Optimizing cadmium mitigation from Tunisian phosphates via chlorination-assisted calcination: A DoE and RSM approach

In response to growing environmental and health concerns, and in line with new European Parliament regulations on cadmium limits in phosphate fertilizers, this study focuses on improving cadmium removal from sedimentary phosphate ores. To address this issue, a two-phase experimental design approach...

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Main Authors: Marwa Mlaouah, Mohamed Karim Hajji, Oumayma Hamlaoui, Afef Barhoumi, Wided Bouguerra
Format: Article
Language:English
Published: Elsevier 2025-06-01
Series:Results in Engineering
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Online Access:http://www.sciencedirect.com/science/article/pii/S2590123025013180
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author Marwa Mlaouah
Mohamed Karim Hajji
Oumayma Hamlaoui
Afef Barhoumi
Wided Bouguerra
author_facet Marwa Mlaouah
Mohamed Karim Hajji
Oumayma Hamlaoui
Afef Barhoumi
Wided Bouguerra
author_sort Marwa Mlaouah
collection DOAJ
description In response to growing environmental and health concerns, and in line with new European Parliament regulations on cadmium limits in phosphate fertilizers, this study focuses on improving cadmium removal from sedimentary phosphate ores. To address this issue, a two-phase experimental design approach was adopted. A full factorial design (2k) was used to efficiently identify the most influential factors and their interactions. This screening phase was followed by response surface methodology (RSM) using a Box-Behnken design to determine the optimal operating conditions. Among the investigated parameters, temperature and its interaction with the chlorinating agent were identified as key contributors to cadmium removal performance.The optimization process revealed that a maximum cadmium removal efficiency of 88.2% was achieved at 720–800°C with 20 wt% of chlorinating agent and a treatment time of 3 hours—representing a 15% reduction in temperature compared to conventional processes. A more energy-efficient protocol was also demonstrated, achieving a 58% reduction in cadmium content using 10 wt% of agent for 1 hour at 800°C. The quadratic model was statistically validated via ANOVA, confirming its robustness.Importantly, treatments using 10 wt% of NH4Cl or CaCl2 for 1 hour at 800°C preserved the phosphate's reactivity, ensuring its suitability for producing soluble fertilizers compliant with EU regulations. This work offers an effective and sustainable strategy for cadmium reduction in phosphates, balancing technical performance with regulatory and environmental requirements.
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spelling doaj-art-a7b729d163eb428e92e0a05be42e01852025-08-20T01:53:08ZengElsevierResults in Engineering2590-12302025-06-012610524810.1016/j.rineng.2025.105248Optimizing cadmium mitigation from Tunisian phosphates via chlorination-assisted calcination: A DoE and RSM approachMarwa Mlaouah0Mohamed Karim Hajji1Oumayma Hamlaoui2Afef Barhoumi3Wided Bouguerra4Laboratory for the Application of Materials to Environment, Water, and Energy (LAM3E), Faculty of Science of Gafsa, University of Gafsa, Tunisia; Corresponding author.College of Engineering and Technology, American University of the Middle East, KuwaitCollege of Engineering and Technology, American University of the Middle East, KuwaitLaboratory for the Application of Materials to Environment, Water, and Energy (LAM3E), Faculty of Science of Gafsa, University of Gafsa, TunisiaLaboratory for the Application of Materials to Environment, Water, and Energy (LAM3E), Faculty of Science of Gafsa, University of Gafsa, TunisiaIn response to growing environmental and health concerns, and in line with new European Parliament regulations on cadmium limits in phosphate fertilizers, this study focuses on improving cadmium removal from sedimentary phosphate ores. To address this issue, a two-phase experimental design approach was adopted. A full factorial design (2k) was used to efficiently identify the most influential factors and their interactions. This screening phase was followed by response surface methodology (RSM) using a Box-Behnken design to determine the optimal operating conditions. Among the investigated parameters, temperature and its interaction with the chlorinating agent were identified as key contributors to cadmium removal performance.The optimization process revealed that a maximum cadmium removal efficiency of 88.2% was achieved at 720–800°C with 20 wt% of chlorinating agent and a treatment time of 3 hours—representing a 15% reduction in temperature compared to conventional processes. A more energy-efficient protocol was also demonstrated, achieving a 58% reduction in cadmium content using 10 wt% of agent for 1 hour at 800°C. The quadratic model was statistically validated via ANOVA, confirming its robustness.Importantly, treatments using 10 wt% of NH4Cl or CaCl2 for 1 hour at 800°C preserved the phosphate's reactivity, ensuring its suitability for producing soluble fertilizers compliant with EU regulations. This work offers an effective and sustainable strategy for cadmium reduction in phosphates, balancing technical performance with regulatory and environmental requirements.http://www.sciencedirect.com/science/article/pii/S2590123025013180Cadmium removalPhosphate calcinationSustainable fertilizer productionDesign of experiments (DoE)RSM
spellingShingle Marwa Mlaouah
Mohamed Karim Hajji
Oumayma Hamlaoui
Afef Barhoumi
Wided Bouguerra
Optimizing cadmium mitigation from Tunisian phosphates via chlorination-assisted calcination: A DoE and RSM approach
Results in Engineering
Cadmium removal
Phosphate calcination
Sustainable fertilizer production
Design of experiments (DoE)
RSM
title Optimizing cadmium mitigation from Tunisian phosphates via chlorination-assisted calcination: A DoE and RSM approach
title_full Optimizing cadmium mitigation from Tunisian phosphates via chlorination-assisted calcination: A DoE and RSM approach
title_fullStr Optimizing cadmium mitigation from Tunisian phosphates via chlorination-assisted calcination: A DoE and RSM approach
title_full_unstemmed Optimizing cadmium mitigation from Tunisian phosphates via chlorination-assisted calcination: A DoE and RSM approach
title_short Optimizing cadmium mitigation from Tunisian phosphates via chlorination-assisted calcination: A DoE and RSM approach
title_sort optimizing cadmium mitigation from tunisian phosphates via chlorination assisted calcination a doe and rsm approach
topic Cadmium removal
Phosphate calcination
Sustainable fertilizer production
Design of experiments (DoE)
RSM
url http://www.sciencedirect.com/science/article/pii/S2590123025013180
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