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Research Article

Analysis of the Time-related Dynamics Growth and Developmental Characteristics of Standard Chrysanthemum Varieties ‘Baekma’ and ‘Iwanohakusen’

스탠다드 절화 국화 ‘백마’와 ‘백선’의 시계열에 따른 동적 생육 특성 분석

GyuHyeon Park1†
,
Young Boon Lee1†
,
Eun Hye Lee1
,
Jeong Hyun Lee1*
박 규현1†
,
이 영분1†
,
이 은혜1
,
이 정현1*
1Department of Horticulture, Chonnam National University, Gwangju 61186, Korea
1전남대학교 원예생명공학과
*Corresponding Author
†These authors contributed equally to this work.
28 February 2023. pp. 69-80
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Abstract

본 연구는 작물 생장 모형과 빅데이터 분석을 위한 동적 생육자료 확보를 위해 스탠다드 절화 국화 ‘백마’와 ‘백선’의 시계열에 따른 생육량 측정값을 Gompertz와 expolinear 생장모델을 이용하여 주요 생육지표를 분석하고자 수행되었다. 일장조건은 삽목 이후부터 50일 동안 16시간 장일처리 하였고, 이후 실험 종료일까지 주간의 길이를 11.5시간으로 단일처리 하였다. 시계열에 따른 초장, 엽면적, 절간 수의 변화는 sigmoid형 생육 패턴을 나타냈다. Gompertz 생장 모델의 최대 값(ymax), 상대 생장률(k), 최대 절대 생장률에 도달한 정식 후 일수(tinf), intercept(y0)의 매개변수와 함께 초장, 절간 수, 엽면적 측정값의 98% 이상을 유의적으로 설명하였다. 국화의 시계열에 따른 총생체중의 변화는 지수적 생장 이후 선형적으로 증가하여, 지수선형함수의 파라미터인 최대 절대 생장률(cm), 최대 상대 생장률(rm), 지수생장에서 선형 생장으로 변화되는 정식 후 일수(tb)와 함께 측정된 값의 98% 이상 유의적으로 설명할 수 있었다. 결론적으로 품종에 관계없이 시계열에 따른 초장, 엽면적, 절간 수의 다이내믹한 변화는 Gompertz 생장함수의 파라미터를 이용하여 유의적으로 묘사할 수 있었고, 두 품종의 생육 특성을 분석과 요약하는데 적합한 통계적 도구로 활용할 수 있었다. 또한 품종에 따른 총 생체중의 변화는 expolinear 생장함수의 매개변수를 이용하여 요약하고 생장률을 분석할 수 있었다. 본 연구에서 사용된 스탠다드 절화 국화의 동적 생육에 대한 생장함수와 각 함수의 파라미터는 절화 국화 생산현장에서 정식 일 수에 따른 중요한 생육 지표로 이용될 수 있을 것으로 판단된다.

키워드
Chrysanthemum morifolium
지수선형 생장함수
곰퍼츠 생장함수
생장해석
매개변수

This study sought to analyze and compare the growth parameters of the two standard chrysanthemum varieties of ‘Baekma’ and ‘Iwanohakusen’ using the Gompertz and the expolinear growth function to obtain dynamic growth data for a crop growth model and a big data analysis. The photoperiod was processed for 16 hours for 50 days after planting and then for 11.5 hours until the end of the experiment. The plant height, leaf area, and the number of internodes showed a sigmoid growth pattern over time. The dynamics of growth and development of both cultivars are significantly described in measurement datasets for more than 98% R2 with the parameters of maximum growth or development (ymax), the relative growth or developmental rate (k), number of days to reach maximum growth or the developmental rate (tinf) of the Gompertz growth function. The total fresh weights of both cultivars increase linearly after the exponential increase. The fresh weights for both cultivars over time are significantly described in the measurement data sets by the three parameters of the maximum absolute growth rate (cm), maximum relative growth rate (rm), and days to reach the linear growth phase (tb) of the expolinear growth function (R2 > 0.98). The dynamic changes in the plant height, leaf area, and the number of internodes are well described by the parameters of the Gompertz growth function. The total fresh weight is well explained by the parameters of the expolinear growth function. The Gompertz and expolinear growth functions can be useful statistical tools for analyzing and summarizing growth rates of standard chrysanthemums over time. It is concluded that the growth functions and parameters of the dynamics of growth and development of standard cut chrysanthemums can be used as important growth indicators considering the growth time at production sites.

