IDEAS home Printed from https://ideas.repec.org/a/gam/jresou/v9y2020i10p124-d431861.html
   My bibliography  Save this article

Assessing the Impact of Water Salinization Stress on Biomass Yield of Cardoon Bio-Energetic Crops through Remote Sensing Techniques

Author

Listed:
  • Flavio Borfecchia

    (External ENEA Collaborator, ENEA, Via Anguillarese, 301, 00123 Rome, Italy)

  • Paola Crinò

    (Laboratory Bio-Products and Bio-Processes, Sustainability Department of Production and Territorial Systems-Division Biotechnologies and Agroindustry, ENEA-SSPT-BIOAG-PROBIO, Via Anguillarese, 301, 00123 Rome, Italy)

  • Angelo Correnti

    (Laboratory of Biomass and Biotechnologies for Energy and Industry, Department of Energy Technologies and Renewable Sources, ENEA-TERIN-BBC-BBE, Via Anguillarese, 301, 00123 Rome, Italy)

  • Anna Farneti

    (Laboratory of Biomass and Biotechnologies for Energy and Industry, Department of Energy Technologies and Renewable Sources, ENEA-TERIN-BBC-BBE, Via Anguillarese, 301, 00123 Rome, Italy)

  • Luigi De Cecco

    (External ENEA Collaborator, ENEA, Via Anguillarese, 301, 00123 Rome, Italy)

  • Domenica Masci

    (Fusion and Technology for Nuclear Safety and Security Department, ENEA-FSN-FISS-CRGR, Via Anguillarese, 301, 00123 Rome, Italy)

  • Luciano Blasi

    (Artificial Intelligence and Robotics, Energy Technologies and Renewable Sources Department, ENEA-TERIN-SEN-RIA, Via Anguillarese, 301, 00123 Rome, Italy)

  • Domenico Iantosca

    (External ENEA Collaborator, ENEA, Via Anguillarese, 301, 00123 Rome, Italy)

  • Vito Pignatelli

    (Laboratory of Biomass and Biotechnologies for Energy and Industry, Department of Energy Technologies and Renewable Sources, ENEA-TERIN-BBC-BBE, Via Anguillarese, 301, 00123 Rome, Italy)

  • Carla Micheli

    (Laboratory of Biomass and Biotechnologies for Energy and Industry, Department of Energy Technologies and Renewable Sources, ENEA-TERIN-BBC-BBE, Via Anguillarese, 301, 00123 Rome, Italy)

Abstract

Various species of cultivated thistle, such as Cynara cardunculus L. (cardoon), exhibit interesting features for industrial biomass production as bioenergy crops, given also their advantageous adaptation capacities to typical Mediterranean climate trends, with noticeable resilience to drought and salinization stresses. The in situ hyperspectral reflectance responses of three genotypes of cardoon plants, irrigated with water at different salinity levels, have been tested for assessing the effects on their biophysical parameters, aiming at improving the biomass yield for bioenergy production, minimizing at same time the environmental impacts and the exploitation of soils and waters resources. The leaf and canopy reflectance hyperspectral signatures, acquired at three different growth stages with biometric measurements, were statistically analyzed (ANOVA, Tukey’s test, graphs), as noise-resilient spectral indices, sensible to different plant features of interest. Their broadband versions, based on the Landsat 8 OLI and Sentinel 2 MSI satellite sensors, were also evaluated in perspective of operative and extensive remote crop monitoring from space. The results highlighted significant differences in some spectral index responses, related to different cardoon genotypes and water salt concentration. The biometric data supported by red-edge indices modelling evidenced the impact of the highest salt water concentration (200 mM/L) on the plant growth and yield.

