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== Introduction ==
* cPlant,formerly known as GreenLab, which was a LIAMA project launched in 1998, is Associate Team of INRIA Digiplant Project.
* The cPlant team focuses on modeling plant growth and development, developing and applying GreenLab model for different kinds of applications, by using methods from mathematics, automation,software engineering, machine learning, computer graphics, and rendering techniques.

*cPlant，前身为GreenLab，是1998年启动的LIMA项目，是INRIA Digiplant项目的副团队。
*cPlant 团队专注于对植物生长和发展进行建模，通过使用数学、自动化、软件工程、机器学习、计算机图形学和渲染技术的方法，为不同类型的应用程序开发和应用 GreenLab 模型。



== Publication ==
=== 期刊论文 ===
'''2023'''

1.	Jing Hua, Haoyu Wang, Mengzhen Kang*, Xiujuan Wang*, Shaoxin Guo, Fangle Chang and Fei-Yue Wang. The design and implementation of a distributed agricultural service system for smallholder farmers in China. International Journal of Agricultural Sustainability, 2023, 21 (1): 2221108【SCI】

2.	Mengzhen Kang, Xiujuan Wang, Haoyu Wang, Jing Hua, Philippe de Reffye, Fei-Yue Wang. The Development of AgriVerse: Past, Present, and Future. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, 53(6): 3718-3727. doi: 10.1109/TSMC.2022.3230830.

'''2022'''

3.	Xiaoxuan Zhao, Yingqi Han, Udom Lewlomphaisarl, Haoyu Wang, Jing Hua, Xiujuan Wang, and Mengzhen Kang*. Parallel Control of Greenhouse Climate with a Transferable Prediction Model. IEEE Journal of Radio Frequency Identification, 2022, 6: 857-861. 【SCI】

4.	Xiujuan Wang, Mengzhen Kang*, Hequna Sun, et al., DeCASA in AgriVerse: Parallel Agriculture for Smart Villages in Metaverses. IEEE/CAA Journal of Automatica Sinica, 2022, 9(12): 2055-2062. 【SCI】

5.	Ningyi Zhang, Xiaohan Zhou, Mengzhen Kang, Bao-Gang Hu, Ep Heuvelink, Leo F.M. Marcelis1, Machine learning versus crop models: an ally, not a rival. AoB Plant, AoB PLANTS, 2023, 15(2): plac061, https://doi.org/10.1093/aobpla/plac061.【SCI】

6.	Haoyu Wang, Jing Hua, Mengzhen Kang*, Xiujuan Wang*, Xing-Rong Fan, Thierry Fourcaud and Philippe de Reffye, Stronger wind, smaller tree: Testing tree growth plasticity through a modeling approach. Frontiers in Plant Sciences, 2022, 13:971690.【SCI】

7.	Adji, B.I., Akaffou, D.S., Letort, V., Kang, M.Z., Wang, X.J., Jaeger, M., De Reffye, P., Kouassi, K.H., Houphouet, Y.P., Duminil, J., Caraglio, Y.and Sabatier, S. 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. 【SCI】

'''2021'''

8.	Menghan Fan, Mengzhen Kang*, Xiujuan Wang, Jing Hua, Chaoxing He, Fei-Yue Wang. Parallel crop planning based on price forecast. International Journal of Intelligent System. 2021, 1‐22. doi:10.1002/int.22739【SCI】

9.	Mengzhen Kang, Xiujuan Wang, Rui Qia, Zhi-Qi Jia, Philippe de Reffye and San-Wen Huang. 2021. Analyzing and optimizing yield formation of tomato introgression lines using plant model. Euphytica, 2021, 217:100. https://doi.org/10.1007/s10681-021-02834-8. 【SCI】

'''2020'''

10.	Philippe de Reffye, Baogang Hu, Mengzhen Kang, Véronique Letort, Marc Jaeger. Two decades of research with the GreenLab model in Agronomy: A review. Annals of Botany, 2020, 127(3): 281-295. doi: 10.1093/aob/mcaa172.【SCI】

11.	Xiujuan Wang, Mengzhen Kang*, Lili Yang, Baogui Zhang, Sanwen Huang, Philippe de Reffye. 2020. 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. 【SCI】

'''2019'''

12.	Yuchen Weng, Xiujuan Wang, Jing Hua, Haoyu Wang, Mengzhen Kang and Fei-yue Wang.  Forecasting Horticultural Products Price Using ARIMA Model and Neural Network Based on a Large-Scale Data Set Collected by Web Crawler. IEEE Transactions on Computational Social Systems. 2019, 6(3): 547-553. 【SCI】

