Simulation of Plant Height, Fruit Growth and Yield of Pepper under Different Film Mulching Conditions Based on Logistic Model

CHEN Chen; ZHANG Liudong; NI Kuangdi

doi:10.12101/j.issn.1004-390X(n).202204010

JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science） > 2023 > 38(6): 1049-1058. > DOI: 10.12101/j.issn.1004-390X(n).202204010

CHEN Chen, ZHANG Liudong, NI Kuangdi. Simulation of Plant Height, Fruit Growth and Yield of Pepper under Different Film Mulching Conditions Based on Logistic Model[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2023, 38(6): 1049-1058. DOI: 10.12101/j.issn.1004-390X(n).202204010

Citation:

PDF (1176 KB)

Simulation of Plant Height, Fruit Growth and Yield of Pepper under Different Film Mulching Conditions Based on Logistic Model

College of Water Conservancy, Yunnan Agricultural University, Kunming 650201, China

More Information

Received Date: April 05, 2022
Revised Date: November 28, 2023
Accepted Date: December 13, 2023
Available Online: December 24, 2023
Published Date: January 10, 2024

Graphical Abstract

Abstract

Abstract

Purpose
To study the relationship among pepper plant height, fruit growth and fruit setting time under different plastic film mulching methods in Kunming area, and to establish a pepper yield prediction model, providing technical guidance for pepper film mulch planting.
Methods
From 2020 to 2021, mulching film planting experiments were carried out to analyze the effects of different mulching methods and mulching colors on the pepper plant height, fruit fresh weight and fruit diameter. The experimental results of plant height and fruit growth was used to verify the simulation accuracy of Logistic model, and the model was used to predict the highest yield of pepper under different treatments.
Results
Except for the coefficient of determination (R²) <0.88 for plant height under film-mulching planting treatment, the root mean square error (RMSE) >20%, and the R²<0.70 and RMSE>20% for transverse diameter of fruit under non film-mulching planting treatment, the established model had high accuracy for simulating pepper plant growth, pepper fruit longitudinal and transverse diameters with fruit setting time, and prediction of pepper yield.
Conclusion
The established model can well simulate the development of pepper plant height and fruit growth with physiological time under different mulching methods in Kunming area.
- Logistic model,
- pepper,
- plant height,
- growth and development,
- yield

FullText(HTML)

References (41)

