Cellulose Microfibres from Durian Waste using Modified Steam Explosion as Pre-treatment
DOI:
https://doi.org/10.70917/jcc-2025-005Keywords:
durian rind, biomass, steam explosion, cellulose microfibres, extractionAbstract
This study presents a steam explosion (SE) system as an effective pretreatment method for efficiently extracting cellulose microfibres (CMFs) from durian rind, which makes up a significant portion of the fruit (60–75%) and is often discarded as waste. It represents a significant agricultural waste resource of lignocellulosic biomass. SE pretreatment, optimized at 145 °C for 5 minutes on dried durian rind, significantly increased CMF recovery from 34.01% to 63.6%, exceeding typical yields reported in the literature for similar biomass sources. Comprehensive analyses confirmed the quality and structural integrity of the extracted cellulose. X-ray diffraction (XRD) identified the crystalline structure as cellulose type I, while Fourier transform infrared spectroscopy (FTIR) detected characteristic cellulose peaks, affirming its chemical purity. Thermogravimetric analysis (TGA) demonstrated high thermal stability, with decomposition commencing at approximately 340 °C, consistent with pure cellulose. Field emission scanning electron microscopy (FESEM) revealed a smoother surface, refined fibre morphology, and a notable reduction in fibre diameter in SE-treated samples. These findings underscore the effectiveness of the SE system in enhancing CMF yield and purity, offering a sustainable, scalable approach for cellulose extraction from biomass. This work highlights the potential of SE technology as a transformative tool for valorising lignocellulosic waste, supporting its application in biocomposites, biofuels, and nanocellulose-based products.
References
Abdul Rahman, N. H., et al. (2017). Extraction and Characterization of Cellulose Nanocrystals from Tea Leaf Waste Fibers. Polymers. https://doi.org/10.3390/polym9110588 DOI: https://doi.org/10.3390/polym9110588
Abelha, P., & Cieplik, M. K. (2021). Evaluation of Steam‑Exploded Wood Pellets Storage and Handling Safety in a Coal‑Designed Power Plant. Energy & Fuels, 35(3), 2357‑2367. https://doi.org/10.1021/acs.energyfuels.0c04246 DOI: https://doi.org/10.1021/acs.energyfuels.0c04246
Asada, C., et al. (2015). Conversion of Steam‑Exploded Cedar Into Ethanol Using Simultaneous Saccharification, Fermentation and Detoxification Process. Bioresource Technology, 176, 203‑209. https://doi.org/10.1016/j.biortech.2014.11.039 DOI: https://doi.org/10.1016/j.biortech.2014.11.039
Auxenfans, T., et al. (2017). Understanding the Structural and Chemical Changes of Plant Biomass Following Steam Explosion Pretreatment. Biotechnology for Biofuels, 10(1). https://doi.org/10.1186/s13068‑017‑0718‑z DOI: https://doi.org/10.1186/s13068-017-0718-z
Birnin‑Yauri, A. U., et al. (2016). Influence of kenaf core fiber incorporation on the mechanical performance and dimensional stability of oil palm fiber reinforced poly(lactic acid) hybrid biocomposites. BioResources, 11(2), 3332‑3355. https://doi.org/10.15376/biores.11.2.3332‑3355 DOI: https://doi.org/10.15376/biores.11.2.3332-3355
Boukir, A., Fellak, S., & Doumenq, P. (2019). Structural Characterization of Argania Spinosa Moroccan Wooden Artifacts During Natural Degradation Progress Using Infrared Spectroscopy (ATR‑FTIR) and X‑Ray Diffraction (XRD). Heliyon, 5(9), e02477. https://doi.org/10.1016/j.heliyon.2019.e02477 DOI: https://doi.org/10.1016/j.heliyon.2019.e02477