'''2018'''

13.	Mengzhen Kang, Jing Hua, Xiujuan Wang*, Philippe de Reffye, Marc Jageger, Sélastique Akaffou. Estimating Parameters of Stochastic Functional-Structural Plant Models by Organic Series: from Virtual and Real Plants. Frontiers in Plant Science, 2018, 9:1688.【SCI】 

14.	Thomas Corpetti, Xing Gong, Mengzhen Kang, Bao-Gang Hu, Laurence Hubert-Moy. Time-consistent estimation of LAI by assimilation in GreenLab plant growth model. Computers & Geosciences, 2018, 130: 57-68. 【SCI】

15.	Mengzhen Kang, Xing-Rong Fan, Jing Hua, Haoyu Wang, Xiujuan Wang, and Fei-Yue Wang. Managing Traditional Solar Greenhouse With CPSS: A Just-for-Fit Philosophy. IEEE Transactions on Cybernetics, 2018, 48(12): 3371 – 3380. 【SCI】

16.	Xing-Rong Fan, MengZhen Kang*, Xiujuan Wang, Jing Hua, Shuangsheng Guo, Philippe de Reffye and Bao-Gang Hu. 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 being. Computers and Electronics in Agriculture, 2018, 148: 280-290.【SCI】

17.	Jochem B Evers*, Veronique Letort, Michael Renton, Mengzhen Kang. Computational botany: advancing plant science through functional–structural plant modelling, Annals of Botany, 2018, 121(5), 767–772. 【SCI】

'''2017'''

18.	Mengzhen Kang and Fei-Yue Wang. From parallel plants to smart plants: intelligent control and management for plant growth. IEEE/CAA Journal of Automatica Sinica, 2017. 4(2): 161-166. doi: 10.1109/JAS.2017.7510487. 【SCI】

19.	Marie Elodie Vavitsara, Sylvie Sabatier, MengZhen Kang, Hery Lisy Tiana Ranarijaona, and Philippe de Reffye. Yield analysis as a function of stochastic plant architecture. Computers in Electronic Agriculture, 2017. 138: 105–116. https://doi.org/10.1016/j.compag.2017.04.012. 【SCI】

'''2015'''

20.	Xingrong Fan, Mengzhen Kang, Ep Heuvelink, Philippe De Reffye, Bao-Gang Hu. A Knowledge-and-Data Driven Modeling Approach for Simulating Plant Growth: A Case Study on Tomato Growth. Ecological Modelling, 2015. 312:363-373. 【SCI】

'''2012'''

21.	MengZhen Kang, Ep Heuvelink, Susana M. P. Carvalho, Philippe de Reffye. A virtual plant that responds to the environment like a real one: the case for chrysanthemum. New Phytologist, 2012. 195: 384–395【SCI】 
 
22.	Lin Wu, F.-X. Le Dimet, P. de Reffye, B.-G. Hug, P-H Courn`ede, M.-Z. Kang. An optimal control methodology for plant growth – Case study of a water supply problem of sunflower. Mathematics and Computers in Simulation, 2012. 82: 09–923. 【SCI】

23.	Philippe de Reffye, MengZhen Kang*, Jing Hua, Daniel Auclair. Stochastic modelling of tree annual shoot dynamics. Annals of Forest Sciences, 2012. 69 (2): 3-165.【SCI】  

24.	Meng Zhen Kang, Thomas Corpetti, Jing Hua and Philippe de Reffye. Reconstructing LAI Series by Filtering Technique and a Dynamic Plant Model. In: Remote Sensing of Biomass – Principles and Applications. 217-228.

'''2011'''

25.	Gang Yang, Weiqun Cao, Dongxiang Liu, MengZhen Kang, Veronique Letort, Meijun Xing, Xinyuan Huang. Growth and development simulation based on functional-structural model GreenLab for poplar (Salicaceae). African Journal of Agricultural Research, 2011. 6(13): 3071-3077.【SCI】

26.	P.-H. Cournede, V. Letort, A. Mathieu, M.Z. Kang, S. Lemaire, S. Trevezas, F. Houllier, P. de Reffye. Some Parameter Estimation Issues in Functional-Structural Plant Modelling. Mathematical Modelling of Natural Phenomena, 2011. 6: 133-159. 【SCI】

