1
|
Neofytou G, Chrysargyris A, Antoniou MG, Tzortzakis N. Radish and Spinach Seedling Production and Early Growth in Response to Struvite Use as a Phosphorus Source. PLANTS (BASEL, SWITZERLAND) 2024; 13:2917. [PMID: 39458865 PMCID: PMC11511442 DOI: 10.3390/plants13202917] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Revised: 10/13/2024] [Accepted: 10/16/2024] [Indexed: 10/28/2024]
Abstract
To sustain the increasing needs of a rapidly growing population, agriculture has relied on the use of synthetic fertilizers to intensify its production. However, the economical, environmental and health impacts associated with their use have raised significant concerns, especially given the scarcity of phosphorus. Utilizing nutrient-recovered materials like struvite can enhance circularity in agriculture and reduce its reliance on synthetic fertilizers. The objective of this study was to assess the implementation of struvite as a complete substitute to triple superphosphate, for radish and spinach seedling production and early growth, with or without supplementary fertigation. In addition, two rates of struvite were examined (0.68 and 1.37 g L-1 substrate) to evaluate its solubility. In the germination of radish, struvite had similar performance with conventional fertilization, while in spinach, the use of struvite decreased mean germination times. Both plants maintained comparable growth, chlorophyll content and antioxidant capacity when struvite was used, in comparison to conventional fertilizers. However, higher struvite rates under un-fertigated conditions significantly increased the chlorophyll b and total chlorophylls in the spinach, while phenolics and flavonoids decreased, contingent on the fertigation applications. In the radish, struvite maintained similar MDA and H2O2 levels to conventional fertilization, while decreases occurred in the spinach, with the application of ST1 under un-fertigated conditions, compared with conventional fertilization. The P and N contents of the plants were also affected, though these effects varied depending on the plant species, fertigation applications and struvite rates. This variance can be attributed to the characteristics of struvite, the plant species and the cultivation practices. The results of this study suggest that struvite can be successfully implemented in seedling production, establishing significant prospects for its commercialization and use in nurseries.
Collapse
Affiliation(s)
- Giannis Neofytou
- Department of Agricultural Sciences, Biotechnology and Food Science, Cyprus University of Technology, 3603 Limassol, Cyprus
| | - Antonios Chrysargyris
- Department of Agricultural Sciences, Biotechnology and Food Science, Cyprus University of Technology, 3603 Limassol, Cyprus
| | - Maria G. Antoniou
- Department of Chemical Engineering, Cyprus University of Technology, 3603 Limassol, Cyprus
| | - Nikolaos Tzortzakis
- Department of Agricultural Sciences, Biotechnology and Food Science, Cyprus University of Technology, 3603 Limassol, Cyprus
| |
Collapse
|
2
|
Hofmann AH, Liesegang SL, Keuter V, Eticha D, Steinmetz H, Katayama VT. Nutrient recovery from wastewater for hydroponic systems: A comparative analysis of fertilizer demand, recovery products, and supply potential of WWTPs. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 352:119960. [PMID: 38198838 DOI: 10.1016/j.jenvman.2023.119960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Revised: 12/22/2023] [Accepted: 12/23/2023] [Indexed: 01/12/2024]
Abstract
Nutrient recovery from wastewater treatment plants (WWTPs) for hydroponic cultivation holds promise for closing the nutrient loop and meeting rising food demands. However, most studies focus on solid products for soil-based agriculture, thus raising questions about their suitability for hydroponics. In this study, we address these questions by performing the first in-depth assessment of the extent to which state-of-the-art nutrient recovery processes can generate useful products for hydroponic application. Our results indicate that less than 11.5% of the required nutrients for crops grown hydroponically can currently be recovered. Potassium nitrate (KNO3), calcium nitrate (Ca(NO3)2), and magnesium sulfate (MgSO4), constituting over 75% of the total nutrient demand for hydroponics, cannot be recovered in appropriate form due to their high solubility, hindering their separated recovery from wastewater. To overcome this challenge, we outline a novel nutrient recovery approach that emphasizes the generation of multi-nutrient concentrates specifically designed to meet the requirements of hydroponic cultivation. Based on a theoretical assessment of nutrient and contaminant flows in a typical municipal WWTP, utilizing a steady-state model, we estimated that this novel approach could potentially supply up to 56% of the nutrient requirements of hydroponic systems. Finally, we outline fundamental design requirements for nutrient recovery systems based on this new approach. Achieving these nutrient recovery potentials could be technically feasible through a combination of activated sludge processes for nitrification, membrane-based desalination processes, and selective removal of interfering NaCl. However, given the limited investigation into such treatment trains, further research is essential to explore viable system designs for effective nutrient recovery for hydroponics.