Bufalino, L., et al. (2015). How the Chemical Nature of Brazilian Hardwoods Affects Nanofibrillation of Cellulose Fibers and Film Optical Quality. Cellulose, 22(6), 3657‑3672. https://doi.org/10.1007/s10570‑015‑0771‑3 DOI: https://doi.org/10.1007/s10570-015-0771-3
Chaib, O., Abatzoglou, N., & Achouri, I. E. (2024). Lignocellulosic Biomass Valorisation by Coupling Steam Explosion Treatment and Anaerobic Digestion. Energies, 17(3), 677. https://doi.org/10.3390/en17030677 DOI: https://doi.org/10.3390/en17030677
Chandra, R. P., et al. (2015). Enhancing Hemicellulose Recovery and the Enzymatic Hydrolysis of Cellulose by Adding Lignosulfonates During the Two‑Stage Steam Pretreatment of Poplar. ACS Sustainable Chemistry & Engineering, 3(5), 986‑991. https://doi.org/10.1021/acssuschemeng.5b00124 DOI: https://doi.org/10.1021/acssuschemeng.5b00124
Chang, J., et al. (2012). Effect of Steam Explosion Pretreatment and Microbial Fermentation on Degradation of Corn Straw. Advanced Materials Research, 343‑344, 809‑814. https://doi.org/10.4028/www.scientific.net/AMR.343‑344.809 DOI: https://doi.org/10.4028/www.scientific.net/AMR.343-344.809
Cui, X., et al. (2021). Food Waste Durian Rind‑Derived Cellulose Organohydrogels: Toward Anti‑Freezing and Antimicrobial Wound Dressing. ACS Sustainable Chemistry & Engineering, 9(3), 1304‑1312. https://doi.org/10.1021/acssuschemeng.0c07705 DOI: https://doi.org/10.1021/acssuschemeng.0c07705
Deepa, B., et al. (2015). Utilization of Various Lignocellulosic Biomass for the Production of Nanocellulose: A Comparative Study. Cellulose, 22(2), 1075‑1090. https://doi.org/10.1007/s10570‑015‑0554‑x DOI: https://doi.org/10.1007/s10570-015-0554-x
D’Orsi, R., et al. (2023). Isolation of Pure Lignin and Highly Digestible Cellulose From Defatted and Steam‑Exploded Cynara Cardunculus. ACS Sustainable Chemistry & Engineering, 11(5), 1875‑1887. https://doi.org/10.1021/acssuschemeng.2c06356 DOI: https://doi.org/10.1021/acssuschemeng.2c06356
Dyartanti, E. R., et al. (2019). Pretreatment Ethanol From Cellulosic. Equilibrium Journal of Chemical Engineering, 3(1), 23. https://doi.org/10.20961/equilibrium.v3i1.43883 DOI: https://doi.org/10.20961/equilibrium.v3i1.43883
Flórez Pardo, L. M., Salcedo Mendoza, J. G., & López Galán, J. E. (2019). Influence Of Pretreatments On Crystallinity And Enzymatic Hydrolysis In Sugar Cane Residues. Brazilian Journal of Chemical Engineering. DOI: https://doi.org/10.1590/0104-6632.20190361s20180093
Gamay, R. A. J., et al. (2024). Durian (Durio zibenthinus) waste: a promising resource for food and diverse applications—a comprehensive review. Food Production, Processing and Nutrition, 6(1), 27. https://doi.org/10.1186/s43014‑023‑00206‑4 DOI: https://doi.org/10.1186/s43014-023-00206-4
Gao, W., et al. (2021). Camellia Oleifera Shell as a Potential Agricultural by‑Product for Paper Production. BioResources, 16(2), 3734‑3745. https://doi.org/10.15376/biores.16.2.3734‑3745 DOI: https://doi.org/10.15376/biores.16.2.3734-3745
Halysh, V., et al. (2023). Apricot Seed Shells and Walnut Shells as Unconventional Sugars and Lignin Sources. Molecules, 28(3), 1455. https://doi.org/10.3390/molecules28031455 DOI: https://doi.org/10.3390/molecules28031455
Han, X., et al. (2007). Effect of Two Methods of Van Soest Fibre Detergent System on Monosaccharide Compositions of Acid Detergent Residues. Journal of Animal and Feed Sciences, 16(Suppl. 2), 500‑505. https://doi.org/10.22358/jafs/74591/2007 DOI: https://doi.org/10.22358/jafs/74591/2007
