基于Logistic生长模型的钦蜜9号百香果成熟阶段判别

林钒; 陈登捷; 张德晖; 何金成

doi:10.19303/j.issn.1008-0384.2024.07.005

基于Logistic生长模型的钦蜜9号百香果成熟阶段判别

doi: 10.19303/j.issn.1008-0384.2024.07.005

林钒^1,,
陈登捷¹,
张德晖^{1, 2},
何金成^{1, 2, ,}

1.
福建农林大学机电工程学院，福建　福州　350002
2.
现代农业装备福建省高校工程研究中心，福建　福州　350002

基金项目: 福建省星火计划项目（2020S0002）；福建农林大学科技创新专项（KFA17024A）

详细信息

作者简介:
林钒（1999 —），男，硕士研究生，主要从事农业信息感知与分析处理研究，E-mail：13665084036@163.com

通讯作者:
何金成（1973 —），男，博士，教授，主要从事农业机械设计与性能测试研究，E-mail：bighjc@163.com

中图分类号: S66
计量
- 文章访问数: 481
- HTML全文浏览量: 147
- PDF下载量: 27
- 被引次数: 0
出版历程
- 收稿日期: 2024-03-22
- 修回日期: 2024-04-28
- 网络出版日期: 2024-08-15
- 刊出日期: 2024-07-28

Passion Fruit Ripening Stages Divided by Logistic Growth Model with Multiple Quantifiable Indicators

LIN Fan^1
,,
CHEN Dengjie¹,
ZHANG Dehui^{1, 2},
HE Jincheng^{1, 2
, ,}

1.
College of Mechanical and Electrical Engineering, Fujian Agriculture & Forestry University, Fuzhou, Fujian　350002, China
2.
Modern Agricultural Equipment Engineering Research Center of Fujian Universities, Fuzhou, Fujian　350002, China

摘要

摘要: 目的探究夏季百香果的生长发育与品质形成规律，并对百香果成熟阶段进行判别。方法采用钦蜜9号百香果作为试材，测定其横径、纵径、固酸比、可食率、果皮厚度、硬度等理化指标，利用Logistic生长模型分析理化指标随有效积温增长的变化规律，并应用因子分析法对百香果成熟度进行定量评价，最终划分成熟阶段。结果通过观测并记录百香果生长过程，发现其纵径、横径变化趋势符合“慢-快-慢”的生长曲线，分析得出百香果在有效积温达到440 ℃·d时，基本完成果实膨大。随后以固酸比、可食率、果皮厚度、硬度为品质指标，其中固酸比与可食率指标呈现S型增长趋势，果皮厚度与硬度呈现三次函数下降趋势，并且品质指标与有效积温之间存在显著的相关性。利用因子分析方法构建百香果成熟度评价指标I_M，采用Logistic生长函数建立百香果成熟度数学模型，模型拟合优度达99.25%，计算得出t₁、t₂、t₃等3个生长分界点。最终确定有效积温为475～736 ℃·d时，果实处于果肉增重阶段；有效积温为736～997 ℃·d时，果实处于转色阶段；有效积温为997～1200 ℃·d时，果实处于成熟阶段。结论本研究量化分析了百香果成熟度，能够较好划分果肉增重期、转色期、成熟期三个成熟阶段，为百香果适时机械化采摘与贮藏管理提供依据。
- 有效积温 /
- 理化指标 /
- 成熟阶段 /
- Logistic生长模型 /
- 钦蜜9号百香果
Abstract: Objective To effectively determine the summer growth and development as well as the fruit formation and maturation of passion fruit applying logistic model was studied. Method Physiochemical parameters including transverse and longitudinal diameters, solid to acid ratio, pulp percentage, pericarp thickness, and firmness of Qinmi No. 9 passion fruit were monitored as the plant grew and fruit developed. A logistic growth model incorporating those quantifiable indicators was evaluated to classify the fruit maturity stages by a factor analysis. Result In terms of longitudinal and transverse diameters, the passion fruit grew in a slow-fast-slow pattern. Once the effective accumulated temperature in growth degree days (GDD) reached 440 ℃·d, the fruit essentially had completed the enlargement stage. Thereafter, the solid to acid ratio and pulp yield of the fruit were in an S-shape trend, while the peel thickness and fruit firmness in a declining cubic function. A significant correlation was observed between the indicators and GDD. With the factor analysis-generated assessment index, I_M, the mathematic model built with the logistic growth function showed a high fitting of 99.25% on fruit maturity. Three growth transition points, t₁, t₂, and t₃, distinctively separated the fruit development into (A) the pulp weight gaining stage with a GDD of 475–736 ℃·d, (B) the color-changing stage with a GDD of 736–997 ℃·d, and (C) the ripening stage with a GDD of 997–1200℃·d. Conclusion The analysis based on the selected quantitative physiochemical indicators effectively divided the maturation of Qinmi No. 9 passion fruit into the pulp weight gaining, color-changing, and ripening stages. The result would facilitate the design of automated fruit picking and storage management.
- growth degree day /
- physicochemical indicators /
- maturity /
- logistic growth model /
- Qinmi No. 9 passion fruit

