to Simulate and Optimize Wood Production and Tree Stability: A Theoretical StudySilva Fennica, 2009. 43(3): 465-487. Doi: 10.14214/sf.201.
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GreenScilab-Crop, an open source software for plant simulation and parameter estimationIn: OSSC09 (2009 International Workshop on Open-source Software for Scientific Computation). Guiyang, China, Sept 18-20 2009.
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基于GreenLab的油松结构-功能模型植物生态学报,2009,33(5):950-957. DOI:10.3773/j.issn.1005-264x.2009.05.014.
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Preliminary Functional-Structural Modeling on Poplar (Salicaceae)2009 Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications, Beijing, China, 2009, pp. 49-52, doi: 10.1109/PMA.2009.47.
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Comparison between empirical or functional sinks of organs - Application on Tomato plantIn: PMA09 (The Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China, Nov. 09-13, 2009. 191-197
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GPU Accelerated Plant Growth Modeling and Visualization In: PMA09 (The Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications)Beijing, China, Nov. 09-13, 2009. 441-444.
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Calibration of topological development in the procedure of parametric identification: application to the stochastic GreenLab model for Pinus Sylvestris varMongolica. In: PMA09 (The Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China, Nov. 09-13, 2009. 26-33.
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Link between tomato flower abortion and trophic competition – a modeling approach In: PMA09 (The Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications)Beijing, China, Nov. 09-13, 2009. 198-205.
2008
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The derivation of sink functions of wheat organs using the GreenLab modelAnnals of Botany, 2008. 101: 1099-1108.
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A Functional-Structural Plant Model--Theory and Applications in AgronomyProceedings of International Symposium on Crop Modeling and Decision Support (ISCMDS 2008), pp148-160. April 19-22, 2008 Nanjing, China.
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基于修正logistic模型的番茄单个果实生长规律模拟农业机械学报,2008,39(11):81-84.
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Analytic Study of a Stochastic Plant Architectural Model: Application to the GreenLab ModelMathematics and Computers in Simulation. Mathematics and Computers in Simulation, 2008. 78: 57-75, 2008.
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基于结构功能模型实现番茄植株产量优化中国农业大学学报,2008,13(1):71-76. DOI:10.3321/j.issn:1007-4333.2008.01.015.
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Parameter optimization and field validation of the functional-structural model GREENLAB for maize at different population densitiesAnnals of Botany, 2008. 101(8):1185-94. doi: 10.1093/aob/mcm233.
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Does the structure-function model GREENLAB deal with crop phenotypic plasticity induced by plant spacing? A case study on tomatoAnnals of Botany, 2008. 101(8):1195-206. doi: 10.1093/aob/mcm317.
2007
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Parameter Stability of the Functional–Structural Plant Model GREENLAB as Affected by Variation within Populations, among Seasons and among Growth StagesAnnals of Botany, 2007, 99(1): 61-73.
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A mathematical approach to the estimation of sink strength of competing organsIn Functional-structural plant modelling in crop production. J. Vos, L.F.M. Marcelis, P.H.B. de Visser, P.C. Struik and J.B. Evers (Eds), Wageningen UR Frontis Series, 22, Springer, Wageningen University, the Netherlands, 2007, 65-74.
2006
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Building Virtual Chrysanthemum by Calibrating GreenLab Model-a Preliminary StudyActa Horticulturae, 2006. 718: 129-136
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Plant Distribution from the Greenlab Stochastic Organogenesis ModelIn: PMA06 (The Second International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). November 13-17, 2006, BeiJing, China. T. Fourcaud, X.P. Zhang (editors) IEEE Computer Society, Los Alamitos, California. 34-39.
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玉米生长虚拟模型GREENLAB-Maize的评估作物学报,2006,32(7):956-963. DOI:10.3321/j.issn:0496-3490.2006.07.002.
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Structural Factorization of Plants to Compute their Functional and Structural GrowthSimulation. Transactions of the Society for Modelling and Simulation International, 82 (7): 427–438.
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GreenScilab--a toolbox simulating virtual plants in the Scilab environmentIn: 8th Middle Easter Simulation Multiconference (MESM06). Alexandria, Egypt, August 28-30, 2006. pp 174-178.
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A Mathematical Approach Estimating Source and Sink Functioning of Competing OrgansProceedings of the Frontis Workshop on Functional-structural Plant Modelling in Crop Production, Wageningen University and Research Centre, Mar 2006, Wageningen/Netherlands, Netherlands. pp.65-75. ⟨inria-00121569⟩
2004
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A Dynamic, Architectural Plant Model Simulating Resource Dependent GrowthAnnals of Botany, 2004. 93: 591-602
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Theoretical Study and Numerical Simulation of a Stochastic Model for Plant GrowthIn: 7th African Conference on Research in Computer Science, HAMMAMET(Tunisia), November 22-25, 2004.
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快速构造植物几何结构的子结构算法中国图象图形学报A辑, 2004.
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Modelling Product Quality in HorticultureActa Horticulturae, 2004. 654: 19-30
2003
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Stochastic 3d tree simulation using substructure instancingIn: Hu BG and Jaeger M, eds. PMA03 (The First International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing: Tsinghua University Press/Springer-Verlag, 154–168.
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GreenLab: A New Methodology Towards Plant Functional-Structural Model -- Structural PartIn: PMA03 (The First International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China, 2003
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Analysis and Modeling of the Root System Architecture of Winter Wheat SeedlingIn: PMA03 (The First International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China, 2003.
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Fast Algorithm for Stochastic Tree ComputationIn: 11th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision’2003 in co-operation with EUROGRAPHICS (WSCG 2003), Plzen-Bory, Czech Republic, Feb 3 - 7, 2003. Journal of WSCG, Vol. 11(1)
2002
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A fast algorithm for calculating stem and branch radial growth of a tree with substructure approachIn: Connection between Forest Resources and Wood Quality: Modelling Approaches and Simulation Software, Fourth workshop, IUFRO Working Party S5.01-04 G. Nepveu (Ed.), Harrison Hot Springs Resort, British Columbia, Canada, Sept 9-15, 2002.
2001
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植物生长建模与可视化--回顾与展望自动化学报,2001,27(6):816-835.
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冬小麦植株生长的形态构造模型研究农业工程学报,2001,17(5):6-10. DOI:10.3321/j.issn:1002-6819.2001.05.002.
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虚拟植物生长的双尺度自动机模型计算机学报,2001,24(6):608-615. DOI:10.3321/j.issn:0254-4164.2001.06.008.
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一种新的植物枝条弯曲生成算法中国科学技术大学学报,2001,31(6):714-720. DOI:10.3969/j.issn.0253-2778.2001.06.013.
2000
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Fractal research on red blood cell aggregationClinical Hemorheology and Microcirculation, 2000. 22: 229-236