Please use this identifier to cite or link to this item:
PIRA download icon_1.1View/Download Full Text
Title: Multi-objective optimization of energy use and environmental emissions for walnut production using imperialist competitive algorithm
Authors: Khanali, M
Akram, A
Behzadi, J
MostashariRad, F
Saber, Z
Chau, KW 
NabaviPelesaraei, A
Issue Date: Feb-2021
Source: Applied energy, Feb. 2021, v. 284, 116342
Abstract: Although the agricultural sector is an important source of bioenergy production, this production can be considered sustainable when energy consumed and environmental emissions are optimal. As such, the assessment of energy flow, environmental emissions of walnut orchards in Alborz province of Iran and their simultaneous optimization by multi-objective imperialist competitive algorithm are the main goals of this investigation. Input-output energy analysis, IMPACT 2002+ method of life cycle assessment, and multi-objective imperialist competitive algorithm are used in the energy-environmental evaluation for optimization in this study. Results ascertain that energy uses of the entire output and input are computed to be 31,015 and 27200 MJ ha−1, respectively and that gasoline with 40% is the dominated consumer of energy. Moreover, energy use efficiency is 0.88, which indicates energy inefficiency in walnut production. Environmental results shows that On-Orchard emissions with a share more than 50% in ecosystem quality, human health, and climate changes and gasoline in resources category are the main hotspots. Multi-objective optimization illustrates that the reduction in total energy is 19316 MJ ha−1 (about 62%) and gasoline with 58% is the most energy saving input among all. On the other hand, the total weighted emission decreases by about 1.47Pt (about 40%). Generally, results reveal that timely maintenance can help orchardist attain close to optimal condition. Furthermore, the application of imperialist competitive algorithm not only can offer optimum pattern of walnut production, but also be extended to the world for different crops.
Keywords: Agriculture
Energy use efficiency
IMPACT 2002+
Imperialist competitive algorithm
Life cycle assessment
Metaheuristic algorithm
Publisher: Pergamon Press
Journal: Applied energy 
ISSN: 0306-2619
EISSN: 1872-9118
DOI: 10.1016/j.apenergy.2020.116342
Rights: © 2020 Elsevier Ltd. All rights reserved.
© 2020. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
The following publication Khanali, M., Akram, A., Behzadi, J., Mostashari-Rad, F., Saber, Z., Chau, K.-w., & Nabavi-Pelesaraei, A. (2021). Multi-objective optimization of energy use and environmental emissions for walnut production using imperialist competitive algorithm. Applied Energy, 284, 116342 is available at
Appears in Collections:Journal/Magazine Article

Files in This Item:
File Description SizeFormat 
Khanali_Multi_Objective_optimization.pdfPre-Published version1.04 MBAdobe PDFView/Open
Open Access Information
Status open access
File Version Final Accepted Manuscript
View full-text via PolyU eLinks SFX Query
Show full item record

Page views

Last Week
Last month
Citations as of May 28, 2023


Citations as of May 28, 2023


Citations as of May 25, 2023


Citations as of May 25, 2023

Google ScholarTM



Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.