27.	MengZhen Kang, LiLi Yang, BaoGui Zhang, Philippe de Reffye. Correlation between Dynamic Tomato Fruit Set and Source Sink Ratio: A Common Relationship for Different Plant Densities and Seasons? Annals of Botany, 2011. 107 (5): 805-815. doi: 10.1093/aob/mcq244. 【SCI】

'''2010'''

28.	Feng Wang, Mengzhen Kang, Qi Lu, Hui Han, Véronique Letort, Yan Guo, Philippe de Reffye, Baoguo Li. A stochastic model of tree architecture and biomass partitioning: application to Mongolian Scots pines. Annals of Botany, 2010. 107(5): 781-792. doi: 10.1093/aob/mcq218.【SCI】

29.	Mengzhen Kang, Lili Yang, Bangyou Zhang, Philippe de Reffye. Correlation between dynamic tomato fruit-set and source-sink ratio: a common relationship for different plant densities and seasons? Annals of Botany, 2011. 107(5):805-15. doi: 10.1093/aob/mcq244. 

30.	Rui Qi, Yuntao Ma, Baogang Hu, Philippe de Reffye, Paul-Henry Cournède. Optimization of source–sink dynamics in plant growth for ideotype breeding: A case study on maize. Computers and Electronics in Agriculture, 2010. 71(1): 96-105. https://doi.org/10.1016/j.compag.2009.12.008. 【SCI】

31.	Feng Wang, Mengzhen Kang, Q. Lu, Verionique Letort, H. Han, Yan Guo, Philippe de Reffye, Baoguo Li. A stochastic model of tree architecture and biomass partitioning: application to Mongolian Scots pines. Annals of Botany, 2011. 107(5):781-92. doi: 10.1093/aob/mcq218. 【SCI】

'''2009'''

32.	Rui Qi, Veronique Letort, Mengzhen Kang, Paul-Henry Cournède, Philippe de Reffye, Thierry Fourcaud. Application of the GreenLab model to simulate and optimize wood production and tree stability: a theoretical study. Silva Fennica, 2009. 43(3): 465–487.【SCI】

33.	Rui Qi, Veronique Letort, Mengzhen Kang, Paul-Henry Cournède, Philippe De Reffye, Thierry Fourcaud. Application of the GreenLab Model to Simulate and Optimize Wood Production and Tree Stability: A Theoretical Study. Silva Fennica, 2009. 43(3): 465-487. Doi: 10.14214/sf.201.【SCI】

'''2008'''

34.	Mengzhen Kang, J. B. Evers, Jan Vos, Philippe. de Reffye. The derivation of sink functions of wheat organs using the GreenLab model. Annals of Botany, 2008. 101: 1099-1108.【SCI】

35.	Mengzhen Kang, Paul-Henry Cournède, Philippe de Reffye, Bao-Gang Hu. Analytic Study of a Stochastic Plant Architectural Model: Application to the GreenLab Model. Mathematics and Computers in Simulation. Mathematics and Computers in Simulation, 2008. 78: 57-75, 2008. 【SCI】

36.	Yuntao Ma, Meiping Wen, Yan Guo, Baoguo Li, Paul-Henry Cournède, Philippe de Reffye. Parameter optimization and field validation of the functional-structural model GREENLAB for maize at different population densities. Annals of Botany, 2008. 101(8):1185-94. doi: 10.1093/aob/mcm233. 【SCI】

37.	Qiaoxue Dong, Gaëtan Louarn, Yiming Wang, Jean-Francois Barczi, Philippe de Reffye. Does the structure-function model GREENLAB deal with crop phenotypic plasticity induced by plant spacing? A case study on tomato. Annals of Botany, 2008. 101(8):1195-206. doi: 10.1093/aob/mcm317. 【SCI】

'''2007'''

38.	Yuntao Ma, Baoguo Li, Zhigang Zhan, Yan Guo, Delphine Luquet, Philippe de Reffye, Michael Dingkuhn. Parameter Stability of the Functional–Structural Plant Model GREENLAB as Affected by Variation within Populations, among Seasons and among Growth Stages. Annals of Botany, 2007, 99(1): 61-73.

'''2006'''

39.	Mengzhen Kang, Ep Heuvelink, Philippe de Reffye. Building Virtual Chrysanthemum by Calibrating GreenLab Model-a Preliminary Study. Acta Horticulturae, 2006. 718: 129-136 【SCI】

40.	Paul-Henry Cournède, Mengzhen Kang, Amèlie Mathieu, Hongping Yan, Bao-Gang Hu, Philippe de Reffye. Structural Factorization of Plants to Compute their Functional and Structural Growth. Simulation. Transactions of the Society for Modelling and Simulation International, 82 (7): 427–438.