Suggested Citation

  • Flavio Borfecchia & Paola Crinò & Angelo Correnti & Anna Farneti & Luigi De Cecco & Domenica Masci & Luciano Blasi & Domenico Iantosca & Vito Pignatelli & Carla Micheli, 2020. "Assessing the Impact of Water Salinization Stress on Biomass Yield of Cardoon Bio-Energetic Crops through Remote Sensing Techniques," Resources, MDPI, vol. 9(10), pages 1-27, October.
    • Handle: RePEc:gam:jresou:v:9:y:2020:i:10:p:124-:d:431861
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2079-9276/9/10/124/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2079-9276/9/10/124/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Gerassimos G. Peteinatos & Audun Korsaeth & Therese W. Berge & Roland Gerhards, 2016. "Using Optical Sensors to Identify Water Deprivation, Nitrogen Shortage, Weed Presence and Fungal Infection in Wheat," Agriculture, MDPI, vol. 6(2), pages 1-21, May.
    2. Héctor García-Martínez & Héctor Flores-Magdaleno & Roberto Ascencio-Hernández & Abdul Khalil-Gardezi & Leonardo Tijerina-Chávez & Oscar R. Mancilla-Villa & Mario A. Vázquez-Peña, 2020. "Corn Grain Yield Estimation from Vegetation Indices, Canopy Cover, Plant Density, and a Neural Network Using Multispectral and RGB Images Acquired with Unmanned Aerial Vehicles," Agriculture, MDPI, vol. 10(7), pages 1-24, July.
    3. Azim Baibagyssov & Niels Thevs & Sabir Nurtazin & Rainer Waldhardt & Volker Beckmann & Ruslan Salmurzauly, 2020. "Biomass Resources of Phragmites australis in Kazakhstan: Historical Developments, Utilization, and Prospects," Resources, MDPI, vol. 9(6), pages 1-25, June.
    4. Ahmed Kayad & Dimitrios S. Paraforos & Francesco Marinello & Spyros Fountas, 2020. "Latest Advances in Sensor Applications in Agriculture," Agriculture, MDPI, vol. 10(8), pages 1-8, August.
    5. Naveen Adusumilli & Taesoo Lee & M. Edward Rister & Ronald D. Lacewell, 2014. "The Economics of Mitigation of Water Pollution Externalities from Biomass Production for Energy," Resources, MDPI, vol. 3(4), pages 1-13, December.
    6. Simeon Olatayo Jekayinfa & Joseph Ifeolu Orisaleye & Ralf Pecenka, 2020. "An Assessment of Potential Resources for Biomass Energy in Nigeria," Resources, MDPI, vol. 9(8), pages 1-43, August.
    7. Ram Avtar & Netrananda Sahu & Ashwani Kumar Aggarwal & Shamik Chakraborty & Ali Kharrazi & Ali P. Yunus & Jie Dou & Tonni Agustiono Kurniawan, 2019. "Exploring Renewable Energy Resources Using Remote Sensing and GIS—A Review," Resources, MDPI, vol. 8(3), pages 1-23, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yu Wang & Zhongfa Zhou & Denghong Huang & Tian Zhang & Wenhui Zhang, 2022. "Identifying and Counting Tobacco Plants in Fragmented Terrains Based on Unmanned Aerial Vehicle Images in Beipanjiang, China," Sustainability, MDPI, vol. 14(13), pages 1-18, July.
    2. Shangyi Lou & Jin He & Hongwen Li & Qingjie Wang & Caiyun Lu & Wenzheng Liu & Peng Liu & Zhenguo Zhang & Hui Li, 2021. "Current Knowledge and Future Directions for Improving Subsoiling Quality and Reducing Energy Consumption in Conservation Fields," Agriculture, MDPI, vol. 11(7), pages 1-17, June.
    3. Dejan Ranković & Goran Todorović & Marijenka Tabaković & Slaven Prodanović & Jan Boćanski & Nenad Delić, 2021. "Direct and Joint Effects of Genotype, Defoliation and Crop Density on the Yield of Three Inbred Maize Lines," Agriculture, MDPI, vol. 11(6), pages 1-14, May.
    4. Normaisharah Mamat & Mohd Fauzi Othman & Rawad Abdoulghafor & Samir Brahim Belhaouari & Normahira Mamat & Shamsul Faisal Mohd Hussein, 2022. "Advanced Technology in Agriculture Industry by Implementing Image Annotation Technique and Deep Learning Approach: A Review," Agriculture, MDPI, vol. 12(7), pages 1-35, July.