HTML全文

图 1 有效积温与百香果外形指标变化关系

Figure 1. Relationship between GDD and fruit appearance indicators

下载: 全尺寸图片幻灯片

图 2 400～1200 ℃·d有效积温黄金百香果外、内部动态变化

图中编号1~9分别表示400～1200 ℃·d有效积温。

Figure 2. External and internal changes on passion fruit under GDD of 400–1 200 ℃·d

Codes 1–9 represent GDD of 400–1 200 ℃·d, respectively.

下载: 全尺寸图片幻灯片

图 3 有效积温与品质指标变化的关系

图中不同小写字母表示不同有效积温间品质指标差异显著（P＜0.05）。

Figure 3. Relationship between GDD and quality indicators of passion fruit

Different lowercase letters in the figure indicate significant differences in quality indicators among different GDD at 0.05 level.

下载: 全尺寸图片幻灯片

图 4 有效积温与百香果成熟度评价指标变化的关系

Figure 4. Relationship between GDD and evaluation indicators for passion fruit maturity evaluation

下载: 全尺寸图片幻灯片

表 1 外形指标模型各参数取值

Table 1. Values of various parameters in the appearance index model

参数 Parameters	模型参数 Model parameters			分界点 Boundary points
参数 Parameters	a	b	k	t₁/(℃·d)	t₂/(℃·d)	t₃/(℃·d)
横径 Transverse diameter	5.3231 ± 1.9487	0.02008 ± 0.00387	56.73 ± 5.38	17.682	83.27	148.857
纵径 Longitudinal diameter	3.9525 ± 1.2636	0.02111 ± 0.00480	58.52 ± 5.35	2.717	65.104	127.492

下载: 导出CSV

表 2 百香果品质指标拟合情况

Table 2. Fitting of fruit quality indicators

参数 Parameters	拟合方程 Fitted equation	拟合优度 R²	调整后R² Adjusted R²
可食率 Pulp percentage	$ y=\dfrac{0.56}{1+33.29{e}^{-0.006x}} $	0.985	0.980
固酸比 Solid acid ratio	$ y=\dfrac{18.24}{1+90.09{e}^{-0.004x}} $	0.986	0.981
果皮厚度 Pericarp thickness	y=29.40−0.07x+7.79×10⁻⁵x²−2.82×10⁻⁸x³	0.942	0.908
硬度 Firmness	y=202.35−0.11x−2.92×10⁻⁴x²+1.47×10⁻⁷x³	0.989	0.982

下载: 导出CSV

表 3 品质指标的相关性分析

Table 3. Correlations among quality indicators of passion fruit

品质指标 Quality indicators	有效积温 GDD	可食率 Pulp percentage	固酸比 Solid acid ratio	果皮厚度 Pericarp thickness/mm	硬度 Firmness/N
有效积温 GDD	1
可食率 Pulp percentage	0.849^**	1
固酸比 Solid acid ratio	0.960^**	0.822^**	1
果皮厚度 Pericarp thickness	−0.587^**	−0.714^**	−0.531^**	1
硬度 Firmness	−0.874^**	−0.823^**	−0.866^**	0.542^**	1
P＜0.01 极显著相关。 indicates extremely significant correlation at 0.01 level.

下载: 导出CSV

表 4 成分载荷矩阵和贡献率

Table 4. Load matrix and contribution rates of components

指标 Index	载荷值 Load value
指标 Index	F₁	F₂	F₃	F₄
初始特征值 Initial eigenvalue	3.166	0.561	0.140	0.133
方差贡献率 Variance contribution rate/%	79.151	14.024	3.492	3.333
累计方差贡献率 Cumulative variance contribution rate/%	79.151	93.174	96.667	100.000
可食率 Pulp percentage	0. 948	−0. 039
固酸比 Solid acid ratio	0. 915	0. 292
果皮厚度 Pericarp thickness	−0. 767	0. 631
硬度 Firmness	−0. 918	−0. 276
提取方法为主成分分析法。表中主成分F1~F4分别表示原始变量线性变换后得到的新变量。 Data extraction was based on component analysis. Principal components F1–F4 represent new variables obtained from linear transformation of original variables, respectively.