'''2004'''

41.	Hongping Yan, Mengzhen Kang, Philippe de Reffye and Michale Dingkuhn. A Dynamic, Architectural Plant Model Simulating Resource Dependent Growth. Annals of Botany, 2004. 93: 591-602

42.	Ep Heuvelink, Paul Tijskens, Mengzhen Kang. Modelling Product Quality in Horticulture. Acta Horticulturae, 2004. 654: 19-30【SCI】

'''2000'''

43.	Mengzhen Kang, Yanjun Zeng, Jangang Liu.  Fractal research on red blood cell aggregation. Clinical Hemorheology and Microcirculation, 2000. 22: 229-236

===会议论文===
'''2022'''

1.	Xiaoxuan Zhao, Haoyu Wang, Xiujuan Wang, Udom Lewlomphaisarl, Dong Li, Jing Hua, Mengzhen Kang. Learning Greenhouse Climate Control Policy from Monitored Data. 2022 China Automation Congress (CAC), Xiamen, China, 2022, pp. 6731-6736, doi: 10.1109/CAC57257.2022.10055372. 【EI】

2.	Xiujuan Wang, Mengzhen Kang*, Udom Lewlomphaisarl, Jing Hua, Haoyu Wang. Optimal control of plant growth in a plant factory using a plant model. 2022 Australian & New Zealand Control Conference (ANZCC), Gold Coast, Australia, 2022, pp. 166-170, doi: 10.1109/ANZCC56036.2022.9966978. 【EI】

'''2020'''

3.	Mengzhen Kang, Yuchen Weng, Haitong Pang, Liangde Li, Xing-Rong Fan, Jing Hua, Fangle Chang, Xiujuan Wang*, Longhua Ma*. Semi-autonomous greenhouse environment control by combining expert knowledge and machine learning. China Automation Congress (CAC2020), Shanghai, China, Nov. 6-11, 2020. 【EI】

4.	Yuchen Weng, Xiujuan Wang, Jing Hua, Haoyu Wang, and Mengzhen Kang. 2020. Greenhouse Environment Control based on Computational Experiments. Proceedings of 3rd International Conference on Big Data and Artificial Intelligence (BADI2020). Association for Computing Machinery, New York, NY, USA, 238–245. 【EI】

'''2018'''

5.	Jing Hua, Xiujuan Wang, Mengzhen Kang*, Haoyu Wang, Fei-Yue Wang. Blockchain Based Provenance for Agricultural Products: A Distributed Platform with Duplicated and Shared Bookkeeping. 2018 IEEE Intelligent Vehicles Symposium (IV), Changshu, Suzhou, China, June 26-30, 2018. Pages: 97 - 101. 【EI】

'''2017'''

6.	Jing Hua, Xiujuan Wang, Haoyu Wang, Xing-Rong Fan, Mengzhen Kang. Prediction of crop phenology—A component of parallel agriculture management. 2017 Chinese Automation Congress (CAC), Jinan, China, 2017, pp. 7704-7708, doi: 10.1109/CAC.2017.8244172.

7.	Xing-Rong Fan, Xiujuan Wang, Jing Hua, Haoyu Wang, Mengzhen Kang. Optimization of light intensity in a controlled ecological life support system based on a knowledge- and data-driven modeling approach. 2017 Chinese Automation Congress (CAC), Jinan, China, 2017, pp. 7693-7698, doi: 10.1109/CAC.2017.8244170.

'''2013'''

8.	Haoyu Wang, Jing Hua, Mengzhen Kang, Xiujuan Wang, Philippe de Reffye, Bao-Gang Hu. Simulating tree plasticity with a functional-structural plant model: being realistic in behavior. The Fifth International Conference on Advances in System Simulation (SIMUL 2013).

9.	Haoyu Wang, Mengzhen Kang, Jing Hua, Xiujuan Wang.  Modeling plant plasticity from a biophysical model: Biomechanics. 12th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and Its Applications in Industry (VRCAI) 2013.

'''2012'''

10.	Haoyu Wang, Mengzhen Kang, Jing Hua. Simulating Plant Plasticity under Light Environment: a Source-Sink Approach. IEEE the Fourth International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications. 31 Oct.-04 Nov., 2012. Shanghai, China. 431-438.