References

[1]	GRASSO R, SOUZA R D, PEÑA-FLEITAS M T, et al. Root and crop responses of sweet pepper ( Capsicum annuum) to increasing N fertilization[J]. Scientia Horticulturae, 2020, 273: 109645. DOI: 10.1016/j.scienta.2020.109645.
[2]	姚明华, 王飞. 不同栽培处理方式对早春辣椒产量的影响[J]. 辣椒杂志, 2010, 8(3): 48. DOI: 10.16847/j.cnki.issn.1672-4542.2010.03.019.
[3]	杨树敏. 早春辣椒高产高效种植技术[J]. 山西农经, 2019(14): 99. DOI: 10.16675/j.cnki.cn14-1065/f.2019.14. 062.
[4]	孙贵拓, 杨柯, 杨若翰, 等. 2017年昆明市大春作物生育期内气象条件影响分析[J]. 云南农业科技, 2019(4): 24. DOI: 10.3969/j.issn.1000-0488.2019.04.010.
[5]	曾和平. 金沙江支流龙川江流域河流输沙特征及其对气候和地表覆被变化的响应[D]. 昆明: 昆明理工大学, 2009.
[6]	周晓晨, 李永梅, 王自林, 等. 坡耕地红壤农作物根系与团聚体稳定性的关系[J]. 山西农业大学学报(自然科学版), 2017, 37(11): 818. DOI: 10.13842/j.cnki.issn1671-8151.2017.11.010.
[7]	罗维钢, 黄忠华, 钟东, 等. 微喷灌不同灌溉定额对赤红壤甘蔗生长的影响[J]. 广西水利水电, 2020(4): 1. DOI: 10.16014/j.cnki.1003-1510.2020.04.002.
[8]	文启凯, 刘玉兰, 杨光碧, 等. 玉米膜外栽培土壤生态条件的初步研究[J]. 土壤通报, 1991, 22(1): 12. DOI: 10.19336/j.cnki.trtb.1991.01.005.
[9]	李先文, 唐兴贵, 罗占云, 等. 秸秆覆盖方式对云烟87田间生长及产质量的影响探究[J]. 南方农业, 2019, 13(23): 19. DOI: 10.19415/j.cnki.1673-890x.2019.23.010.
[10]	陈先冠, 冯利平, 马雪晴, 等. 不同播期和灌水条件下冬小麦生物量变化与产量模拟[J]. 农业机械学报, 2021, 52(10): 349. DOI: 10.6041/j.issn.1000-1298.2021.10.036.
[11]	易雨君, 谢泓毅, 宋劼, 等. 黄河口盐沼湿地植被群落适宜生境模拟Ⅰ: 理论[J]. 水利学报, 2021, 52(3): 255. DOI: 10.13243/j.cnki.slxb.20200542.
[12]	陈铸, 傅伟聪, 黄雅冰, 等. 基于Logistic-CA-Markov模型的福州市土地利用演变与模拟[J]. 安徽农业大学学报, 2018, 45(6): 1092. DOI: 10.13610/j.cnki.1672-352x.20190102.007.
[13]	陈训争, 范胜龙, 林晓丹, 等. 基于Logistic-CA-Markov模型的龙海市土地利用/覆被变化与模拟[J]. 福建农林大学学报(自然科学版), 2017, 46(6): 685. DOI: 10.13323/j.cnki.j.fafu(nat.sci.).2017.06.014.
[14]	林晓丹, 范胜龙, 孙巧燕, 等. 基于GIS和Logistic回归模型的土地利用空间模拟与分析: 以龙海市为例[J]. 福建农林大学学报(自然科学版), 2017, 46(4): 468. DOI: 10.13323/j.cnki.j.fafu(nat.sci.).2017.04.018.
[15]	陈颐, 林毅伟, 林丽丽, 等. 基于Markov和Logistic模型的莆田市土地利用变化及林地转出空间模拟[J]. 中国农业大学学报, 2017, 22(2): 87. DOI: 10.11841/j.issn.1007-4333.2017.02.11.
[16]	琪美格. 白杨河4至5月平均流量多项Logistic回归分析与预报[J]. 地下水, 2021, 43(4): 203. DOI: 10.19807/j. cnki.DXS.2021-04-070.
[17]	季琳琳, 姚建林, 陈素传, 等. 不同播种密度1年生凤丹苗年生长节律及性状相关性研究[J]. 安徽林业科技, 2021, 47(2): 10. DOI: 10.3969/j.issn.2095-0152.2021.02.003.
[18]	廖海红, 代丽华, 孔小丽, 等. 伞花木1年生播种苗生长节律研究[J]. 南方林业科学, 2021, 49(3): 11. DOI: 10.16259/j.cnki.36-1342/s.2021.03.003.
[19]	龚江, 郭慧娟, 石培春, 等. 基于Logistic方程对不同土壤盐分棉花株高生长的模拟研究[J]. 新疆农垦科技, 2021, 44(4): 7. DOI: 10.3969/j.issn.1001-361X.2021.04.006.
[20]	黄丽云, 刘立云, 齐兰, 等. 基于Logistic模型的槟榔果实生长发育研究[J]. 热带农业科学, 2018, 38(8): 105. DOI: 10.12008/j.issn.1009-2196.2018.08.020.