Keywords
Chrysanthemum morifolium
expolinear growth function
Gompertz growth function
growth analysis
parameter
References
1
Archontoulis SV, Miguez FE, Moore JJ (2014) A methodology and an optimization tool to calibrate phenology of short-day species included in the APSIM PLANT model: Application to soybean. Environ Model Softw 62:465-477. doi:10.1016/j.envsoft.2014.04.009 10.1016/j.envsoft.2014.04.009
2
Bates DM, Watts DG (2007) Nonlinear regression analysis and its applications, Wiley Series in Probability and Statistics 365 page ISBN: 978-0-470-13900-4
3
Cao L, Shi PJ, Li L, Chen G (2019) A new flexible sigmoidal growth model. Symmetry 11:204. doi:10.3390/sym11020204 10.3390/sym11020204
4
Carvalho SMP, Heuvelink E, Cascais R, Van Kooten O (2002) Effect of day and night temperature on internode and stem length in chrysanthemum: Is everything explained by DIF? Ann Bot 90:111-118. doi:10.1093/aob/mcf154 10.1093/aob/mcf15412125764PMC4233858
5
Cha MK, Son JE, Cho YY (2014) Growth model of sowthistle (Ixeris dentata Nakai) using expolinear function in a closed-type plant production system. Kor J Hortic Sci Technol 32:165-170. doi:10.7235/hort.2014.13141 10.7235/hort.2014.13141
6
Choi SY, Hur EJ, Kwon OG, Lim JH (2009) Effect of night minimum temperature during winter season on growth and flowering in chrysanthemum 'Baekma'. Flower Res J 17:226-230
7
Fleisher DH, Timlin D (2006) Modeling expansion of individual leaves in the potato canopy. Agric For Meteorol 139:84-93. doi:10.1016/j.agrformet.2006.06.002 10.1016/j.agrformet.2006.06.002
8
Gompertz B (1825) On the nature of the function expressive of the law of human mortality, and on a new mode of determining the value of life contingencies. Philosophical transactions of the Royal Society of London, pp 513-583. doi:10.1098/rstl.1825.0026 10.1098/rstl.1825.0026
9
Goudriaan J, Monteith JL (1994) A mathematical for crop growth based on light interception and leaf area expansion. Ann Bot 66:695-701. doi:10.1093/oxfordjournals.aob.a088084 10.1093/oxfordjournals.aob.a088084
10
Goudriaan J, Van Laar HH (1994) Modelling potential crop growth processes. Current issues in production ecology. Kluwer Academic Publishers, Wageningen, The Netherlands, pp 78-94. doi:10.1007/978-94-011-0750-1 10.1007/978-94-011-0750-1
11
Hisamura A, Mine D, Takeda T, Abe T, Hayashi Y, Hirano T (2016) Breeding of summer-autumn flowering chrysanthemum cv. Hakuryo with a little generation of malformed flower. RIKEN Accel Prog Rep 49
12
Johkan M, Shoji K, Goto F, Hashida S, Yoshihara T (2010) Blue light-emitting diode light irradiation of seedlings improves seedling quality and growth after transplanting in red leaf lettuce. J Am Soc Hortic Sci 45:1809-1814. doi:10.21273/HORTSCI.45.12.1809 10.21273/HORTSCI.45.12.1809
13
Karlsson MG, Heins RD (1994) A model of chrysanthemum stem elongation. J Am Soc Hortic Sci 119:403-407. doi:10.21273/JASHS.119.3.403 10.21273/JASHS.119.3.403
14
Kiehll PA, Lieth JH, Burger DW (1992) Growth response of chrysanthemum to various container medium moisture tension levels. J Am Soc Hortic Sci 117:224-229. doi:10.21273/JASHS.117.2.224 10.21273/JASHS.117.2.224
15
Kim JH, Paek KY, Lee JW, Lee CH, Yoon T (2006) Effects of plant growth regulators on safety control of flowering time and harvesting period short of cut flowering in Dendranthema grandiflorum. Flower Res J 14:95-103
16
Kim KD, Suh JT, Lee JN, Yoo dL, Kwon M, Hong SC (2015) Evaluation of factors related productivity and yield estimation based on growth characteristics and growing degree days in highland kimchi cabbage. Kor J Hortic Sci Technol 33:911-922. doi:10.7235/hort.2015.15074 10.7235/hort.2015.15074
17