下载: 导出CSV

表 5 不同成熟阶段品质指标

Table 5. Quality indicators of passion fruit at stages of maturity

不同成熟阶段 Different maturity stages	可食率 Pulp percentage	固酸比 Solid acid ratio	果皮厚度 Pericarp thickness/mm	硬度 Firmness/N
果肉增重期 Pulp weight gain period	0.224±0.117c	1.471±0.485c	8.86±2.77a	196.4±7.1a
转色期 Color-changed period	0.426±0.074b	5.724±1.806b	7.17±0.89b	171.1±9.6b
成熟期 Ripeness period	0.543±0.029a	10.217±1.234a	6.23±0.60b	161.2±3.8c

下载: 导出CSV

参考文献(29)

[1]	张文斌, 张志勇, 周美玲, 等. 福建省百香果产业发展现状及对策 [J]. 福建农业科技, 2016, (11):116−118. ZHANG W B, ZHANG Z Y, ZHOU M L, et al. Current developing status of passion fruit industry and its countermeasures in Fujian [J]. Fujian Agricultural Science and Technology, 2016(11): 116−118. (in Chinese)
[2]	邓福斌. “钦蜜9号” 黄金百香果种植技术 [J]. 农村新技术, 2021, (9):12−14. doi: 10.3969/j.issn.1002-3542.2021.09.005 DENG F B. Planting technology of "Qinmi 9" golden passion fruit [J]. New Rural Technology, 2021(9): 12−14. (in Chinese) doi: 10.3969/j.issn.1002-3542.2021.09.005
[3]	国家市场监督管理总局, 国家标准化管理委员会. 百香果质量分级: GB/T 40748—2021[S]. 北京: 中国标准出版社, 2021.
[4]	XIN M, LI C B, HE X M, et al. Integrated metabolomic and transcriptomic analyses of quality components and associated molecular regulation mechanisms during passion fruit ripening [J]. Postharvest Biology and Technology, 2021, 180: 111601. doi: 10.1016/j.postharvbio.2021.111601
[5]	黄敏敏, 李巍, 陈美珍, 等. 不同成熟度对黄金百香果贮藏期内品质的影响 [J]. 安徽农学通报, 2021, 27(4):51−54. HUANG M M, LI W, CHEN M Z, et al. The effect of different maturity on quality of yellow passion fruit during storage period [J]. Anhui Agricultural Science Bulletin, 2021, 27(4): 51−54. (in Chinese)
[6]	袁启凤, 陈楠, 史斌斌, 等. 贵州不同产区百香果紫香1号果实品质分析与评价 [J]. 西南农业学报, 2021, 34(12):2729−2736. YUAN Q F, CHEN N, SHI B B, et al. Analysis and evaluation of fruit quality of passion Fruit’Purple fragrance No. 1'in different producing areas in Guizhou [J]. Southwest China Journal of Agricultural Sciences, 2021, 34(12): 2729−2736. (in Chinese)
[7]	罗志聪, 李鹏博, 宋飞宇, 等. 嵌入式设备的轻量化百香果检测模型 [J]. 农业机械学报, 2022, 53(11):262−269,322. doi: 10.6041/j.issn.1000-1298.2022.11.026 LUO Z C, LI P B, SONG F Y, et al. Lightweight passion fruit detection model based on embedded device [J]. Transactions of the Chinese Society for Agricultural Machinery, 2022, 53(11): 262−269,322. (in Chinese) doi: 10.6041/j.issn.1000-1298.2022.11.026
[8]	唐熔钗, 伍锡如. 基于改进YOLO-V3网络的百香果实时检测 [J]. 广西师范大学学报(自然科学版), 2020, 38(6):32−39. TANG R C, WU X R. Real-time detection of P assion fruit based on improved YOLO-V3 network [J]. Journal of Guangxi Normal University (Natural Science Edition), 2020, 38(6): 32−39. (in Chinese)
[9]	PARTHASARATHI T, VELU G, JEYAKUMAR P. Impact of crop heat units on growth and developmental physiology of future crop production: A review[J]. Research & Reviews: A Journal of Crop Science, 2013, 2(1): 2319-3395.