11.	Yubin Lin, Mengzhen Kang, Jing Hua. Fitting a Functional Structural Plant Model based on Global Sensitivity Analysis. 2012 IEEE International Conference in Automation Sciences and Engineering (CASE), Seoul, Korea, Auguest 20-24, 2012.

'''2011'''

12.	Jing Hua, Mengzhen Kang. Functional Tree Models Reacting to the Environment. ACM Siggraph 2011.

13.	Jing Hua, Mengzhen Kang. Management of Crop Pruning Assisted by Computational Experiment. 2011 International Conference on Agricultural and Biosystem Engineering (ICABE2011). HongKong, 306-308.

14.	Jing Hua, Mengzhen Kang,  Philippe de Reffye. An Interactive Plant Pruning System Based on GreenLab Model: Implementation and Case Study. 2011 IEEE International Conference on Computer Science and Automation Engineering (CSAE 2011). 10-12 June, ShangHai, BeiJing. 185-188.

'''2010'''

15.	Mengzhen Kang, Jing Hua, BaoGang Hu, Philippe de Reffye. QingYuan—a GreenLab based plant simulator and solver. 6th International workshop on Functioanl-Structural Plant Models (FSPM 10), Poster presentation. Sept. 12-17, 2010.  University of California, Davis, USA.

'''2009'''

16.	Mengzhen Kang, Philippe de Reffye, Ep Heuvelink. Modelling growth of inflorescence. In: PMA09 (The Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China. Nov. 09-13, 2009.  303-310.

17.	Mengzhen Kang, Xianwen Wang, Rui Qi, Philippe de Reffye. GreenScilab-Crop, an open source software for plant simulation and parameter estimation. In: OSSC09 (2009 International Workshop on Open-source Software for Scientific Computation). Guiyang, China, Sept 18-20 2009.

18.	Dongxiang Liu, Mengzhen Kang, Véronique Letort, Meijun Xing, Gang Yang, Xinyuan Huang, Weiqun Cao. 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.

19.	Baogui Zhang, Mengzhen Kang, V´eronique Letort, Xiujuan Wang, Philippe de Reffye. Comparison between empirical or functional sinks of organs - Application on Tomato plant. In: PMA09 (The Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China, Nov. 09-13, 2009. 191-197

20.	Xing Zhao, Jingjing Hu, Mengzhen Kang.  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.

21.	Feng Wang, Mengzhen Kang, Hui Han, Qi Lu, Veronique Letort, Yan Guo, Philippe de Refffe, Baoguo Li.  Calibration of topological development in the procedure of parametric identification: application to the stochastic GreenLab model for Pinus Sylvestris var. Mongolica. In: PMA09 (The Third International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China, Nov. 09-13, 2009. 26-33.

22.	LiLi Yang, Mengzhen KANG, Gaetan Louran, Philippe de Reffye, YiNing Wang, QiaoXue Dong.  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'''

23.	MengZhen Kang, Paul-Henry Cournède, Amélie Mathieu, Véronique Letort, Rui QI, ZhiGang Zhan. 2008. A Functional-Structural Plant Model--Theory and Applications in Agronomy. Proceedings of International Symposium on Crop Modeling and Decision Support (ISCMDS 2008), pp148-160.  April 19-22, 2008 Nanjing, China.

'''2006'''

24.	Mengzhen Kang, Paul-Henry Cournède, J. P. Quadrat, Philippe de Reffye. Plant Distribution from the Greenlab Stochastic Organogenesis Model. In: 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.

25.	Mengzhen Kang, Rui Qi, Philippe de Reffye, Bao-Gang Hu. 2006. GreenScilab--a toolbox simulating virtual plants in the Scilab environment. In: 8th Middle Easter Simulation Multiconference (MESM06). Alexandria, Egypt, August 28-30, 2006. pp 174-178.

26.	Mengzhen Kang, Philippe de Reffye. A Mathematical Approach Estimating Source and Sink Functioning of Competing Organs. Proceedings 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'''

27.	Mengzhen Kang, Paul-Henry Cournède, J. le Roux, Philippe de Reffye, Bao-Gang Hu. Theoretical Study and Numerical Simulation of a Stochastic Model for Plant Growth. In: 7th African Conference on Research in Computer Science, HAMMAMET(Tunisia), November 22-25, 2004.

'''2003'''

28.	Mengzhen Kang, Philippe de Reffye, Jean-Francois Barczi, Bao-Gang Hu and Francois Houllier. Stochastic 3d tree simulation using substructure instancing. In: 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. 2003.