Heikkinen, H., et al. (2014). Impact of Steam Explosion on the Wheat Straw Lignin Structure Studied by Solution‑State Nuclear Magnetic Resonance and Density Functional Methods. Journal of Agricultural and Food Chemistry, 62(43), 10437‑10444. https://doi.org/10.1021/jf504622j DOI: https://doi.org/10.1021/jf504622j
Imlauer‑Vedoya, C. M., et al. (2019). Fractionation of Pinus Radiata Wood by Combination of Steam Explosion and Organosolv Delignification. Maderas Ciencia Y Tecnología. https://doi.org/10.4067/s0718‑221x2019005000414 DOI: https://doi.org/10.4067/S0718-221X2019005000414
Jovičić, N., et al. (2022). Biomass Valorization of Walnut Shell for Liquefaction Efficiency. Energies, 15(2), 495. https://doi.org/10.3390/en15020495 DOI: https://doi.org/10.3390/en15020495
Kang, Y. K., et al. (2013). SO₂‑catalyzed Steam Explosion: The Effects of Different Severity on Digestibility, Accessibility, and Crystallinity of Lignocellulosic Biomass. Biotechnology Progress, 29(4), 909‑916. https://doi.org/10.1002/btpr.1751 DOI: https://doi.org/10.1002/btpr.1751
Klunklin, W., et al. (2023). Effect of Bleaching Processes on Physicochemical and Functional Properties of Cellulose and Carboxymethyl Cellulose From Young and Mature Coconut Coir. Polymers, 15(16), 3376. https://doi.org/10.3390/polym15163376 DOI: https://doi.org/10.3390/polym15163376
Kong, F., et al. (2022). Effect of Steam Explosion on Structural Characteristics of Β−Conglycinin and Morphology, Chemical Compositions of Soybean Meal. Frontiers in Nutrition, 9. https://doi.org/10.3389/fnut.2022.896664 DOI: https://doi.org/10.3389/fnut.2022.896664
Kukle, S., et al. (2015). The Effect of Steam Explosion Treatment on Technical Hemp Fibres. Environment Technology Resources Proceedings of the International Scientific and Practical Conference, 1, 230. https://doi.org/10.17770/etr2011vol1.902 DOI: https://doi.org/10.17770/etr2011vol1.902
Kumar, P., et al. (2009). Methods for Pretreatment of Lignocellulosic Biomass for Efficient Hydrolysis and Biofuel Production. Industrial & Engineering Chemistry Research, 48(8), 3713‑3729. https://doi.org/10.1021/ie801542g DOI: https://doi.org/10.1021/ie801542g
Lee, H. V., Hamid, S. B. B. O. A. A., & Zain, S. K. (2014). Conversion of Lignocellulosic Biomass to Nanocellulose: Structure and Chemical Process. The Scientific World Journal, 2014, 1‑20. https://doi.org/10.1155/2014/631013 DOI: https://doi.org/10.1155/2014/631013
Liu, Q., et al. (2017). Isolation of High‑Purity Cellulose Nanofibers From Wheat Straw Through the Combined Environmentally Friendly Methods of Steam Explosion, Microwave‑Assisted Hydrolysis, and Microfluidization. ACS Sustainable Chemistry & Engineering, 5(7), 6183‑6191. https://doi.org/10.1021/acssuschemeng.7b01108 DOI: https://doi.org/10.1021/acssuschemeng.7b01108
Liu, Y., et al. (2019). Steam Explosion Treatment of Byproduct Feedstuffs for Potential Use as Ruminant Feed. Animals, 9(9), 688. https://doi.org/10.3390/ani9090688 DOI: https://doi.org/10.3390/ani9090688
Lorenzo‑Hernando, A., Martín‑Juárez, J., & Bolado‑Rodríguez, S. (2018). Study of steam explosion pretreatment and preservation methods of commercial cellulose. Carbohydrate Polymers, 191, 234‑241. https://doi.org/10.1016/j.carbpol.2018.03.021 DOI: https://doi.org/10.1016/j.carbpol.2018.03.021
Masrol, S. R., et al. (2017). Effects of Total Chlorine Free (Tcf) Bleaching on the Characteristics of Chemi Mechanical (Cmp) Pulp and Paper From Malaysian Durian (Durio Zibethinus Murr.) Rind. Jurnal Teknologi, 79(4). https://doi.org/10.11113/jt.v79.9803 DOI: https://doi.org/10.11113/jt.v79.9803