[10]	张子源, 郑大玮, 潘宇鹰, 等. 积温及热量资源概念的科学性问题与改进 [J]. 中国农业气象, 2021, 42(8):686−692. doi: 10.3969/j.issn.1000-6362.2021.08.006 ZHANG Z Y, ZHENG D W, PAN Y Y, et al. The scientific problem and improvement of the concepts of accumulated temperature and heat resource [J]. Chinese Journal of Agrometeorology, 2021, 42(8): 686−692. (in Chinese) doi: 10.3969/j.issn.1000-6362.2021.08.006
[11]	卢俊浩, 樊应虎, 李琰聪, 等. 生态因子对甜玉米穗部性状表达的影响 [J]. 西南农业学报, 2023, 36(3):473−480. LU J H, FAN Y H, LI Y C, et al. Effects of ecological factors on expression of ear traits in sweet corn [J]. Southwest China Journal of Agricultural Sciences, 2023, 36(3): 473−480. (in Chinese)
[12]	苏李君, 刘云鹤, 王全九. 基于有效积温的中国水稻生长模型的构建 [J]. 农业工程学报, 2020, 36(1):162−174. doi: 10.11975/j.issn.1002-6819.2020.01.019 SU L J, LIU Y H, WANG Q J. Rice growth model in China based on growing degree days [J]. Transactions of the Chinese Society of Agricultural Engineering, 2020, 36(1): 162−174. (in Chinese) doi: 10.11975/j.issn.1002-6819.2020.01.019
[13]	兰海鹏, 贾富国, 唐玉荣, 等. 库尔勒香梨成熟度量化评价方法 [J]. 农业工程学报, 2015, 31(5):325−330. doi: 10.3969/j.issn.1002-6819.2015.05.045 LAN H P, JIA F G, TANG Y R, et al. Quantity evaluation method of maturity for Korla fragrant pear [J]. Transactions of the Chinese Society of Agricultural Engineering, 2015, 31(5): 325−330. (in Chinese) doi: 10.3969/j.issn.1002-6819.2015.05.045
[14]	王全九, 蔺树栋, 苏李君. 马铃薯主要生长指标对有效积温响应的定量分析 [J]. 农业机械学报, 2020, 51(3):306−316. doi: 10.6041/j.issn.1000-1298.2020.03.035 WANG Q J, LIN S D, SU L J. Quantitative analysis of response of potato main growth index to growing degree days [J]. Transactions of the Chinese Society for Agricultural Machinery, 2020, 51(3): 306−316. (in Chinese) doi: 10.6041/j.issn.1000-1298.2020.03.035
[15]	吴松, 李训猛, 章守宇, 等. 基于有效积温的海带生长发育模型研究 [J]. 海洋湖沼通报, 2021, 43(6):133−138. WU S, LI X M, ZHANG S Y, et al. Growth and development model of Saccharina japonica based on effective accumulated temperature [J]. Transactions of Oceanology and Limnology, 2021, 43(6): 133−138. (in Chinese)
[16]	黄语燕, 王涛, 廖水兰, 等. 基于有效积温的NFT栽培生菜生长模型 [J]. 北方园艺, 2021, (14):39−45. HUANG Y Y, WANG T, LIAO S L, et al. Growth model of lettuce cultivated by NFT based on growth degree days [J]. Northern Horticulture, 2021(14): 39−45. (in Chinese)
[17]	JARVIS C, BARLOW E, DARBYSHIRE R, et al. Relationship between viticultural climatic indices and grape maturity in Australia [J]. International Journal of Biometeorology, 2017, 61(10): 1849−1862. doi: 10.1007/s00484-017-1370-9
[18]	甘廉生, 廖永林, 陈晓胜. 百香果优质丰产栽培彩色图说[M]. 广州: 广东科技出版社, 2020.
[19]	RIVERA S, KERCKHOFFS H, SOFKOVA-BOBCHEVA S, et al. Influence of harvest maturity and storage technology on mechanical properties of blueberries [J]. Postharvest Biology and Technology, 2022, 191: 111961. doi: 10.1016/j.postharvbio.2022.111961
[20]	刘春鹏, 滑磊, 李澍贵, 等. 樟子松深根苗根系Logistic生长模型的构建与应用 [J]. 浙江林业科技, 2022, 42(5):119−123. doi: 10.3969/j.issn.1001-3776.2022.05.020 LIU C P, HUA L, LI S G, et al. Construction and application of logistic model for root growth of long-root seedling of Pinus sylvestris var. mongolica [J]. Journal of Zhejiang Forestry Science and Technology, 2022, 42(5): 119−123. (in Chinese) doi: 10.3969/j.issn.1001-3776.2022.05.020