29.	 Bao-Gang Hu, Philippe de Reffye, Xing Zhao, Hongping Yan, Mengzhen Kang. GreenLab: A New Methodology Towards Plant Functional-Structural Model -- Structural Part. In: PMA03 (The First International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China, 2003【ISTP】

30.	Baogui Zhang, Philippe de Reffye, Li Liu, Mengzhen Kang, Baoguo Li. Analysis and Modeling of the Root System Architecture of Winter Wheat Seedling. In: PMA03 (The First International Symposium on Plant Growth Modeling, Simulation, Visualization and Applications). Beijing, China, 2003.【ISTP】

31.	Mengzhen Kang, Philippe de Reffye, Jean-Francois, Barczi and Bao-Gang Hu. Fast Algorithm for Stochastic Tree Computation. In: 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'''

32.	Mengzhen Kang, Hongping Yan, Philippe de Reffye, Marc Jaeger, Bao-Gang Hu and Francois Houllier. A fast algorithm for calculating stem and branch radial growth of a tree with substructure approach. In: 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.

===Book Chapter===
1.	Mengzhen Kang and Philippe de Reffye. 2007. A mathematical approach to the estimation of sink strength of competing organs. In 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, February 23 2007, 65-74.

2.	Meng Zhen Kang, Thomas Corpetti, Jing Hua1, and Philippe de Reffye. Reconstructing LAI Series by Filtering Technique and a Dynamic Plant Model. Remote Sensing of Biomass – Principles and Applications. InTech Press.  2012. 217-228

===中文论文===
'''2023'''

1.	康孟珍, 孙贺全, 王秀娟, 王飞跃. 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.

'''2022'''

2.	许钰林, 康孟珍, 王秀娟, 华净, 王浩宇, 沈震. 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.

3.	康孟珍, 邱文忠, 陈自富, 王猛, 许沙沙, 王秀娟, 倪爱东, 蒋玉洁, 陈世超, DEREFFYE Philippe, 王飞跃. 平行圆明园：从数字孪生园林到元宇宙智慧遗址公园[J]. 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.

4.	康孟珍, 王秀娟, 李冬, 王旭伟, 王浩宇, 樊梦涵, 许钰林, 王飞跃. 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

'''2021'''

5.	常方乐, 康孟珍, 王秀娟, 等. 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[J]. 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.

6.	王秀娟, 康孟珍, 华净, DE REFFYE Philippe. 从群体到个体尺度——基于数据的DSSAT和GreenLab 作物模型连接探索[J]. 智慧农业(中英文), 2021, 3(2): 77-87. 

7.	康孟珍, 王秀娟, 华净, 胡包钢, 王飞跃, Philippe de Reffye. 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.

8.	李亮德, 王秀娟, 康孟珍, 华净, 樊梦涵. 基于语义融合与模型蒸馏的农业实体识别[J]. 智慧农业（中英文）, 2021, 3 (1): 118-128.

'''2020'''

9.	康孟珍,王秀娟,王浩宇,华净,董永亮,徐振强,李冬,王飞跃. 数字合作社：产销融合的农业智能系统[J]. 农业现代化研究, 2020, 41(4): 687-698

10.	华 净, 王秀娟, 王浩宇, 郭少鑫, 康孟珍*. 2020. 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'''

11.	王秀娟，华净，康孟珍*，王浩宇，袁勇，王飞跃.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.

12.	常方乐，康孟珍，王秀娟，王永东，雷加强，王飞跃．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.

13.	康孟珍，王秀娟，华净*，王浩宇，王飞跃.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.

14.	王秀娟, 李冬, 林宝刚, 等. 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.

15.	Wang X J, Li D, Lin B G, et al. Stochastic simulation of branch morphological structure in oilseed rape (in Chinese). Sci Sin Vitae, 2019, 49: 67–76, doi:10.1360/N052018-00073.

'''2018'''

16.	康孟珍，王秀娟，郭少鑫，王浩宇，王飞跃，华净*. 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. 

'''2016'''

17.	王浩宇, 华净, 陆浩, 袁勇, 康孟珍*. 农产品市场价格采集平台——JJFarmer.  2016 年全国智能工程与农业信息化学术会议论文集.

'''2013'''

18.	康孟珍, 王秀娟. 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.

'''2012'''

19.	康孟珍. 植物功能结构模型研究的回顾与展望[J]. 系统仿真学报,2012,24(10):2039-2048.

'''2011'''

20.	国红,雷相东,VERONIQUE LETORT,陆元昌. 基于GreenLab原理构建油松成年树的结构-功能模型[J]. 植物生态学报,2011,35(4):422-430. DOI:10.3724/SP.J.1258.2011.00422.