    5. Siti Nadhirah Zainurin & Wan Zakiah Wan Ismail & Wan Aina Nadhirah Wan Azlan & Khairul Nabilah Zainul Ariffin & Wan Maryam Wan Ahmad Kamil, 2023. "Developing a Portable Spectrometer to Detect Chemical Contaminants in Irrigation Water," Agriculture, MDPI, vol. 13(6), pages 1-14, June.
    6. Joseph I. Orisaleye & Simeon O. Jekayinfa & Christian Dittrich & Okey F. Obi & Ralf Pecenka, 2023. "Effects of Feeding Speed and Temperature on Properties of Briquettes from Poplar Wood Using a Hydraulic Briquetting Press," Resources, MDPI, vol. 12(1), pages 1-16, January.
    7. Siva K. Balasundram & Redmond R. Shamshiri & Shankarappa Sridhara & Nastaran Rizan, 2023. "The Role of Digital Agriculture in Mitigating Climate Change and Ensuring Food Security: An Overview," Sustainability, MDPI, vol. 15(6), pages 1-23, March.
    8. Somoye, Oluwatoyin Abidemi, 2023. "Energy crisis and renewable energy potentials in Nigeria: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
    9. Calogero Schillaci & Tommaso Tadiello & Marco Acutis & Alessia Perego, 2021. "Reducing Topdressing N Fertilization with Variable Rates Does Not Reduce Maize Yield," Sustainability, MDPI, vol. 13(14), pages 1-14, July.
    10. Christoph W. Zecha & Johanna Link & Wilhelm Claupein, 2017. "Fluorescence and Reflectance Sensor Comparison in Winter Wheat," Agriculture, MDPI, vol. 7(9), pages 1-14, September.
    11. Sebastian Kujawa & Gniewko Niedbała, 2021. "Artificial Neural Networks in Agriculture," Agriculture, MDPI, vol. 11(6), pages 1-6, May.
    12. Anna Maria Kowalczyk & Szymon Czyża, 2022. "Optimising Photovoltaic Farm Location Using a Capabilities Matrix and GIS," Energies, MDPI, vol. 15(18), pages 1-32, September.
    13. Linda Schroedter & Roland Schneider & Lisa Remus & Joachim Venus, 2020. "L-(+)-Lactic Acid from Reed: Comparing Various Resources for the Nutrient Provision of B. coagulans," Resources, MDPI, vol. 9(7), pages 1-13, July.
    14. Pompilica Iagăru & Pompiliu Pavel & Romulus Iagăru & Anca Șipoș, 2022. "Aerial Monitorization—A Vector for Ensuring the Agroecosystems Sustainability," Sustainability, MDPI, vol. 14(10), pages 1-12, May.
    15. Dorota Janiszewska & Luiza Ossowska, 2022. "The Role of Agricultural Biomass as a Renewable Energy Source in European Union Countries," Energies, MDPI, vol. 15(18), pages 1-14, September.
    16. Mohammad Fatin Fatihur Rahman & Shurui Fan & Yan Zhang & Lei Chen, 2021. "A Comparative Study on Application of Unmanned Aerial Vehicle Systems in Agriculture," Agriculture, MDPI, vol. 11(1), pages 1-26, January.
    17. Noe Aguilar Rivera, 2022. "Sustainable Biofuels. Strategy for Growth and Energy Security," Remef - Revista Mexicana de Economía y Finanzas Nueva Época REMEF (The Mexican Journal of Economics and Finance), Instituto Mexicano de Ejecutivos de Finanzas, IMEF, vol. 17(3), pages 1-29, Julio - S.
    18. Jia Quan Goh & Abdul Rashid Mohamed Shariff & Nazmi Mat Nawi, 2021. "Application of Optical Spectrometer to Determine Maturity Level of Oil Palm Fresh Fruit Bunches Based on Analysis of the Front Equatorial, Front Basil, Back Equatorial, Back Basil and Apical Parts of ," Agriculture, MDPI, vol. 11(12), pages 1-20, November.
    19. Lyu Zhichen & Zhu Xuantong, 2019. "Energy Utilization Potential of Wheat Straw in an Ecological Balance—A Case Study of Henan Province in China," Resources, MDPI, vol. 8(1), pages 1-13, February.
    20. Emerson Rodolfo Abraham & João Gilberto Mendes dos Reis & Oduvaldo Vendrametto & Pedro Luiz de Oliveira Costa Neto & Rodrigo Carlo Toloi & Aguinaldo Eduardo de Souza & Marcos de Oliveira Morais, 2020. "Time Series Prediction with Artificial Neural Networks: An Analysis Using Brazilian Soybean Production," Agriculture, MDPI, vol. 10(10), pages 1-18, October.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jresou:v:9:y:2020:i:10:p:124-:d:431861. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.