Kim SJ, Kim JH, Park JS (2020) Development and comparison of growth regression model of dry weight and leaf area according to growing days and accumulative temperature of chrysanthemum 'Baekma'. Protected Hortic Plant Fac 28:414-420. doi:10.12791/KSBEC.2020.29.4.414 10.12791/KSBEC.2020.29.4.414
18
Kim SJ, Lee SK, Kim KS (2012) Current research trend of postharvest technology for chrysanthemum. Kor J Plant Res 25:156-168. doi:10.7732/kjpr.2012.25.1.156 10.7732/kjpr.2012.25.1.156
19
Kwon YS, You BS, Jung JA, Park SK, Shin HK, Kil MJ (2014) Growth and flowering of standard chrysanthemum according to the light source and light quality in night break treatment. Protected Hortic Plant Fac 23:263-268. doi:10.12791/KSBEC.2014.23.4.263 10.12791/KSBEC.2014.23.4.263
20
Lee JH (2002) Analysis and simulation of growth and yield of cut chrysanthemum. Ph.D. diss., Wageningen Agricultural University, Wageningen
21
Lee JH, Goudriaan J, Challa H (2003) Using the expolinear growth equation for modeling crop growth in year-round cut chrysanthemum. Ann Bot 92:679-708. doi:10.1093/aob/mcg195 10.1093/aob/mcg19514514517PMC4244859
22
Lee JH, Heuvelink E, Bakker MJ (2009) Interaction effects between light level and plant density on plant growth, development and external quality in year-around cut chrysanthemum. Kor J Hortic Sci. Technol 27:391-398.
23
Lee JK, Oh JW, Cho YJ, Lee D (2020) A research about time domain estimation method for greenhouse environmental factors based on artificial intelligence. Protected Hortic Plant Fac 29:277-284. doi:10.12791/KSBEC.2020.29.3.277 10.12791/KSBEC.2020.29.3.277
24
Lee JS, Kim YH (2014) Growth and anthocyanins of lettuce grown under red or blue light-emitting diodes with distinct peak wavelength. Kor J Hortic Sci Technol 32:330-339. doi:10.7235/hort.2014.13152 10.7235/hort.2014.13152
25
Ministry of Agriculture, Food and Rural Affairs (MAFRA) (2020) Present condition of flower production 2020. Sejong, Korea
26
Na MH, Park Y, Cho WH (2017) A study on optimal environmental factors of tomato using smart farm data. J Kor Data Inf Sci Soc 28:1427-1435. doi:10.7465/jkdi.2017.28.6.1427 10.7465/jkdi.2017.28.6.1427
27
National Agricultural Products Quality Management Service (NAQS) (2020) Chrysanthemum standardization management. NAQS Press Korea
28
Pak HS, Lee CW, Kim DC, Choi HG, Jeon NB, Lee YH, Choi BJ, Won MK (2012) The development of cropping system by cultivars of standard type chrysanthemum export farmers in Japanese high pick importing season. Kor J Hortic Sci Technol 30:149-150
29
Park GH, Lee JH (2021) Analysis of dynamics of stem elongation on standard cut chrysanthemum 'Baekma' under different photoperiodism. Hortic Sci Technol 39:760-768
30
Pearson S, Hadley P, Wheldon, AE (1995) A model of the effect of day and night temperatures on the height of chrysanthemums. Acta Hortic 378:71-79. doi:10.17660/ActaHortic.1995.378.9 10.17660/ActaHortic.1995.378.9
31
Poorter H, Niklas KJ, Reich PB, Oleksyn J, Poot P, Mommer L (2012) Biomass allocation to leaves, stems, and roots: meta-analyses of interspecific variation and environmental control. New Phytologist 193:30-50. doi:10.1111/j.1469-8137.2011.03952.x 10.1111/j.1469-8137.2011.03952.x22085245
32
Roh YS, Kim IK, Yoo YK (2018) Improved quality and vase life of cut flowers of the standard chrysanthemum cultivar 'Baekma' using wet shipping solutions with NaOCl and ClO2. Kor J Hortic Sci Technol 31:863-875. doi:10.12972/kjhst.20180084 10.12972/kjhst.20180084
33
Roh YS, Yoo YK (2016) Changes in soil environment and growth of cut flower by irrigation interval and fertilizer level in soil culture of Dendranthema grandiflorum 'Iwanohakusen'. J Korean Soc People Plants Environ 19:191-197. doi:10.11628/ksppe.2016.19.3.191 10.11628/ksppe.2016.19.3.191
34
