Assessment of coal supply chain under carbon trade policy by extended exergy accounting method

Ali Roozbeh Nia1, Anjali Awasthi1, Nadia Bhuiyan2
1Concordia Institute for Information Systems Engineering (CIISE), Concordia University, Montreal, Canada
2Department of Mechanical, Industrial and Aerospace Engineering (MIAE), Concordia University, Montreal, Canada

Tóm tắt

Từ khóa


Tài liệu tham khảo

Aala Kalananda VKR, Komanapalli VLN (2021) A combinatorial social group whale optimization algorithm for numerical and engineering optimization problems. Appl Soft Comput J 99:106903

Abderazek H, Yildiz AR, Mirjalili S (2020) Comparison of recent optimization algorithms for design optimization of a cam-follower mechanism. Knowl-Based Syst 191:105237

Abdullah SM, Ahmed A (2020) Hybrid bare bones fireworks algorithm for load flow analysis of islanded microgrids. In: Handbook of research on fireworks algorithms and swarm intelligence, IGI Global, pp 283–314

Abualigah LM, Shehab M, Alshinwan M, Mirjalili SM, Elaziz ME (2020) Ant lion optimizer: a comprehensive survey of its variants and applications. Archiv Comput Methods Eng 28:1397–1416

Aghbashlo M, Tabatabaei M, Hosseini SS, Dashti BB, Soufiyan MM (2018) Performance assessment of a wind power plant using standard exergy and extended exergy accounting (EEA) approaches. J Clean Prod 171:127–136

Aka S, Akyüz G (2021) An inventory and production model with fuzzy parameters for the food sector. Sustain Product Consumption 26:627–637

Ali E, Abd ES, Abdelaziz A (2017) Ant lion optimization algorithm for optimal location and sizing of renewable distributed generations. Renew Energy 101:1311–1324

Arango-Miranda R, Hausler R, Romero-Lopez R, Glaus M, Ibarra-Zavaleta SP (2018) An overview of energy and exergy analysis to the industrial sector, a contribution to sustainability. Sustainability 10(1):153

Australian Government (2022) Coal, https://www.ga.gov.au/digital-publication/aecr2022/coal

Banasik A, Kanellopoulos A, Claassen GDH, Bloemhof-Ruwaard JM, van der Vorst JG (2017a) Assessing alternative production options for eco-efficient food supply chains using multi-objective optimization. Ann Oper Res 250(2):341–362

Banasik A, Kanellopoulos A, Claassen GDH, Bloemhof-Ruwaard JM, van der Vorst JG (2017b) Closing loops in agricultural supply chains using multi-objective optimization: a case study of an industrial mushroom supply chain. Int J Prod Econ 183:409–420

Bekakra Y, Zellouma L, Malik O (2021) Improved predictive direct power control of shunt active power filter using GWO and ALO –Simulation and experimental study. Ain Shams Eng J 12(4):3859–3877

Beklari A, Nikabadi MS, Farsijani H, Mohtashami A (2018) A hybrid algorithm for solving vendors managed inventory (VMI) model with the goal of maximizing inventory turnover in producer warehouse. Ind Eng Manag Syst 17(3):570–587

Cárdenas-Barrón LE, Treviño-Garza G, Wee HM (2012) A simple and better algorithm to solve the vendor managed inventory control system of multi-product multi-constraint economic order quantity model. Expert Syst Appl 39:3888–3895

Chaabane A, Ramudhin A, Paquet M (2012) Design of sustainable supply chains under the emission trading scheme. Int J Prod Econ 135(1):37–49

Chen G, Chen B (2009) Extended-exergy analysis of the Chinese society. Energy 34(9):1127–1144

Chen J, Qi X, Chen L, Chen F, Cheng G (2020a) Quantum-inspired ant lion optimized hybrid k-means for cluster analysis and intrusion detection. Knowl-Based Syst 203:106167

Chen H, Li WD, Yang X (2020b) A whale optimization algorithm with chaos mechanism based on quasi-opposition for global optimization problems. Expert Syst Appl 158:113612

Chen X, Cheng L, Liu C, Liu QZ, Liu JW, Mao Y et al (2020c) A WOA-based optimization approach for task scheduling in cloud computing systems. IEEE Syst J 14(03):3117–3128

Chen SH, Hseih CH (1998) Graded mean integration representation of generalized fuzzy numbers. In: Proceedings of the sixth conference on fuzzy theory and its applications, Chinese fuzzy systems association, Taiwan, pp 1–6

