1. Multispectral and chlorophyll fluorescence imaging for detection of nutrient deficiency symptoms in common bean
- Author
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LAZAREVIĆ, Boris, GUNJAČA, Jerko, SAFNER, Toni, VIDAK, Monika, JAVORNIK, Tomislav, CAROVIĆ-STANKO, Klaudija, LAZAREVIĆ, Boris, GUNJAČA, Jerko, SAFNER, Toni, VIDAK, Monika, JAVORNIK, Tomislav, and CAROVIĆ-STANKO, Klaudija
- Abstract
Crop production might suffer severe economic losses due to insufficient fertiliser availability. Specific signs of nutrient shortage influence plant morphology and physiology. This study pioneers the non-destructive tracking and characterization of nutrient deficiency symptoms in common beans using multispectral and chlorophyll fluorescence imaging, offering novel insights into the dynamic responses of plant morphology and physiology to specific nutrient shortages. Plants were cultivated in nutrient solutions with and without nitrogen (N), phosphorus (P), potassium (K), magnesium (Mg), iron (Fe) and control solution. Measurements were taken every three days for 12 days (MT1-MT4) of growth. K and N deficit plants had the earliest symptoms and most noticeable changes, whereas Fe deficiency plants had the slowest and least noticeable symptoms. Except for Fe, the most responsive chlorophyll fluorescence parameter was electron transport rate, which was reduced in plants from all nutrient deprivation treatments compared to control. All nutrient deficit treatments reduced leaf area at MT2, which was the most affected morphological parameter. The green leaf index, reflection in blue, and specific green were the most affected multispectral traits by nutritional deprivation. These findings demonstrate that plant nutrient deficit can be recognized and tracked non-destructively utilizing multispectral and chlorophyll fluorescence analysis. Overall, our work not only sheds light on the dynamics of nutrient deficiency in common bean plants but also offers practical implications for improving crop management strategies using non-destructive digital technology., Zbog nedovoljne dostupnosti gnojiva uzgoj poljoprivrednih usjeva mogao bi pretrpjeti ozbiljne ekonomske gubitke. Specifični znakovi nedostatka hranjiva utječu na morfologiju i fiziologiju biljke. Koristeći multispektralne analize i klorofilnu fluorescenciju u ovom je radu opisan i kvantificiran razvoj simptoma nedostatka hranjiva (dušik (N), fosfor (P), kalij (K), magnezij (Mg) i željezo (Fe)) kod graha (Phaseolus vulgaris L.). Biljke su uzgajane u hranjivim otopinama sa i bez N, P, K, Mg ili Fe. Mjerenja su provođena svaka tri dana tijekom 12 dana (MT1-MT4) rasta. Biljke s deficitom K i N su prve razvile simptome nedostatka hranjiva i imale su najizraženije fiziološke promjene, dok su biljke s nedostatkom Fe zadnje razvile simptome nedostatka hranjiva i imale najmanje izražene simptome. Od parametara klorofilne fluorescencije, u odnosu na kontrolu smanjenje transporta elektrona je najviše reagirao u svim tretmanima sa nedostatkom hranjiva, osim u slučaju tretmana s nedostatkom Fe. Svi tretmani s nedostatkom hranjivih tvari smanjili su lisnu površinu u MT2, Što predstavlja morfološki parametar koji je bio najviše pod utjecajem nedostatka hranjiva. Indeks zelenila lišća, refleksija u plavom spektru svjetlosti i refleksija u specifičnom zelenom spektru svjetlosti bila su multispektralna svojstva koja su najviše bila pod utjecajem nedostatka hranjiva. Ovi rezultati pokazuju da se nedostatak hranjiva može prepoznati i pratiti nedestruktivno korištenjem multispektralnih analiza i klorofilnom fluorescencijom.
- Published
- 2024