Collapse
Affiliation(s)
- Anna Hendrike Hofmann
- Fraunhofer Institute for Environmental, Safety and Energy Technologies UMSICHT, Environment and Resources, Osterfelder Str. 3, 46047, Oberhausen, Germany.
| | - Sica Louise Liesegang
- University of Kaiserslautern-Landau (RPTU), Resource Efficient Wastewater Technology, 67663, Kaiserslautern, Germany.
| | - Volkmar Keuter
- Fraunhofer Institute for Environmental, Safety and Energy Technologies UMSICHT, Environment and Resources, Osterfelder Str. 3, 46047, Oberhausen, Germany.
| | - Dejene Eticha
- Yara International, Research Center Hanninghof, 48249, Duelmen, Germany.
| | - Heidrun Steinmetz
- University of Kaiserslautern-Landau (RPTU), Resource Efficient Wastewater Technology, 67663, Kaiserslautern, Germany.
| | - Victor Takazi Katayama
- Fraunhofer Institute for Environmental, Safety and Energy Technologies UMSICHT, Environment and Resources, Osterfelder Str. 3, 46047, Oberhausen, Germany.
| |
Collapse
|
3
|
Van Gerrewey T, Navarrete O, Vandecruys M, Perneel M, Boon N, Geelen D. Bacterially enhanced plant-growing media for controlled environment agriculture. Microb Biotechnol 2024; 17:e14422. [PMID: 38380980 PMCID: PMC10880579 DOI: 10.1111/1751-7915.14422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 01/19/2024] [Accepted: 01/21/2024] [Indexed: 02/22/2024] Open
Abstract
Microbe-plant interactions in the root zone not only shape crop performance in soil but also in hydroponic cultivation systems. The biological and physicochemical properties of the plant-growing medium determine the root-associated microbial community and influence bacterial inoculation effectiveness, which affects plant growth. This study investigated the combined impact of plant-growing media composition and bacterial community inoculation on the root-associated bacterial community of hydroponically grown lettuce (Lactuca sativa L.). Ten plant-growing media were composed of varying raw materials, including black peat, white peat, coir pith, wood fibre, composted bark, green waste compost, perlite and sand. In addition, five different bacterial community inocula (BCI S1-5) were collected from the roots of lettuce obtained at different farms. After inoculation and cultivation inside a vertical farm, lettuce root-associated bacterial community structures, diversity and compositions were determined by evaluating 16S rRNA gene sequences. The study revealed distinct bacterial community structures among experimental replicates, highlighting the influence of raw material variations on root-associated bacterial communities, even at the batch level. However, bacterial community inoculation allowed modulation of the root-associated bacterial communities independently from the plant-growing medium composition. Bacterial diversity was identified as a key determinant of plant growth performance with green waste compost introducing Bacilli and Actinobacteria, and bacterial community inoculum S3 introducing Pseudomonas, which positively correlated with plant growth. These findings challenge the prevailing notion of hydroponic cultivation systems as sterile environments and highlight the significance of proper plant-growing media raw material selection and bacterial community inoculation in shaping root-associated microbiomes that provide stability through microbial diversity. This study supports the concept of creating bacterially enhanced plant-growing media to promote plant growth in controlled environment agriculture.
Collapse
Affiliation(s)
- Thijs Van Gerrewey
- HortiCell, Department of Plants and Crops, Faculty of Bioscience EngineeringGhent UniversityGentBelgium
- Center for Microbial Ecology and Technology (CMET), Department of Biotechnology, Faculty of Bioscience EngineeringGhent UniversityGentBelgium
- Urban Crop Solutions BVBAWaregemBelgium
- Agaris Belgium NVGentBelgium
| | | | | | - Maaike Perneel
- Cropfit, Faculty of Bioscience EngineeringGhent UniversityGentBelgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Department of Biotechnology, Faculty of Bioscience EngineeringGhent UniversityGentBelgium
| | - Danny Geelen
- HortiCell, Department of Plants and Crops, Faculty of Bioscience EngineeringGhent UniversityGentBelgium
| |
Collapse
|
4
|
Jin X, Jiao H, Zhang C, Li M, Zhao B, Liu G, Ji J. Hydroponic lettuce defective leaves identification based on improved YOLOv5s. FRONTIERS IN PLANT SCIENCE 2023; 14:1242337. [PMID: 37965019 PMCID: PMC10641003 DOI: 10.3389/fpls.2023.1242337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 10/13/2023] [Indexed: 11/16/2023]
Abstract
Achieving intelligent detection of defective leaves of hydroponic lettuce after harvesting is of great significance for ensuring the quality and value of hydroponic lettuce. In order to improve the detection accuracy and efficiency of hydroponic lettuce defective leaves, firstly, an image acquisition system is designed and used to complete image acquisition for defective leaves of hydroponic lettuce. Secondly, this study proposed EBG_YOLOv5 model which optimized the YOLOv5 model by integrating the attention mechanism ECA in the backbone and introducing bidirectional feature pyramid and GSConv modules in the neck. Finally, the performance of the improved model was verified by ablation experiments and comparison experiments. The experimental results proved that, the Precision, Recall rate and mAP0.5 of the EBG_YOLOv5 were 0.1%, 2.0% and 2.6% higher than those of YOLOv5s, respectively, while the model size, GFLOPs and Parameters are reduced by 15.3%, 18.9% and 16.3%. Meanwhile, the accuracy and model size of EBG_YOLOv5 were higher and smaller compared with other detection algorithms. This indicates that the EBG_YOLOv5 being applied to hydroponic lettuce defective leaves detection can achieve better performance. It can provide technical support for the subsequent research of lettuce intelligent nondestructive classification equipment.