'''2010'''

21.	杜尚丰, 徐立鸿, 马程伟, 康孟珍, 蔚瑞华, & 曲梅等. (2010). 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.

22.	董莹莹, 赵星, 康孟珍. 一种新的植物形态结构表达模型[J]. 计算机工程与应用, 2010, 46(13):4.DOI:10.3778/j.issn.1002-8331.2010.13.057.

23.	马韫韬,朱晋宇,胡包钢,等. 基于源-库互反馈的温室青椒坐果时空动态模拟[J]. 生态学报,2010,30(24):7072-7078.

'''2009'''

24.	杨丽丽,王一鸣,康孟珍,等. 不同种植密度番茄生长行为的结构功能模型模拟[J]. 农业机械学报,2009,40(10):156-160.

25.	国红,雷相东,VERONIQUE LETORT, 陆元昌, Philippe de Reffye. 基于GreenLab的油松结构-功能模型[J]. 植物生态学报,2009,33(5):950-957. DOI:10.3773/j.issn.1005-264x.2009.05.014.

'''2008'''

26.	杨丽丽,王一鸣,康孟珍,等. 基于修正logistic模型的番茄单个果实生长规律模拟[J]. 农业机械学报,2008,39(11):81-84.

27.	杨丽丽,王一鸣,董乔雪,康孟珍. 基于结构功能模型实现番茄植株产量优化[J]. 中国农业大学学报,2008,13(1):71-76. DOI:10.3321/j.issn:1007-4333.2008.01.015.

'''2006'''

28.	马韫韬,郭焱,展志岗,等. 玉米生长虚拟模型GREENLAB-Maize的评估[J]. 作物学报,2006,32(7):956-963. DOI:10.3321/j.issn:0496-3490.2006.07.002.

'''2004'''

29.	康孟珍,Philippe,de,等.快速构造植物几何结构的子结构算法[J].中国图象图形学报A辑, 2004.

'''2001'''

30.	胡包钢,赵星,严红平,等. 植物生长建模与可视化--回顾与展望[J]. 自动化学报,2001,27(6):816-835. 

31.	展志岗,王一鸣,PHILIPPE DE REFFYE,等. 冬小麦植株生长的形态构造模型研究[J]. 农业工程学报,2001,17(5):6-10. DOI:10.3321/j.issn:1002-6819.2001.05.002.

32.	赵星,DE REFFYE PHILIPPE,熊范纶,等. 虚拟植物生长的双尺度自动机模型[J]. 计算机学报,2001,24(6):608-615. DOI:10.3321/j.issn:0254-4164.2001.06.008.

33.	赵星,熊范纶,PHILIPPE DE REFFYE. 一种新的植物枝条弯曲生成算法[J]. 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.

== Software ==
=== GreenScilab ===
The GreenScilab software needs Scilab environment.

Scilab can be downloaded from www.scilab.org(INRIA, France).

Versions of GreenScilab_Crop
Latest version of GreenScilab for Crop: GreenScilab-CropV1.0_Web.zip (updated 2010/06/28)

Festures: for plants with one phytomer per growth unit (mainly crops).

Versions of GreenScilab

Latest version of GreenScilab:GreenScilab-CropV1.0_Web.zip (updated 2009/10/22)

Corresponding tutorial:tutorialgreenscilab1.0.pdf

GreenScilab Version 1 for Tomato Plant:greenscilabv1.0_tomato_2010.zip (updated 2010/06/12)

Corresponding tutorial:projects:greenscilab:for_gsl1_tomato.pdf

GreenScilab Version 1 for chyrsanthemum:greenscilabv1_chyrsanthemum.zip(updated 2010/05/18)

Corresponding tutorial: greenscilab:for_gsl1_chyrsanthemum.pdf

GreenScilab Version 2 for Pine Tree:GreenScilabV2.0_Pine.zip(updated 2010/05/18)

Corresponding tutorial: greenscilab:for_gsl2_pine.pdf


GreenScilab软件需要Scilab环境。

Scilab可以从 www.scilab.org.cn（LIAMA，中文镜像）或 www.scilab.org（INRIA，法国）下载。

GreenScilab_Crop的版本
最新版本的GreenScilab for Crop： GreenScilab-CropV1.0_Web.zip （更新 2010/06/28）