Çomez-Dolgan N, Moussawi-Haidar L, Jaber MY (2021) A buyer-vendor system with untimely delivery costs: Traditional coordination vs. VMI Consign Stock Comput Ind Eng 154:107009

Da B, Liu C, Liu N, Xia Y, Xie F (2019) Coal-electric power supply chain reduction and operation strategy under the cap-and-trade model and green financial background. Sustainability 11:3021

Da B, Liu C, Liu N, Fan S (2021) Strategies of two-level green technology investments for coal supply chain under different dominant modes. Sustainability 13:3643

Devlin A, Yang A (2022) Regional supply chains for decarbonising steel: energy efficiency and green premium mitigation. Energy Convers Manag 254:115268

Diabat A (2014) Hybrid algorithm for a vendor managed inventory system in a two-echelon supply chain. Eur J Oper Res 238:114–121

Dincer I, Rosen MA (2013) Exergy: Energy, environment and sustainable development, 1st edn. Elsevier Science, Amsterdam

Du W, Zhang Q, Chen Y, Ye Z (2021) An urban short-term traffic flow prediction model based on wavelet neural network with improved whale optimization algorithm. Sustain Cities Soc 69:102858

Duan Y, Han Z, Mu H, Yang J, Li Y (2019) Research on the impact of various emission reduction policies on china’s iron and steel industry production and economic level under the carbon trading mechanism. Energies 12(9):1624

Dubey HM, Pandit M, Panigrahi B (2016) Ant lion optimization for short-term wind integrated hydrothermal power generation scheduling. Int J Electr Power Energy Syst 83:158–174

Ehyaei MA, Ahmadi A, Rosen MA (2019) Energy, exergy, economic and advanced and extended exergy analyses of a wind turbine. Energy Convers Manag 183:369–381

Environment and Climate Change Canada (2018) Estimated impacts of the federal carbon pollution pricing system 2018. https://www.canada.ca/en/services/environment/weather/climatechange/climate-action/pricing-carbon-pollution/estimated-impacts-federal-system.html (Accessed July 3, 2019).

Gen, M., Cheng, R. (1997). Genetic algorithm and engineering design (1st ed.). John Wiley and Sons, New York, U.S.A; 1997.

Giovanni PD (2021) Smart Supply Chains with vendor managed inventory, coordination, and environmental performance. Eur J Oper Res 292:515–531

Goldbogen JA, Friedlaender AS, Calambokidis J, McKenna MF, Simon M, Nowacek DP (2013) Integrative approaches to the study of baleen whale diving behavior, feeding performance, and foraging ecology. Bioscience 63(2):90–100

Gonela V (2018) Stochastic optimization of hybrid electricity supply chain considering carbon emission schemes. Sustain Product Consum 14:136–151

Gope S, Dawn S, Mitra R, Goswami AK, Tiwari PK (2019) Transmission congestion relief with integration of photovoltaic power using lion optimization algorithm. In: Bansal J, Das K, Nagar A, Deep K, Ojha A (eds) Soft Computing for Problem Solving. Advances in Intelligent Systems and Computing. Springer, Singapore, p 816

Guo WY, Liu T, Dai F, Xu P (2020) An improved whale optimization algorithm for forecasting water resources demand. Appl Soft Comput 86:105925

Haites E (2018) Carbon taxes and greenhouse gas emissions trading systems: What have we learned? Climate Policy 18(8):955–966

Hančlová J, Zapletal F, Šmíd M (2020) On interaction between carbon spot prices and Czech steel industry. Carbon Manag 11(2):121–137

Hanss M (2005) Applied fuzzy arithmetic. Springer-Verlag, Berlin Heidelberg

He Y, Wei C, Long H, Ashfaq RAR, Huang JZ (2018) Random weight network-based fuzzy nonlinear regression for trapezoidal fuzzy number data. Appl Soft Comput 70:959–979

Heidari AA, Faris H, Mirjalili S, Aljarah I, Mafarja M (2020) Ant Lion Optimizer: Theory, Literature Review, and Application in Multi-layer Perceptron Neural Networks. In: Mirjalili S, Song Dong J, Lewis A (eds) Nature-Inspired Optimizers Studies in Computational Intelligence. Springer, Cham. https://doi.org/10.1007/978-3-030-12127-3_3