Collapse
Affiliation(s)
- Xin Jin
- College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China
- Science and Technology Innovation Center for Completed Set Equipment, Longmen Laboratory, Luoyang, China
| | - Haowei Jiao
- College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China
| | - Chao Zhang
- College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China
| | - Mingyong Li
- College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China
| | - Bo Zhao
- State Key Laboratory of Soil - Plant - Machine System Technology, Chinese Academy of Agricultural Mechanization Sciences, Beijing, China
| | - Guowei Liu
- Eponic Agriculture Co., Ltd, Zhuhai, China
| | - Jiangtao Ji
- College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China
| |
Collapse
|
5
|
Ajeethan N, Ali S, Fuller KD, Abbey L, Yurgel SN. Apple Root Microbiome as Indicator of Plant Adaptation to Apple Replant Diseased Soils. Microorganisms 2023; 11:1372. [PMID: 37374874 DOI: 10.3390/microorganisms11061372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 05/16/2023] [Accepted: 05/17/2023] [Indexed: 06/29/2023] Open
Abstract
The tree fruit industry in Nova Scotia, Canada, is dominated by the apple (Malus domestica) sector. However, the sector is faced with numerous challenges, including apple replant disease (ARD), which is a well-known problem in areas with intensive apple cultivation. A study was performed using 16S rRNA/18S rRNA and 16S rRNA/ITS2 amplicon sequencing to assess soil- and root-associated microbiomes, respectively, from mature apple orchards and soil microbiomes alone from uncultivated soil. The results indicated significant (p < 0.05) differences in soil microbial community structure and composition between uncultivated soil and cultivated apple orchard soil. We identified an increase in the number of potential pathogens in the orchard soil compared to uncultivated soil. At the same time, we detected a significant (p < 0.05) increase in relative abundances of several potential plant-growth-promoting or biocontrol microorganisms and non-fungal eukaryotes capable of promoting the proliferation of bacterial biocontrol agents in orchard soils. Additionally, the apple roots accumulated several potential PGP bacteria from Proteobacteria and Actinobacteria phyla, while the relative abundances of fungal taxa with the potential to contribute to ARD, such as Nectriaceae and plant pathogenic Fusarium spp., were decreased in the apple root microbiome compared to the soil microbiome. The results suggest that the health of a mature apple tree can be ascribed to a complex interaction between potential pathogenic and plant growth-promoting microorganisms in the soil and on apple roots.
Collapse
Affiliation(s)
- Nivethika Ajeethan
- Department of Plant, Food, and Environmental Sciences, Dalhousie University, Truro NS B2N 5E3, Canada
- Department of Biosystems Technology, Faculty of Technology, University of Jaffna, Kilinochchi 44000, Sri Lanka
| | - Shawkat Ali
- Agriculture and Agri-Food Canada, Kentville Research and Development Centre, Kentville NS B4N 1J5, Canada
| | - Keith D Fuller
- Agriculture and Agri-Food Canada, Kentville Research and Development Centre, Kentville NS B4N 1J5, Canada
| | - Lord Abbey
- Department of Plant, Food, and Environmental Sciences, Dalhousie University, Truro NS B2N 5E3, Canada
| | - Svetlana N Yurgel
- USDA, ARS, Grain Legume Genetics and Physiology Research Unit, Prosser, WA 99350, USA
| |
Collapse
|
6
|
Stegelmeier AA, Rose DM, Joris BR, Glick BR. The Use of PGPB to Promote Plant Hydroponic Growth. PLANTS (BASEL, SWITZERLAND) 2022; 11:plants11202783. [PMID: 36297807 PMCID: PMC9611108 DOI: 10.3390/plants11202783] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 10/11/2022] [Accepted: 10/18/2022] [Indexed: 05/13/2023]
Abstract
Improvements to the world's food supply chain are needed to ensure sufficient food is produced to meet increasing population demands. Growing food in soilless hydroponic systems constitutes a promising strategy, as this method utilizes significantly less water than conventional agriculture, can be situated in urban areas, and can be stacked vertically to increase yields per acre. However, further research is needed to optimize crop yields in these systems. One method to increase hydroponic plant yields involves adding plant growth-promoting bacteria (PGPB) into these systems. PGPB are organisms that can significantly increase crop yields via a wide range of mechanisms, including stress reduction, increases in nutrient uptake, plant hormone modulation, and biocontrol. The aim of this review is to provide critical information for researchers on the current state of the use of PGPB in hydroponics so that meaningful advances can be made. An overview of the history and types of hydroponic systems is provided, followed by an overview of known PGPB mechanisms. Finally, examples of PGPB research that has been conducted in hydroponic systems are described. Amalgamating the current state of knowledge should ensure that future experiments can be designed to effectively transition results from the lab to the farm/producer, and the consumer.