Roh YS, Yoo YK (2021) Growth and flowering by relighting and daminozide treatment in the flower bud formation stage of Chrysanthemum morifolium 'Baekma' Cut Flowers. Kor J Hortic Sci Technol 39:204-212. doi:10.7235/HORT.20210018 10.7235/HORT.20210018
35
Shin HK, Lim JH, Choi HR, Rhee HK, Kim MS, Bang CS, Kim YA, Kim YJ (2005) A new standard chrysanthemum cultivar, 'Baekma' with large white flower. Korean J Breed 37:119-120
36
Singh J, Clavijo Michelangeli JA, Gezan SA, Lee H, Vallejos CE (2017) Maternal effects on seed and seedling phenotypes in reciprocal F1 hybrids of the common bean (Phaseolus vulgaris L.). Front Plant Sci 8. doi:10.3389/fpls.2017.00042 10.3389/fpls.2017.00042
37
Song KS, Jeon KS, Kim CH, Yoon JH, Park YB, Kim JJ (2014) Effect of shading level on growth and morphological characteristics of Ligularia fischeri seedling. J Bio Environ Control 23:88-94. doi:10.12791/KSBEC.2014.23.2.88 10.12791/KSBEC.2014.23.2.88
38
Thornley JHM, France J (2007) Mathematical models in agriculture: quantitative methods for the plant, animal and ecological sciences, Ed 2nd ed. CABI Pub., Wallingford, UK. doi:10.1079/9780851990101.0000 10.1079/9780851990101.0000
39
van der Ploeg A, Ranathunga JKN, Carvalho SMP, Heuvelink E (2007) Variation between cut chrysanthemum cultivars in response to suboptimal temperature. J Amer Soc Hort Sci 132:52-59. doi:10.21273/JASHS.132.1.52 10.21273/JASHS.132.1.52
40
Wyka TP, Zadworny M, Mucha J, Żytkowiak R, Nowak K, Oleksyn J (2019) Species-specific responses of growth and biomass distribution to trellis availability in three temperate lianas. Trees 33:921-932. doi:10.1007/s00468-019-01828-3 10.1007/s00468-019-01828-3
41
Yang MH, Nam WH, Kim T, Lee K, Kim Y (2019) Machine learning application for predicting the strawberry harvesting time. Kor J of Agric Sci 46:381-393. doi:10.7744/kjoas.20190026 10.7744/kjoas.20190026
42
Yoo YK, Roh YS (2012) Effects of cutting condition on growth of rooted cuttings and cut flower in plug cutting of Dendranthema grandiflorum 'Baekma'. Kor J Hortic Sci Technol 30:13-20. doi:10.7235/hort.2012.11071 10.7235/hort.2012.11071
43
Yoo YK, Roh YS (2014) Occurrence of white rust and growth of chrysanthemum 'Baekma' under various relative humidity and temperature conditions in the greenhouse. Kor J Hortic Sci Technol 32:803-811. doi:10.7235/hort.2014.14138 10.7235/hort.2014.14138
44
Yoo YK, Roh YS (2015) Effects of shipping temperature and harvesting stage on quality and vase life of cut flowers in Dendranthema grandiflorum 'Baekma' for export. Kor J Hortic Sci Technol 33:61-69. doi:10.7235/hort.2015.14082 10.7235/hort.2015.14082
45
Yoo YK, Roh YS, Nam BC (2016) Occurrence of white rust and growth of chrysanthemum 'Baekma' by control of relative humidity with night ventilation and heating in the greenhouse. Kor J Hortic Sci Technol 34:845-859. doi:10.12972/kjhst.20160089 10.12972/kjhst.20160089
46
Yoon JW, Lee ZH, Kang MJ, Lee AK (2014) Maintenance of freshness as affected by pre-treatment and analysis of shipping temperature in cut Dendranthema grandiflorum 'Baekma' for export. Kor J Hortic Sci Technol 32:176-182
47
Zandonadi AS, Maia C, Barbosa JG, Finger FL, Grosi JAS (2018) Influence of long days on the production of cut chrysanthemum cultivars. Hortic Bras 36:33-39. doi:10.1590/s0102-053620180106 10.1590/s0102-053620180106
Information
  • Publisher :KOREAN SOCIETY FOR HORTICULTURAL SCIENCE
  • Publisher(Ko) :원예과학기술지
  • Journal Title :Horticultural Science and Technology
  • Journal Title(Ko) :원예과학기술지
  • Volume : 41
  • No :1
  • Pages :69-80
  • Received Date :2021. 07. 02
  • Revised Date :2022. 07. 29
  • Accepted Date : 2022. 08. 05
  • DOI :https://doi.org/10.7235/HORT.20230007
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