IEA, clean coal centre (2020), https://www.iea-coal.org/irans-10-month-coal-concentrate-output-over-555000-tons/

Islam QNU, Ahmed A, Abdullah SM (2021) Optimized controller design for islanded microgrid using nondominated sorting whale optimization algorithm (NSWOA). Ain Shams Eng J 12(4):3677–3689

Islam QNU, Ahmed A (2020) Optimized controller design for islanded microgrid employing nondominated sorting firefly algorithm. In: Nature-Inspired Computation and Swarm Intelligence, Elsevier, pp 247–272

Jaber MY (2007) Lot sizing with permissible delay in payments and entropy cost. Comput Ind Eng 52(1):78–88

Jaber MY, Rosen MA (2008) The economic order quantity repair and waste disposal model with entropy cost. Eur J Oper Res 188(2008):109–120

Jaber MY, Nuwayhid RY, Rosen MA (2004) Price-driven economic order systems from a thermodynamic point of view. Int J Prod Res 42(24):5167–5184

Jaber MY, Nuwayhid RY, Rosen MA (2006) A thermodynamic approach to modelling the economic order quantity. Appl Math Model 30(9):867–883

Jaber MY, Bonney M, Rosen MA, Moualek I (2009) Entropic order quantity (EnOQ) model for deteriorating items. Appl Math Model 33:564–578

Jaber MY, El Saadany AMA, Rosen MA (2011) Simple price-driven reverse logistics system with entropy and exergy costs. Int J Exergy 9(4):486–502

Jaber MY, Bonney M, Jawad H (2017) Comparison between economic order/manufacture quantity and just-in-time models from a thermodynamics point of view. Comput Ind Eng 112:503–510

Jaber MY, Jawad H (2015) An entropic comparison between the economic production quantity (EPQ) and Just-In-Time (JIT) models. In: Proceedings - CIE 45: 2015 international conference on computers and industrial engineering

Jahromi FS, Beheshti M, Rajabi RF (2018) Comparison between differential evolution algorithms and response surface methodology in ethylene plant optimization based on an extended combined energy - exergy analysis. Energy 164:1114–1134

Jawad H, Jaber MY, Bonney M (2015) The economic order quantity model revisited: an extended exergy accounting approach. J Clean Prod 105:64–73

Jawad H, Jaber MY, Bonney M, Rosen MA (2016) Deriving an exergetic economic production quantity model for better sustainability. Appl Math Model 40:6026–6039

Jawad H, Jaber MY, Nuwayhid RY (2018) Improving supply chain sustainability using exergy analysis. Eur J Oper Res 269(1):258–271

Jawad H, Jaber MY (2015) Exergy analysis: a new paradigm for modelling inventory systems. In: Proceedings - CIE 45: 2015 international conference on computers and industrial engineering

Jiang Y, Li B, Qu X, Cheng Y (2016) A green vendor-managed inventory analysis in supply chains under carbon emissions trading mechanism. Clean Technol Environ Policy 18(5):1369–1380

Kao YT, Zahara E (2008) A hybrid genetic algorithm and particle swarm optimization for multimodal functions. Appl Soft Comput 8(2):849–857

Kaur G, Arora S (2018) Chaotic whale optimization algorithm. J Comput Design Eng 05(03):275–284

Kunche A, Mielczarek B (2021) Application of system dynamic modelling for evaluation of carbon mitigation strategies in cement industries: a comparative overview of the current state of the art. Energies 14(5):1464

Kwak JK (2019) Analysis of inventory turnover as a performance measure in manufacturing industry. Processes 7:760. https://doi.org/10.3390/pr7100760

Lee KC, Lu PT (2020) Application of whale optimization algorithm to inverse scattering of an imperfect conductor with corners. Int J Antennas Propag 2020:8205797

Li W, Zhang Y, Lu C (2018) The impact on electric power industry under the implementation of national carbon trading market in China: a dynamic CGE analysis. J Clean Prod 200:511–523

Li J, Wang L, Tan X (2020) Sustainable design and optimization of coal supply chain network under different carbon emission policies. J Clean Prod 250:119548

Li SH, Luo XH, Wu LZ (2021) An improved whale optimization algorithm for locating critical slip surface of slopes. Adv Eng Softw 157–158:103009

Liu Z, Liu Z, Yang X, Zhai H, Yang X (2020) Advanced exergy and exergoeconomic analysis of a novel liquid carbon dioxide energy storage system. Energy Convers Manag 205:112391