Mohamood, N. F. A.‑Z. T., Halim, A. H. A., & Zainuddin, N. (2021). Carboxymethyl Cellulose Hydrogel From Biomass Waste of Oil Palm Empty Fruit Bunch Using Calcium Chloride as Crosslinking Agent. Polymers, 13(23), 4056. https://doi.org/10.3390/polym13234056 DOI: https://doi.org/10.3390/polym13234056
Mulat, D., et al. (2018). Enhancing Methane Production From Lignocellulosic Biomass by Combined Steam‑Explosion Pretreatment and Bioaugmentation With Cellulolytic Bacterium Caldicellulosiruptor Bescii. Biotechnology for Biofuels, 11(1). https://doi.org/10.1186/s13068‑018‑1025‑z DOI: https://doi.org/10.1186/s13068-018-1025-z
Nader, S., et al. (2022). A Low‑Cost Environmentally Friendly Approach to Isolate Lignin Containing Micro and Nanofibrillated Cellulose From Eucalyptus Globulus Bark by Steam Explosion. Cellulose, 29(10), 5593‑5607. https://doi.org/10.1007/s10570‑022‑04632‑4 DOI: https://doi.org/10.1007/s10570-022-04632-4
Narkesabad, Z. S., Rafiee, R., & Jalilnejad, E. (2023). Experimental Study on Evaluation and Optimization of Heavy Metals Adsorption on a Novel Amidoximated Silane Functionalized Luffa Cylindrica. Scientific Reports, 13(1). https://doi.org/10.1038/s41598‑023‑30634‑8 DOI: https://doi.org/10.1038/s41598-023-30634-8
Ngabura, M., et al. (2018). Utilization of renewable durian peels for biosorption of zinc from wastewater. Journal of Environmental Chemical Engineering, 6(2), 2528‑2539. https://doi.org/10.1016/j.jece.2018.03.052 DOI: https://doi.org/10.1016/j.jece.2018.03.052
Obame, S. N., et al. (2019). Homolytic and Heterolytic Cleavage of Β‑Ether Linkages in Hardwood Lignin by Steam Explosion. Journal of Agricultural and Food Chemistry, 67(21), 5989‑5996. https://doi.org/10.1021/acs.jafc.9b01744 DOI: https://doi.org/10.1021/acs.jafc.9b01744
Obeng, A. K., Premjet, D., & Premjet, S. (2021). Improved Glucose Recovery From Durian Peel by Alkaline‑Catalyzed Steam Pretreatment. PeerJ, 9, e12026. https://doi.org/10.7717/peerj.12026 DOI: https://doi.org/10.7717/peerj.12026
Olsson, J., et al. (2019). Sequential Fractionation of the Lignocellulosic Components in Hardwood Based on Steam Explosion and Hydrotropic Extraction. Biotechnology for Biofuels, 12(1). https://doi.org/10.1186/s13068‑018‑1346‑y DOI: https://doi.org/10.1186/s13068-018-1346-y
Ouyang, X., Chen, L., Zhang, S., Yuan, Q., & Wang, W., et al. (2018). Effect of Simultaneous Steam Explosion and Alkaline Depolymerization on Corncob Lignin and Cellulose Structure. Chemical and Biochemical Engineering Quarterly, 32(2), 177‑189. https://doi.org/10.15255/cabeq.2017.1251 DOI: https://doi.org/10.15255/CABEQ.2017.1251
Payus, C. M., et al. (2021). Durian husk wastes as low‑cost adsorbent for physical pollutants removal: groundwater supply. Materials Today: Proceedings, 42, 80‑87. https://doi.org/10.1016/j.matpr.2020.10.006 DOI: https://doi.org/10.1016/j.matpr.2020.10.006
Pérez‑Aguilar, H., Ruzafa‑Silvestre, C., & Arán‑Aı́s, F. (2022). Effect of Processing Time of Steam‑Explosion for the Extraction of Cellulose Fibers From Phoenix Canariensis Palm Leaves as Potential Renewable Feedstock for Materials. Polymers, 14(23), 5206. https://doi.org/10.3390/polym14235206 DOI: https://doi.org/10.3390/polym14235206
Pielhop, T., et al. (2016). Steam Explosion Pretreatment of Softwood: The Effect of the Explosive Decompression on Enzymatic Digestibility. Biotechnology for Biofuels, 9(1). https://doi.org/10.1186/s13068‑016‑0567‑1 DOI: https://doi.org/10.1186/s13068-016-0567-1