Collapse
Affiliation(s)
- Ashley A. Stegelmeier
- Ceragen Inc., 151 Charles St W, Suite 199, Kitchener, ON N2G 1H6, Canada
- Correspondence: author:
| | - Danielle M. Rose
- Ceragen Inc., 151 Charles St W, Suite 199, Kitchener, ON N2G 1H6, Canada
| | - Benjamin R. Joris
- Ceragen Inc., 151 Charles St W, Suite 199, Kitchener, ON N2G 1H6, Canada
| | - Bernard R. Glick
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada
| |
Collapse
|
7
|
Zhao T, Liu G, Liu D, Yi Y, Xie B, Liu H. Water recycle system in an artificial closed ecosystem - Lunar Palace 1: Treatment performance and microbial evolution. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 806:151370. [PMID: 34728198 DOI: 10.1016/j.scitotenv.2021.151370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 10/21/2021] [Accepted: 10/28/2021] [Indexed: 06/13/2023]
Abstract
Water recycle systems have important implications to realize material circulation in biological regeneration life support systems, which is of significance for long-term space missions and future planetary base. Based on membrane biological activated carbon reactor (MBAR) technologies, the 'Lunar Palace 365' experiment established various treatment processes for condensate wastewater, domestic wastewater, urine, and used nutrient solutions. The 370-day operation data showed the CODMn index of purified condensate wastewater decreased to 0.74 ± 0.15 mg/L, which met the standards for drinking water quality. The average removal rate of organic contaminants in domestic wastewater by the MBAR was 85.7% ± 10.2%, and this MBAR also had a stable nitrification performance with effluent NO3--N concentrations fluctuating from 145.57 mg/L to 328.59 mg/L. Moreover, the purification of urine achieved the conversion of urea-N to NH4+-N and thus the partial recovery of nitrogen. 16S rDNA sequencing results revealed the evolution of microbial diversity and composition during the long-term operation. Meiothermus, Rhodanobacter, and Ochrobactrum were the dominant microorganisms in various MBARs.
Collapse
Affiliation(s)
- Ting Zhao
- Beijing Advanced Innovation Center for Biomedical Engineering, Beihang University, Beijing 100083, China; Institute of Environmental Biology and Life Support Technology, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China; International Joint Research Center of Aerospace Biotechnology & Medical Engineering, Beihang University, Beijing 100083, China
| | - Guanghui Liu
- Beijing Advanced Innovation Center for Biomedical Engineering, Beihang University, Beijing 100083, China; Institute of Environmental Biology and Life Support Technology, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China; International Joint Research Center of Aerospace Biotechnology & Medical Engineering, Beihang University, Beijing 100083, China
| | - Dianlei Liu
- Beijing Advanced Innovation Center for Biomedical Engineering, Beihang University, Beijing 100083, China; Institute of Environmental Biology and Life Support Technology, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China; International Joint Research Center of Aerospace Biotechnology & Medical Engineering, Beihang University, Beijing 100083, China
| | - Yue Yi
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Beizhen Xie
- Beijing Advanced Innovation Center for Biomedical Engineering, Beihang University, Beijing 100083, China; Institute of Environmental Biology and Life Support Technology, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China; International Joint Research Center of Aerospace Biotechnology & Medical Engineering, Beihang University, Beijing 100083, China.
| | - Hong Liu
- Beijing Advanced Innovation Center for Biomedical Engineering, Beihang University, Beijing 100083, China; Institute of Environmental Biology and Life Support Technology, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China; International Joint Research Center of Aerospace Biotechnology & Medical Engineering, Beihang University, Beijing 100083, China
| |
Collapse
|