Liu M, Luo K, Zhang J, Chen S (2021) A stock selection algorithm hybridizing grey wolf optimizer and support vector regression. Expert Syst Appl 179:115078

Long W, Wu TB, Jiao JJ, Tang MZ, Xu M (2020) Refraction-learning-based whale optimization algorithm for high-dimensional problems and parameter estimation of pv model. Eng Appl Artif Intell 89:103457

Mahata GC, Goswami A (2013) Fuzzy inventory models for items with imperfect quality and shortage backordering under crisp and fuzzy decision variables. Comput Ind Eng 64(1):190–199

Maier HR, Razavi S, Kapelan Z, Matott LS, Kasprzyk J, Tolson BA (2019) Introductory overview: optimization using evolutionary algorithms and other metaheuristics. Environ Model Softw 114:195–213

Maio AD, Lagana D (2020) The effectiveness of vendor managed inventory in the last-mile delivery: an industrial application. Procedia Manufact 42:462–466

Malladi KT, Sowlati T (2020) Impact of carbon pricing policies on the cost and emission of the biomass supply chain: optimization models and a case study. Appl Energy 267:115069

Mateen A, Chatterjee AK, Mitra S (2014) VMI for single-vendor multi-retailer supply chains under stochastic demand. Comput Ind Eng 79:95–102

Mehmood S, Reddy BV, Rosen MA (2015) Exergy analysis of a biomass co-firing based pulverized coal power generation system. Int J Green Energy 12(5):461–478

MiarNaeimi F, Azizyan G, Rashki M (2021) Horse herd optimization algorithm: A nature-inspired algorithm for high-dimensional optimization problems. Knowl-Based Syst 213:106711

Mirjalili S (2015) The ant lion optimizer. Adv Eng Softw 83:80–98

Mirjalili S, Lewis A (2016) The whale optimization algorithm. Adv Eng Softw 95:51–67

Mirjalili S, Mirjalili SM, Lewis A (2014) Grey wolf optimizer. Adv Eng Softw 69:46–61

Mohammed HM, Umar SU, Rashid TA (2019) A systematic and meta-analysis survey of whale optimization algorithm. Computat Intell Neurosci 2019:8718571

Moldovan D (2020) Horse optimization algorithm: a novel bio-inspired algorithm for solving global optimization problems. In: Silhavy R (ed) Artificial intelligence and bioinspired computational methods. CSOC 2020. Advances in intelligent systems and computing. Springer, Cham. https://doi.org/10.1007/978-3-030-51971-1_16

Naderi R, Nikabadi MS, Alem-Tabriz A, Pishvaee MS (2021a) Sustainable coal supply chain management using exergy analysis and genetic algorithm. Manag Syst Product Eng 29(1):44–53

Naderi R, Nikabadi MS, Alem-Tabriz A, Pishvaee MS (2021b) Supply chain sustainability improvement using exergy analysis. Comput Ind Eng 154:107142

Notes from Poland (2022) Poland to delay coal phaseout and open more mines amid energy crisis, https://notesfrompoland.com/2022/11/07/poland-to-delay-coal-phaseout-and-open-more-mines-amid-energy-crisis/#:~:text=Poland%20uses%20coal%20to%20generate,have%20also%20sought%20to%20reduce

Padhy S, Panda S (2021) Application of a simplified Grey Wolf optimization technique for adaptive fuzzy PID controller design for frequency regulation of a distributed power generation system. Prot Control Modern Power Syst. https://doi.org/10.1186/s41601-021-00180-4

Panja S, Mondal SK (2019) Analyzing a four-layer green supply chain imperfect production inventory model for green products under type-2 fuzzy credit period. Comput Ind Eng 129:435–453

Pasandideh SHR, Niaki STA, Roozbeh Nia A (2010) An investigation of vendor-managed inventory application in supply chain: the EOQ model with shortage. Int J Adv Manufact Technol 49:329–339

Pasandideh SHR, Niaki STA, Roozbeh NA (2011) A genetic algorithm for vendor managed inventory control system of multi-product multi-constraint economic order quantity model. Expert Syst Appl 38:2708–2716

Peng T, Jian M, Dong-Mo Z (1998) Non-linear integer programming by Darwin and Boltzmann mixed strategy. Eur J Oper Res 105:224–235

