Proximal optical sensing of cucumber crop N status using chlorophyll fluorescence indices

被引:43
作者
Padilla, Francisco M. [1 ]
Teresa Pena-Fleitas, M. [1 ]
Gallardo, Marisa [1 ]
Thompson, Rodney B. [1 ]
机构
[1] Univ Almeria, BITAL Res Ctr Agr & Food Biotechnol, Dept Agron, Carretera Sacramento S-N, La Canada De San Urbano 04120, Almeria, Spain
关键词
Flavonols; Multiplex; Nitrogen Balance Index (NBI); Nitrogen management; Nitrogen Nutrition Index (NNI); Proximal optical sensors; Vegetable crops; NITROGEN NUTRITION INDEX; NITRATE LEACHING LOSS; VITIS-VINIFERA L; CANOPY REFLECTANCE; MANAGEMENT-PRACTICES; VEGETABLE PRODUCTION; PHENOLIC-COMPOUNDS; LEAF CHLOROPHYLL; METER READINGS; LEAVES;
D O I
10.1016/j.eja.2015.11.001
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Sustainable N management of intensive vegetable crops requires accurate and timely on-farm assessment of crop N status. Proximal fluorescence-based sensors are promising tools for monitoring crop N status, by providing non-destructive optical measurements of N-sensitive indicator compounds such as chlorophyll and flavonols. The ability of the Multiplex (R) fluorescence sensor to determine crop N status was evaluated in two indeterminate cucumber crops grown in contrasting seasons (autumn and spring). Three fluorescence indices, leaf chlorophyll (SFR) and flavonols (FLAV) contents, and their ratio (Nitrogen Balance Index, NBI) were evaluated, and their consistency between the two crops compared. Actual crop N status was assessed by the Nitrogen Nutrition Index (NNI), calculated as the ratio between the actual and the critical crop N contents (i.e., the minimum N content for maximum growth). There were strong relationships between each of SFR, FLAV and NBI with crop NNI, for most weekly measurements made throughout the two crops. For the three indices, coefficients of determination (R-2) were mostly 0.65-0.91 in the autumn crop, and 0.71-0.99 in the spring crop. SFR values were generally comparable between the two crops, which enabled the derivation of common relationships with NNI for individual phenological phases that applied to both cropping seasons. FLAV and NBI values were not comparable between the two crops; FLAV values were appreciably higher throughout the spring crop, which was attributed to the higher solar radiation. Consequently, phenological relationships of FLAV and NBI with NNI were established for each individual cropping season. Our findings suggested that SFR was the most consistent index between cropping seasons, and that NBI was the most sensitive index within each season. Regardless of the index and crops, all fluorescence indices were weakly related to crop NNI during the short vegetative phase while stronger relationships were found in the reproductive and harvest phases. This study also showed that the three fluorescence indices were sensitive to and able to distinguish deficient from optimal crop N status, but that they were insensitive to discriminate optimal from slightly excessive N status. Overall, this study demonstrated that fluorescence indices of chlorophyll content (SFR), flavonols content (FLAV) and nitrogen sufficiency (NBI) can be used as reliable indicators of crop N status in cucumber crops; however, there was variability in FLAV and NBI values between cropping seasons and a lack of sensitivity in the range of optimal to slightly excessive crop N status. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:83 / 97
页数:15
相关论文
共 69 条
[1]   Nondestructive evaluation of anthocyanins in olive (Olea europaea) fruits by in situ chlorophyll fluorescence spectroscopy [J].
Agati, G ;
Pinelli, P ;
Ebner, SCS ;
Romani, A ;
Cartelat, A ;
Cerovic, ZG .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2005, 53 (05) :1354-1363
[2]   In field non-invasive sensing of the nitrogen status in hybrid bermudagrass (Cynodon dactylon x C. transvaalensis Burtt Davy) by a fluorescence-based method [J].
Agati, Giovanni ;
Foschi, Lara ;
Grossi, Nicola ;
Volterrani, Marco .
EUROPEAN JOURNAL OF AGRONOMY, 2015, 63 :89-96
[3]   Fluorescence-based versus reflectance proximal sensing of nitrogen content in Paspalum vaginatum and Zoysia matrella turfgrasses [J].
Agati, Giovanni ;
Foschi, Lara ;
Grossi, Nicola ;
Guglielminetti, Lorenzo ;
Cerovic, Zoran G. ;
Volterrani, Marco .
EUROPEAN JOURNAL OF AGRONOMY, 2013, 45 :39-51
[4]   Light-induced accumulation of ortho-dihydroxylated flavonoids as non-destructively monitored by chlorophyll fluorescence excitation techniques [J].
Agati, Giovanni ;
Cerovic, Zoran G. ;
Pinelli, Patrizia ;
Tattini, Massimiliano .
ENVIRONMENTAL AND EXPERIMENTAL BOTANY, 2011, 73 :3-9
[5]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[6]  
Aprecio R.M., 2014, PLOS ONE, V9
[7]   Distribution of phenolic compounds and antioxidant activity between young and old leaves of Carthamus tinctorius L. and their induction by salt stress [J].
Ben Abdallah, Saoussen ;
Rabhi, Mokded ;
Harbaoui, Faten ;
Zar-kalai, Faten ;
Lachaal, Mokhtar ;
Karray-Bouraoui, Najoua .
ACTA PHYSIOLOGIAE PLANTARUM, 2013, 35 (04) :1161-1169
[8]   Non-Destructive Optical Monitoring of Grape Maturation by Proximal Sensing [J].
Ben Ghozlen, Naima ;
Cerovic, Zoran G. ;
Germain, Claire ;
Toutain, Sandrine ;
Latouche, Gwendal .
SENSORS, 2010, 10 (11) :10040-10068
[9]  
Bilger W, 1997, PHYSIOL PLANTARUM, V101, P754, DOI 10.1111/j.1399-3054.1997.tb01060.x
[10]   High nitrogen availability reduces polyphenol content in Sphagnum peat [J].
Bragazza, Luca ;
Freeman, Chris .
SCIENCE OF THE TOTAL ENVIRONMENT, 2007, 377 (2-3) :439-443