[21]	马二磊, 黄芸萍, 臧全宇, 等. 甜瓜植株和果实生长模型的拟合与分析[J]. 南方农业学报, 2018, 49(7): 1358. DOI: 10.3969/j.issn.2095-1191.2018.07.15.
[22]	岳延滨, 李莉婕, 聂克艳, 等. 辣椒果实生长及产量形成模拟研究[J]. 贵州农业科学, 2013, 41(8): 200. DOI: 10.3969/j.issn.1001-3601.2013.08.053.
[23]	潘玉娇. 不同水分条件下辣椒生长发育与干物质积累模拟模型的研究[D]. 长春: 吉林农业大学, 2007.
[24]	尹杰. 辣椒生长过程的可视化研究[D]. 武汉: 武汉理工大学, 2016.
[25]	刁明, 戴剑锋, 罗卫红, 等. 温室甜椒生长与产量预测模型[J]. 农业工程学报, 2009, 25(10): 241. DOI: 10.3969/j.issn.1002-6819.2009.10.044.
[26]	KRÄMER U. Phytoremediation: novel approaches to cleaning up polluted soils[J]. Current Opinion in Biotechnology, 2005, 16(2): 133. DOI: 10.1016/j.copbio.2005.02. 006.
[27]	WALKER, JOHN M. One-degree increments in soil temperatures affect maize seedling behavior[J]. Soil Science Society of America Journal, 1969, 33(5): 729. DOI: 10.2136/sssaj1969.03615995003300050031x.
[28]	孔伟程, 冯绍元, 王凤新, 等. 不同覆膜对滴灌马铃薯土壤水热及其生长的影响[J]. 水利与建筑工程学报, 2020, 18(5): 10. DOI: 10.3969/j.issn.1672-1144.2020.05.002.
[29]	王星垚, 李援农, 银敏华, 等. 不同地膜对土壤水热状况和冬小麦植株氮素的影响[J]. 节水灌溉, 2018(2): 40. DOI: 10.3969/j.issn.1007-4929.2018.02.009.
[30]	曹昌林, 张建华, 白文斌. 不同覆膜种植方式下旱地高粱土壤水温的变化及产量效应[J]. 山西农业大学学报(自然科学版), 2020, 40(3): 78. DOI: 10.13842/j.cnki.issn1671-8151.201912026.
[31]	阎旭东, 王秀领, 徐玉鹏, 等. 旱地春玉米不同覆膜种植模式的增产效应[J]. 中国生态农业学报, 2018, 26(1): 75. DOI: 10.13930/j.cnki.cjea.170236.
[32]	郭景山, 李文刚, 曹春梅, 等. 旱地马铃薯覆膜和膜侧种植处理比较试验[J]. 中国马铃薯, 2011, 25(2): 82. DOI: 10.3969/j.issn.1672-3635.2011.02.006.
[33]	王陈芹, 杨帆, 赵仁全, 等. 种植密度、肥料及覆膜对辣椒生长及经济性状的影响[J]. 贵州农业科学, 2017, 45(10): 110. DOI: 10.3969/j.issn.1001-3601.2017.10.026.
[34]	张泽锦, 王力明, 雷晓葵, 等. 四川盆地3种颜色地膜对秋季土壤温度及黄瓜产量的影响[J]. 灌溉排水学报, 2021, 40(2): 42. DOI: 10.13522/j.cnki.ggps.2020275.
[35]	吴贤忠, 赵锦梅, 李毅, 等. 黄土高原半干旱区不同颜色地膜对土壤温度的影响[J]. 灌溉排水学报, 2018, 37(7): 43. DOI: 10.13522/j.cnki.ggps.2017.0443.
[36]	孙仕军, 朱振闯, 陈志君, 等. 不同颜色地膜和种植密度对春玉米田间地温、耗水及产量的影响[J]. 中国农业科学, 2019, 52(19): 3323. DOI: 10.3864/j.issn.0578-1752. 2019.19.004.
[37]	李宗耕, 傅国海, 刘文科. 覆膜种类对夏季日光温室起垄内嵌式基质栽培根区温热的影响[J]. 农业工程技术, 2018, 38(1): 44. DOI: 10.16815/j.cnki.11-5436/s.2018.01. 008.
[38]	刘岳飞, 吴人敏, 张传进, 等. 地膜对植椒土壤生物学特性和细菌多样性的影响[J]. 土壤学报, 2019, 56(4): 986. DOI: 10.11766/trxb201810100018.
[39]	朱光玉, 康立, 何海梅, 等. 基于树高—年龄分级的杉木人工林多形立地指数曲线模型研究[J]. 中南林业科技大学学报, 2017, 3(7): 18. DOI: 10.14067/j.cnki.1673-923x.2017.07.003.
[40]	蔡甲冰, 常宏芳, 陈鹤, 等. 基于不同有效积温的玉米干物质累积量模拟[J]. 农业机械学报, 2020, 51(5): 263. DOI: 10.6041/j.issn.1000-1298.2020.05.029.
[41]	王信理. 在作物干物质积累的动态模拟中如何合理运用Logistic方程[J]. 农业气象, 1986(1): 14.