Phengsaart T, Srichonphaisan P, Kertbundit C, Soonthornwiphat N, Sinthugoot S, Phumkokrux N, Juntarasakul O, Maneeintr K, Numprasanthai A, Park I, Tabelin CB, Hiroyoshi N, Ito M (2023) Conventional and recent advances in gravity separation technologies for coal cleaning: a systematic and critical review. HELIYON. https://doi.org/10.1016/j.heliyon.2023.e13083

Pradhan R, Majhi SK, Pradhan JK, Pati BB (2020) Optimal fractional order PID controller design using ant lion optimizer. Ain Shams Eng J 11:281–291

Priyan S, Udayakumar R, Mala P, Prabha M, Ghosh A (2022) A sustainable dual-channel inventory model with trapezoidal fuzzy demand and energy consumption. Clean Eng Technol 6:100400

Rant Z (1956) Exergy, a new word for technical available work. Forsch Ing Wis 22(1):36–37

Razmi J, Rad RH, Sangari MS (2010) Developing a two-echelon mathematical model for a vendor-managed inventory (VMI) system. Int J Adv Manufact Technol 48:773–783

Roozbeh NA, Hemmati FM, Niaki STA (2014) A fuzzy vendor managed inventory of multi item economic order quantity model under shortage: an ant colony optimization algorithm. Int J Prod Econ 155:259–271

Roozbeh NA, Hemmati FM, Niaki STA (2015) A hybrid genetic and imperialist competitive algorithm for green vendor managed inventory of multi-item multi-constraint EOQ model under shortage. Appl Soft Comput 30:353–364

Roozbeh NA, Haleh H, Saghaei A (2017a) Dual command cycle dynamic sequencing method to consider GHG efficiency in unit-load multiple-rack automated storage and retrieval systems. Comput Ind Eng 111:89–108

Roozbeh NA, Haleh H, Saghaei A (2017b) Energy-conscious dynamic sequencing method for dual command cycle unit-load multiple-rack automated storage and retrieval systems. Scientia Iranica E 24(6):3371–3393

Roozbeh Nia A, Awasthi A, Bhuiyan N (2021) Industry 4.0 and demand forecasting of the energy supply chain: A literature review. Comput Indust Eng 154:1071286

Roozbeh Nia A, Awasthi A, Bhuiyan N (2020) Management of sustainable supply chain and industry 4.0: A literature review. In: Ramanathan U, Ramanathan R (eds) Sustainable Supply Chains: Strategies, Issues, and Models. Springer, Cham

Safarian S (2023) To what extent could biochar replace coal and coke in steel industries? Fuel 339:127401

Santhi G, Karthikeyan K (2015) An entropic economic order quantity model for deterioration of perishable items with cubic demand rate and its fuzzy environment. Global J Pure Appl Math 11(5):3565–3581

Sciubba E (2003a) Cost analysis of energy conversion system via a novel resource-based quantifier. Energy 28:457–477

Sciubba E (2003b) Extended-exergy accounting applied to energy recovery from waste: the concept of total recycling. Energy 28:1316–1334

Sciubba E (2011) A revised calculation of the econometric factors α-and β for the extended exergy accounting method. Ecol Model 222(4):1060–1066

Sciubba E (1998) A novel exergetic costing method for determining the optimal allocation of scarce resources. In: Rudnicki et al. (eds.) Proceedings Contemporary problems in thermal engineering, gliwice

Selvi M, Ramakrishnan B (2020) Lion optimization algorithm (LOA)-based reliable emergency message broadcasting system in VANET. Soft Comput 24:10415–10432

Shekarian E, Kazemi N, Abdul-Rashid SH, Olugu EU (2017) Fuzzy inventory models: a comprehensive review. Appl Soft Comput 55:588–621

Shinoda M, Miyata Y (2019) PSO-based stability analysis of unreinforced and reinforced soil slopes using non-circular slip surface. Acta Geotech 14:907–919

Shokouhifar M, Jalali A (2017) Simplified symbolic transfer function factorization using combined artificial bee colony and simulated annealing. Appl Soft Comput 55:436–451

Singh D, Singh B, Kaur M (2021) Simultaneous feature weighting and parameter determination of neural networks using ant lion optimization for the classification of breast cancer. Biocybern Biomed Eng 40:337–351

Song D, Lin L, Wu Y (2019) Extended exergy accounting for a typical cement industry in China. Energy 174:678–686

Statista (2020) https://www.statista.com/statistics/265510/countries-with-the-largest-coal-consumption/