Qi, B., Liang, X., & Luo, J. (2021). Comparison of Corn Stover Pretreatments With Lewis Acid Catalyzed Choline Chloride, Glycerol and Choline Chloride‑Glycerol Deep Eutectic Solvent. Polymers, 13(7), 1170. https://doi.org/10.3390/polym13071170 DOI: https://doi.org/10.3390/polym13071170
Sain, M., & Panthapulakkal, S. (2006). Bioprocess preparation of wheat straw fibers and their characterization. Industrial Crops and Products, 23(1), 1‑8. https://doi.org/10.1016/j.indcrop.2005.01.006 DOI: https://doi.org/10.1016/j.indcrop.2005.01.006
Sainorudin, M. H., et al. (2021). Investigation of the Structural, Thermal and Morphological Properties of Nanocellulose Synthesised from Pineapple Leaves and Sugarcane Bagasse. Current Nanoscience, 18(1), 68‑77. https://doi.org/10.2174/1573413717666210216115609 DOI: https://doi.org/10.2174/1573413717666210216115609
Sebestyén, Z., et al. (2013). Thermal Behavior of Native, Washed and Steam Exploded Lignocellulosic Biomass Samples. Journal of Analytical and Applied Pyrolysis, 101, 61‑71. https://doi.org/10.1016/j.jaap.2013.02.011 DOI: https://doi.org/10.1016/j.jaap.2013.02.011
Segal, L., et al. (1959). An Empirical Method for Estimating the Degree of Crystallinity of Native Cellulose Using the X‑ray Diffractometer. Textile Research Journal, 29(10), 786‑794. https://doi.org/10.1177/004051755902901003 DOI: https://doi.org/10.1177/004051755902901003
Seidel, C.‑M., et al. (2019). Two‑Stage Steam Explosion Pretreatment of Softwood With 2‑Naphthol as Carbocation Scavenger. Biotechnology for Biofuels, 12(1). https://doi.org/10.1186/s13068‑019‑1373‑3 DOI: https://doi.org/10.1186/s13068-019-1373-3
Serrano‑Martínez, V. M., et al. (2024). Steam Explosion‑Based Method for the Extraction of Cellulose and Lignin From Rice Straw Waste. Applied Sciences, 14(5), 2059. https://doi.org/10.3390/app14052059 DOI: https://doi.org/10.3390/app14052059
Setyaningrum, H., et al. (2021). Durian Rind Micro Composter Model: A Case of Kampung Durian, Ngrogung, Ponorogo, Indonesia. E3S Web of Conferences, 226, 00021. https://doi.org/10.1051/e3sconf/202122600021 DOI: https://doi.org/10.1051/e3sconf/202122600021
Sharma, N., et al. (2023). Rice Straw‑Derived Cellulose: A Comparative Study of Various Pre‑Treatment Technologies and Its Conversion to Nanofibres. Scientific Reports, 13(1). https://doi.org/10.1038/s41598‑023‑43535‑7 DOI: https://doi.org/10.1038/s41598-023-43535-7
Silveira, M. H. L., et al. (2015). Current Pretreatment Technologies for the Development of Cellulosic Ethanol and Biorefineries. ChemSusChem, 8(20), 3366‑3390. https://doi.org/10.1002/cssc.201500282 DOI: https://doi.org/10.1002/cssc.201500282
Steinbach, D., et al. (2020). Is Steam Explosion a Promising Pretreatment for Acid Hydrolysis of Lignocellulosic Biomass?. Processes, 8(12), 1626. https://doi.org/10.3390/pr8121626 DOI: https://doi.org/10.3390/pr8121626
Szadkowski, J., et al. (2023). Effect of Steam Explosion Pretreatment of Fast‑Growing Poplar (Populus Deltoides X Maximowiczii) Wood on Selected Properties of Structural Substances. https://doi.org/10.21203/rs.3.rs‑3053466/v1 DOI: https://doi.org/10.21203/rs.3.rs-3053466/v1
Then, Y. Y., et al. (2014). Surface modifications of oil palm mesocarp fiber by superheated steam, alkali, and superheated steam‑alkali for biocomposite applications. BioResources, 9(4), 7467‑7483. https://doi.org/10.15376/biores.9.4.7467‑7483 DOI: https://doi.org/10.15376/biores.9.4.7467-7483
Thorogood, C. J., et al. (2022). The king of fruits. Plants, People, Planet, 4(6), 538‑547. https://doi.org/10.1002/ppp3.10288 DOI: https://doi.org/10.1002/ppp3.10288
