F. Batool, T A Kurniawan, B Pasaribu, T D Kusworo, S. Silviana, H S Kusuma, M. I. Khan, S. Haddout, J C C Casila, H. Harianingsih, W O Choo, M A Iqbal
{"title":"壳聚糖-椰壳复合材料去除电镀废水中的铬:动力学、热力学和人工神经网络建模","authors":"F. Batool, T A Kurniawan, B Pasaribu, T D Kusworo, S. Silviana, H S Kusuma, M. I. Khan, S. Haddout, J C C Casila, H. Harianingsih, W O Choo, M A Iqbal","doi":"10.1007/s13762-025-06591-2","DOIUrl":null,"url":null,"abstract":"<div><p>The electroplating industry releases large volumes of wastewater contaminated with toxic chromium, posing significant risks to both the environment and public health. Although progress has been made in water pollution control, the application of composite adsorbents for chromium removal, combined with simulations for process optimization, remains underexplored. In this study, the effectiveness of a chitosan-coated coconut shell composite in removing chromium from electroplating wastewater was investigated. Under optimal conditions (4 g/L dosage, pH 6.5, 308 K temperature, 200 rpm speed and 60 min time) the composite removed 99% of Cr and outperforming both chitosan and coconut shell. The adsorption process followed pseudo-second-order kinetics (<i>R</i><sup>2</sup> = 0.999) and the Langmuir isotherm with a maximum adsorption capacity of 66.66 mg/g. The adsorption efficiency increased with temperature (298–313 K), indicating an endothermic process. The composite retained 98% of its initial capacity after regeneration with HNO<sub>3</sub>, demonstrating its cost-effectiveness over multiple cycles. Simulations using artificial neural networks (ANNs) accurately predicted adsorption behavior by achieving a mean square error (MSE) as low as 0.0016. However, despite high Cr removal, the treated effluents did not meet legislative discharge standards, highlighting the need for further biological treatment using activated sludge.</p></div>","PeriodicalId":589,"journal":{"name":"International Journal of Environmental Science and Technology","volume":"22 15","pages":"15057 - 15076"},"PeriodicalIF":3.4000,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Removal of chromium from electroplating wastewater using chitosan-coconut shell composite: kinetics, thermodynamics and artificial neural networks modeling\",\"authors\":\"F. Batool, T A Kurniawan, B Pasaribu, T D Kusworo, S. Silviana, H S Kusuma, M. I. Khan, S. Haddout, J C C Casila, H. Harianingsih, W O Choo, M A Iqbal\",\"doi\":\"10.1007/s13762-025-06591-2\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>The electroplating industry releases large volumes of wastewater contaminated with toxic chromium, posing significant risks to both the environment and public health. Although progress has been made in water pollution control, the application of composite adsorbents for chromium removal, combined with simulations for process optimization, remains underexplored. In this study, the effectiveness of a chitosan-coated coconut shell composite in removing chromium from electroplating wastewater was investigated. Under optimal conditions (4 g/L dosage, pH 6.5, 308 K temperature, 200 rpm speed and 60 min time) the composite removed 99% of Cr and outperforming both chitosan and coconut shell. The adsorption process followed pseudo-second-order kinetics (<i>R</i><sup>2</sup> = 0.999) and the Langmuir isotherm with a maximum adsorption capacity of 66.66 mg/g. The adsorption efficiency increased with temperature (298–313 K), indicating an endothermic process. The composite retained 98% of its initial capacity after regeneration with HNO<sub>3</sub>, demonstrating its cost-effectiveness over multiple cycles. Simulations using artificial neural networks (ANNs) accurately predicted adsorption behavior by achieving a mean square error (MSE) as low as 0.0016. However, despite high Cr removal, the treated effluents did not meet legislative discharge standards, highlighting the need for further biological treatment using activated sludge.</p></div>\",\"PeriodicalId\":589,\"journal\":{\"name\":\"International Journal of Environmental Science and Technology\",\"volume\":\"22 15\",\"pages\":\"15057 - 15076\"},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2025-06-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Environmental Science and Technology\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://link.springer.com/article/10.1007/s13762-025-06591-2\",\"RegionNum\":4,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENVIRONMENTAL SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Environmental Science and Technology","FirstCategoryId":"93","ListUrlMain":"https://link.springer.com/article/10.1007/s13762-025-06591-2","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
Removal of chromium from electroplating wastewater using chitosan-coconut shell composite: kinetics, thermodynamics and artificial neural networks modeling
The electroplating industry releases large volumes of wastewater contaminated with toxic chromium, posing significant risks to both the environment and public health. Although progress has been made in water pollution control, the application of composite adsorbents for chromium removal, combined with simulations for process optimization, remains underexplored. In this study, the effectiveness of a chitosan-coated coconut shell composite in removing chromium from electroplating wastewater was investigated. Under optimal conditions (4 g/L dosage, pH 6.5, 308 K temperature, 200 rpm speed and 60 min time) the composite removed 99% of Cr and outperforming both chitosan and coconut shell. The adsorption process followed pseudo-second-order kinetics (R2 = 0.999) and the Langmuir isotherm with a maximum adsorption capacity of 66.66 mg/g. The adsorption efficiency increased with temperature (298–313 K), indicating an endothermic process. The composite retained 98% of its initial capacity after regeneration with HNO3, demonstrating its cost-effectiveness over multiple cycles. Simulations using artificial neural networks (ANNs) accurately predicted adsorption behavior by achieving a mean square error (MSE) as low as 0.0016. However, despite high Cr removal, the treated effluents did not meet legislative discharge standards, highlighting the need for further biological treatment using activated sludge.
期刊介绍:
International Journal of Environmental Science and Technology (IJEST) is an international scholarly refereed research journal which aims to promote the theory and practice of environmental science and technology, innovation, engineering and management.
A broad outline of the journal''s scope includes: peer reviewed original research articles, case and technical reports, reviews and analyses papers, short communications and notes to the editor, in interdisciplinary information on the practice and status of research in environmental science and technology, both natural and man made.
The main aspects of research areas include, but are not exclusive to; environmental chemistry and biology, environments pollution control and abatement technology, transport and fate of pollutants in the environment, concentrations and dispersion of wastes in air, water, and soil, point and non-point sources pollution, heavy metals and organic compounds in the environment, atmospheric pollutants and trace gases, solid and hazardous waste management; soil biodegradation and bioremediation of contaminated sites; environmental impact assessment, industrial ecology, ecological and human risk assessment; improved energy management and auditing efficiency and environmental standards and criteria.