Stojanovic I, Brajevic I, Stanimirovic PS, Kazakovtsev LA, Zdravev Z (2017) Application of heuristic and metaheuristic algorithms in solving constrained weber problem with feasible region bounded by arcs. Math Probl Eng 2017:8306732

Su R, Weng M, Yang C (2021) Effects of corporate social responsibility activities in a two-stage assembly production system with multiple components and imperfect processes. Eur J Oper Res 293:469–480

Sun H, Yang J (2021) Optimal decisions for competitive manufacturers under carbon tax and cap-and-trade policies. Comput Ind Eng 156:107244

Teerasoponpong S, Sopadang A (2022) Decision support system for adaptive sourcing and inventory management in small- and medium-sized enterprises. Robot Comput Integr Manufact 73:102226

Tütüncü K, Şahman MA, Tuşat E (2021) A hybrid binary grey wolf optimizer for selection and reduction of reference points with extreme learning machine approach on local GNSS/leveling geoid determination. Appl Soft Comput J 108:107444

U.S. Energy Information Administration (EIA) (2019) Coal Transportation Rates to the Electric Power Sector. https://www.eia.gov/coal/data.php#transrate.

U.S. Energy Information Administration (EIA) (2021) Coal explained, https://www.eia.gov/energyexplained/coal/use-of-coal.php

U.S. Energy Information Administration (EIA) (2022) Direct CO2 emissions in the iron and steel sector by scenario, 2019-2050. Available from: https://www.iea.org/data-and-statistics/charts/direct-co2- emissions-in-the-iron-and-steel-sector-by-scenario-2019-2050, IEA. Licence: CC BY 4.0.

Varshney S, Kumar C, Swaroop A (2021) Lightning-based lion optimization algorithm for monitoring the pipelines using linear wireless sensor network. Wireless Pers Commun 117:2475–2494

Wan S-P, Chen Z-H, Dong J-Y (2021) Bi-objective trapezoidal fuzzy mixed integer linear program-based distribution center location decision for large-scale emergencies. Appl Soft Comput 110:107757

Wang M, Heidari AA, Chen M, Chen H, Zhao X, Cai X (2020a) Exploratory differential ant lion-based optimization. Expert Syst Appl 159:113548

Wang T, Manogaran G, Wang M (2020b) Framework for social tag recommendation using Lion Optimization Algorithm and collaborative filtering techniques. Clust Comput 23:2009–2019

Wang Y, Nie R, Ma X, Liu Z, Chi P, Wu W, Guo B, Yang X, Zhang L (2021a) A novel Hausdorff fractional NGMC (p, n) grey prediction model with grey wolf optimizer and its applications in forecasting energy production and conversion of China. Appl Math Model 97:381–397

Wang H, Wu F, Zhang L (2021b) Application of variational mode decomposition optimized with improved whale optimization algorithm in bearing failure diagnosis. Alex Eng J 60:4689–4699

Wang Q, Guo J, Li R, Jiang X (2023) Exploring the role of nuclear energy in the energy transition: a comparative perspective of the effects of coal, oil, natural gas, renewable energy, and nuclear power on economic growth and carbon emissions. Environ Res 221:115290

Yan Z, Zhang J, Zeng J, Tang J (2021) Nature-inspired approach: an enhanced whale optimization algorithm for global optimization. Math Comput Simul 185:17–46

Yang J, Xu M, Gao Z (2009) Sensitivity analysis of simulated annealing for continuous network design problems. J Transp Syst Eng Inf Technol 9(3):64–70

Yao Y, Evers PT, Dresner ME (2007) Supply chain integration in vendor managed inventory. Decis Support Syst 43:663–674

Yazdani M, Jolai F (2016) Lion optimization algorithm (LOA): a nature-inspired metaheuristic algorithm. J Comput Design Eng 3(1):24–36

Zadeh LA (1965) Fuzzy sets. Inf Control 8(3):338–353

Zahedi ZM, Akbari R, Shokouhifar M, Safaei F, Jalali A (2016) Swarm intelligence based fuzzy routing protocol for clustered wireless sensor networks. Expert Syst Appl 55:313–328

Zhang X, Wen S (2021) Hybrid whale optimization algorithm with gathering strategies for high-dimensional problems. Expert Syst Appl 179:115032

Zhang J, Hong L, Liu Q (2021) An improved whale optimization algorithm for the traveling salesman problem. Symmetry 13:48