Veeramachineni, A. K., et al. (2016). Optimizing Extraction of Cellulose and Synthesizing Pharmaceutical Grade Carboxymethyl Sago Cellulose from Malaysian Sago Pulp. Applied Sciences. https://doi.org/10.3390/app6060170 DOI: https://doi.org/10.3390/app6060170
Wang, J.‑X., et al. (2020). Deep Delignification of Woody Biomass by Repeated Mild Alkaline Treatments With Pressurized O₂. ACS Omega, 5(45), 29168‑29176. https://doi.org/10.1021/acsomega.0c03953 DOI: https://doi.org/10.1021/acsomega.0c03953
Wang, K., et al. (2009). Influence of steaming pressure on steam explosion pretreatment of Lespedeza stalks (Lespedeza crytobotrya): Part 1. Characteristics of degraded cellulose. Polymer Degradation and Stability, 94(9), 1379‑1388. https://doi.org/10.1016/j.polymdegradstab.2009.05.019 DOI: https://doi.org/10.1016/j.polymdegradstab.2009.05.019
Wang, K., et al. (2020). Steam Explosion Pretreatment Changes Ruminal Fermentation in Vitro of Corn Stover by Shifting Archaeal and Bacterial Community Structure. Frontiers in Microbiology, 11. https://doi.org/10.3389/fmicb.2020.02027 DOI: https://doi.org/10.3389/fmicb.2020.02027
Wang, S. H., et al. (2012). Effect of Surface Grafting‑Modified on Structure and Property of Cellulose Fibers. Advanced Materials Research, 627, 43‑48. https://doi.org/10.4028/www.scientific.net/amr.627.43 DOI: https://doi.org/10.4028/www.scientific.net/AMR.627.43
Xiang, Z., et al. (2020). Photocatalytic Conversion of Lignin Into Chemicals and Fuels. ChemSusChem, 13(17), 4199‑4213. https://doi.org/10.1002/cssc.202000601 DOI: https://doi.org/10.1002/cssc.202000601
Yacob, N., et al. (2018). Effect of cellulose fiber from sago waste on properties of starch‑based films. IOP Conference Series: Materials Science and Engineering, 368(1), 012028. https://doi.org/10.1088/1757‑899X/368/1/012028 DOI: https://doi.org/10.1088/1757-899X/368/1/012028
Zeng, G., et al. (2013). Comparison of Steam Explosion and Ferric Chloride Solution Pretreatment of Corn Stover: Composition Content, Structural and Enzymatic Hydrolysis. Asian Journal of Chemistry, 25(5), 2427‑2430. https://doi.org/10.14233/ajchem.2013.13337a DOI: https://doi.org/10.14233/ajchem.2013.13337A
Zhang, B., et al. (2022). Recent Advances in the Bioconversion of Waste Straw Biomass with Steam Explosion Technique: A Comprehensive Review. Processes. https://doi.org/10.3390/pr10101959 DOI: https://doi.org/10.3390/pr10101959
Zhang, D., et al. (2013). A Nanocellulose Polypyrrole Composite Based on Tunicate Cellulose. International Journal of Polymer Science, 2013, 175609. https://doi.org/10.1155/2013/175609 DOI: https://doi.org/10.1155/2013/175609
Zhao, X., Zhang, L., & Liu, D. (2012). Biomass recalcitrance. Part II: Fundamentals of different pre‑treatments to increase the enzymatic digestibility of lignocellulose. Biofuels, Bioproducts and Biorefining, 6(5), 561‑579. https://doi.org/10.1002/bbb.1350 DOI: https://doi.org/10.1002/bbb.1350
Ziegler‑Devin, I., Chrusciel, L., & Brosse, N. (2021). Steam Explosion Pretreatment of Lignocellulosic Biomass: A Mini‑Review of Theorical and Experimental Approaches. Frontiers in Chemistry, 9. https://doi.org/10.3389/fchem.2021.705358 DOI: https://doi.org/10.3389/fchem.2021.705358
Downloads
Published
Versions
- 2026-10-09 (3)
- 2026-10-09 (2)
- 2025-05-30 (1)
Issue
Section
License
Copyright (c) 2025 Journal of Climate Change

This work is licensed under a Creative Commons Attribution 4.0 International License.