[21]	孙延国, 王永, 张杨, 等. 烟草温光特性研究与利用: Ⅲ. 基于温光效应的烟草叶片生长模拟模型建立 [J]. 中国烟草科学, 2022, 43(4):6−14. SUN Y G, WANG Y, ZHANG Y, et al. Investigation and utilization of temperature and light characteristics of tobacco: Ⅲ. establishment of simulation model of tobacco leaf growth based on temperature and light effects [J]. Chinese Tobacco Science, 2022, 43(4): 6−14. (in Chinese)
[22]	崔党群. Logistic曲线方程的解析与拟合优度测验 [J]. 数理统计与管理, 2005, 24(1):112−115. doi: 10.3969/j.issn.1002-1566.2005.01.021 CUI D Q. Analysis and making good fitting degree test for logistic curve regression equation [J]. Journal of Applied Statistics and Management, 2005, 24(1): 112−115. (in Chinese) doi: 10.3969/j.issn.1002-1566.2005.01.021
[23]	曾怀山. Logistic生长模型对柳杉生长过程的拟合与生长特点分析 [J]. 安徽农学通报, 2016, 22(17):109−112. doi: 10.3969/j.issn.1007-7731.2016.17.049 ZENG H S. Logistic growth model fitting growth process and growth characteristics analysis of Cryptomeria fortunei [J]. Anhui Agricultural Science Bulletin, 2016, 22(17): 109−112. (in Chinese) doi: 10.3969/j.issn.1007-7731.2016.17.049
[24]	卢翔宇, 邓彪, 安昌, 等. 金都百香3号冬季果实生长发育及其品质形成规律 [J]. 南方农业学报, 2023, 54(4):1175−1185. doi: 10.3969/j.issn.2095-1191.2023.04.022 LU X Y, DENG B, AN C, et al. Growth and development of winter fruit of Jindubaixiang No. 3 passion fruit and its quality formation pattern [J]. Journal of Southern Agriculture, 2023, 54(4): 1175−1185. (in Chinese) doi: 10.3969/j.issn.2095-1191.2023.04.022
[25]	梁芳菲, 王小容, 邓丽莉, 等. 采后柑橘果实糖酸代谢研究进展 [J]. 食品与发酵工业, 2018, 44(10):268−274. LIANG F F, WANG X R, DENG L L, et al. Research advances in sugar and acid metabolism of postharvest citrus fruit [J]. Food and Fermentation Industries, 2018, 44(10): 268−274. (in Chinese)
[26]	赵娟, 全朋坤, 马敏娟, 等. 富士苹果采收成熟度光谱无损预测模型对比分析 [J]. 农业机械学报, 2018, 49(12):347−354. doi: 10.6041/j.issn.1000-1298.2018.12.041 ZHAO J, QUAN P K, MA M J, et al. Comparative analysis of harvest maturity model for fuji apple based on visible/near spectral nondestructive detection [J]. Transactions of the Chinese Society for Agricultural Machinery, 2018, 49(12): 347−354. (in Chinese) doi: 10.6041/j.issn.1000-1298.2018.12.041
[27]	张朝坤, 康月惠, 康仕成. 黄果西番莲冬果果实生长发育动态观测 [J]. 中国南方果树, 2018, 47(5):30−33. ZHANG C K, KANG Y H, KANG S C. Observation of fruit growth and dynamic development of Passiflora edulis var. fiavicarpe degener in winter [J]. South China Fruits, 2018, 47(5): 30−33. (in Chinese)
[28]	寸待泽, 杜玉霞, 李丹萍, 等. 采收成熟度对百香果常温贮藏品质的影响 [J]. 江西农业学报, 2021, 33(3):38−43. CUN D Z, DU Y X, LI D P, et al. Effect of harvest maturity on storage quality of passion fruit at room temperature [J]. Acta Agriculturae Jiangxi, 2021, 33(3): 38−43. (in Chinese)
[29]	张朝坤, 陈洪彬, 康仕成. 采收成熟度对黄果西番莲常温贮藏品质和保鲜效果的影响 [J]. 中国南方果树, 2018, 47(6):45−49. ZHANG C K, CHEN H B, KANG S C. Effect of harvest maturity on storage quality and preservation effect of Passiflora edulis at room temperature [J]. South China Fruits, 2018, 47(6): 45−49. (in Chinese)