Festures：对于每个生长单位具有一种植物体的植物（主要是作物），界面不错，但仍需要测试！新的参数文件和数据文件将随之而来。

GreenScilab 的版本

最新版本的GreenScilab：GreenScilab-CropV1.0_Web.zip （更新 2009/10/22）
对应教程：tutorialgreenscilab1.0.pdf

GreenScilab版本 1 番茄植株：greenscilabv1.0_tomato_2010.zip （更新 2010/06/12）
对应教程：projects：greenscilab：for_gsl1_tomato.pdf

GreenScilab 1 版菊花：greenscilabv1_chyrsanthemum.zip（更新 2010/05/18）
对应教程：GreenScilab：for_gsl1_chyrsanthemum.pdf

松树GreenScilab版本2：GreenScilabV2.0_Pine.zip（更新日期2010/05/18）
对应教程：GreenScilab：for_gsl2_pine.pdf

=== XplantGL ===

=== QingYuan ===
Based on Functional-Structural Plant model Greenlab, cPlant team developed two softwares named ‘GreenScilab’ and ‘Qingyuan’. ‘GreenScilab’ can simulate many crops, such as tomato, cucumber, chrysanthemum and maize, and these crops have been calibrated with the experimental data. ‘Qingyuan’ can simulate trees, like albizia, ginkgo, pine and orange.



基于功能结构工厂模型Greenlab，cPlant团队开发了两个软件，分别名为“GreenScilab”和“清远”。“GreenScilab”可以模拟番茄、黄瓜、菊花、玉米等多种作物，这些作物已经用实验数据进行了校准。“清远”可以模拟树木，如白桦、银杏、松树和橙子。


== Team ==
=== Philippe de Reffye ===

=== Mengzhen Kang ===

'''Ph.D.'''

LIAMA & Lab of Complex System

Institute of Automation

Chinese Academy of Sciences

Beijing, 100190 China

Phone: +86 -10-62647457

Fax: +86 -10-62647458

E-mail: kangmengzhen@gmail.com

'''Research Interests'''

Intelligent systems, pattern recognition, plant growth modeling.

'''Employment History'''

2006 ~ :LIAMA (Sino-French Laboratory in Computer Science, Automation and Applied Mathematics), Institute of Automation, Chinese Academy of Sciences, BeiJing, China

July 1998 - 2006:College of Information Engineering, Capital Normal University

'''Education'''

Sept. 2000 - Sept. 2003，Doctor degree in ‘Pattern Recognition and Intelligent System’，Sino-French Laboratory in Computer Science, Automation and Applied Mathematics(LIAMA), Institute of Automation, Chinese Academy of Sciences,BeiJing, China

Sept. 1995- July 1998,Master degree in ‘Biomechanics’,BeiJing Polytechnic Univ., BeiJing, China

Bachelor degree in ‘Mechanical Design and Manufacture’,Department of Mechanical Engineering, ShanDong Building Material Institute, ShanDong Province, China

Sept. 1988- July 1991,WuLin Middle School, FengHua, ZheJiang Province,China

Sept. 1985- July 1988,TingXia Middle School, FengHua, ZheJiang Province,China

Sept. 1980- July 1985,KangLin Primary School

'''PostDoc Experience'''

Sept.2005 - Mar. 2006,PostDoc in INRIA, France

Dec. 2004 - May 2005,PostDoc in group HPC(Horticultural Production Chains) and CWE(Crop and Weed Ecology), Department of Plant Sciences, Wageningen University, the Netherlands.

June 2004 – Dec. 2004,PostDoc in INRIA (The National Institute for Research in Computer Science and Control), France.



康孟珍

'''博士'''


'''研究方向'''

智能系统、模式识别、植物生长建模。


=== Xiujuan Wang ===

=== Jing Hua ===


=== Haoyu Wang ===


=== Yulin Xu ===

=== Xiaoxuan Zhao ===

=== Mengmeng Zhang ===

=== Weikang Zhao ===

=== Ling Zhang ===
实习生

研究方向

=== Zhiqing Liu ===
实习生

研究方向：
计算机视觉与图像处理

== Project ==
=== Greenlab ===

=== Plantfacting ===

=== crop planing ===

=== plant phenotyping ===

== Contact ==
=== Address ===
Institute of Automation, Chinese Academy of Sciences

95 Zhongguancun Donglu, Haidian District

Beijing, 100190, China
=== Contact ===
MengZhen KANG mengzhen.kang@ia.ac.cn

Jing Hua jing.hua@ia.ac.cn

Xiujuan Wang xiujuan.wang@ia.ac.cn