[1]	ZHU Yongxing, JIANG Yifan, YIN Junliang, WANG Xianfeng, CAI Xiaodong, LIU Yiqing, HU Haijun. Effects of Kiwifruit and Ginger Intercropping on Photosynthetic Characteristics and Yield of Ginger[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2025, 40(1): 128-134. DOI: 10.12101/j.issn.1004-390X(n).202304011
[2]	Weijie TANG, Bo XU, Li CAI, Maohong AO, Ning DING, Shenghua WEI. Effects of Different Forms of Nitrogen Fertilizer on Yield Components and Yield Formation of Coix (Coix lacryma-jobi L.)[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2023, 38(4): 652-658. DOI: 10.12101/j.issn.1004-390X(n).202302002
[3]	Jingquan ZHANG, Tongyong ZHOU. Effect of Foliar Application of Boron Fertilizer on the Yield and Quality of Blueberry[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2021, 36(3): 553-557. DOI: 10.12101/j.issn.1004-390X(n).202005024
[4]	Xiukang WANG, Jinzhao MA, Yao SUN, Jingkuan SUN, Hongjun YANG, Xuejiang WANG, Faqi WANG, Yonggang WANG. Effect of a Novel Seaweed Fertilizer on the Growth and Yield of Maize[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2021, 36(3): 524-531. DOI: 10.12101/j.issn.1004-390X(n).202006041
[5]	Ling QIAN, Jianqing REN, Jiangyun TONG, Shanyan CHEN, Fengying LIN, Zhimei LIANG, Qiong'e DONG. Effect of Different Nitrogen Levels on the Growth and Development, Fruit Quality and Yield of Strawberry[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2020, 35(3): 530-534. DOI: 10.12101/j.issn.1004-390X(n).201906007
[6]	Yu ZHOU, Juan HUANG, Yu WU, Zebi LI, Yaqin ZHANG, Jiang XI, Xiaochun ZHANG. Effects of Sowing Date on the Growth and Yield of Direct Seeding Sorghum of Different Varieties[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2019, 34(3): 384-392. DOI: 10.12101/j.issn.1004-390X(n).201712025
[7]	YAN Zheng, ZHANG Xiaohong, WANG Zhengrong. Impact of Different Film Mulching on the Photosynthetic Characteristics and the Yield of Sweet Potato Varieties[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2017, 32(6): 985-991. DOI: 10.16211/j.issn.1004-390X(n).2017.06.004
[8]	ZOU Jian, PENG Yun, WANG Na, SHI De, WANG Feng, QIAN Congfei, OUYANG Jin, ZHAO Zhengxiong. Effect of Biochar Application Amount on Growth, Yield and Quality of Flue-cured Tobacco Plants[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2017, 32(4): 652-658. DOI: 10.16211/j.issn.1004-390X(n).2017.04.013
[9]	MENG Hengling, ZHANG Wei, LU Bingyue, HE Fangfang. Effects of Different Shade Treatments on the Growth, Yield and Quality of Piniella ternate[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2016, 31(6): 1080-1084. DOI: 10.16211/j.issn.1004-390X(n).2016.06.017
[10]	LI Juan, LIN Weifu, ZHOU Lijun. Effects of Topping on Physiological Characteristics,Yield and NutrientAccumulation of Wuzhimaotao (Ficus hirta Vahl.) in the Rubber Tree//F. hirta Intercropping System[J]. JOURNAL OF YUNNAN AGRICULTURAL UNIVERSITY（Natural Science）, 2016, 31(6): 1038-1044. DOI: 10.16211/j.issn.1004-390X(n).2016.06.011

Cited By

Cited by

Periodical cited type(1)

杨合飞，李杰，于双，吴勇，柳平增，张艳. 基于随机森林——贝叶斯优化的设施黄瓜生长模型研究. 山东农业大学学报(自然科学版). 2024(03): 314-321 .

Other cited types(6)

Get Citation

PDF

XML

Article views (969) PDF downloads (31) Cited by(7)

Turn off MathJax

Article Contents

Abstract

References

Simulation of Plant Height, Fruit Growth and Yield of Pepper under Different Film Mulching Conditions Based on Logistic Model

Abstract

References

Related Articles

Cited by

Periodical cited type(1)

Other cited types(6)

Catalog

Simulation of Plant Height, Fruit Growth and Yield of Pepper under Different Film Mulching Conditions Based on Logistic Model

Abstract

References

Related Articles

Cited by

Periodical cited type(1)

Other cited types(6)

Catalog

Export File

Citation

Format

Content