@article{ART003241583},
author={Liu Siqi and Zandi Yousef and Agdas Alireza Sadighi and Bouraoui Mohamed Amine and Salameh Anas A. and Alalawi Amr and Khorami Majid},
title={Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks},
journal={Carbon Letters},
issn={1976-4251},
year={2025},
volume={35},
number={3},
pages={1431-1444},
doi={10.1007/s42823-024-00841-y}
TY - JOUR
AU - Liu Siqi
AU - Zandi Yousef
AU - Agdas Alireza Sadighi
AU - Bouraoui Mohamed Amine
AU - Salameh Anas A.
AU - Alalawi Amr
AU - Khorami Majid
TI - Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks
JO - Carbon Letters
PY - 2025
VL - 35
IS - 3
PB - Korean Carbon Society
SP - 1431
EP - 1444
SN - 1976-4251
AB - The study presents a framework for the sustainable carbon-based nanomaterials, focusing on Carbon Nano Tubes (CNTs). The framework integrates performance, hazard, and economic considerations toward the development of CNT-enabled products. Through Life Cycle Analysis (LCA) and environmental degradation studies, the research highlights the energy-intensive nature of CNT production, the persistence of CNTs in the environment, and the associated ecotoxicity risks. Functionalization of CNTs is emphasized as a crucial strategy to enhance biodegradability and reduce toxicity. The study also addresses the economic trade-offs, noting that while CNTs offer superior functional performance, their high production costs and energy demands must be carefully managed. The proposed framework aims to ensure that CNTs maximize their benefits while minimizing their environmental and health impacts, thereby supporting the sustainable advancement of carbon nanomaterials in various applications. The study found that CNT production is highly energy-intensive, but scaling up can improve efficiency. CNTs persist in the environment, with partial degradation, indicating potential long-term ecological risks. Functionalization enhances biodegradability and reduces toxicity, helping to balance performance with sustainability.
KW - Carbon nanotubes (CNTs);Sustainable design;Life-cycle analysis (LCA);Environmental degradation;Functionalization;Ecotoxicity risks
DO - 10.1007/s42823-024-00841-y
ER -
Liu Siqi, Zandi Yousef, Agdas Alireza Sadighi, Bouraoui Mohamed Amine, Salameh Anas A., Alalawi Amr and Khorami Majid. (2025). Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks. Carbon Letters, 35(3), 1431-1444.
Liu Siqi, Zandi Yousef, Agdas Alireza Sadighi, Bouraoui Mohamed Amine, Salameh Anas A., Alalawi Amr and Khorami Majid. 2025, "Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks", Carbon Letters, vol.35, no.3 pp.1431-1444. Available from: doi:10.1007/s42823-024-00841-y
Liu Siqi, Zandi Yousef, Agdas Alireza Sadighi, Bouraoui Mohamed Amine, Salameh Anas A., Alalawi Amr, Khorami Majid "Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks" Carbon Letters 35.3 pp.1431-1444 (2025) : 1431.
Liu Siqi, Zandi Yousef, Agdas Alireza Sadighi, Bouraoui Mohamed Amine, Salameh Anas A., Alalawi Amr, Khorami Majid. Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks. 2025; 35(3), 1431-1444. Available from: doi:10.1007/s42823-024-00841-y
Liu Siqi, Zandi Yousef, Agdas Alireza Sadighi, Bouraoui Mohamed Amine, Salameh Anas A., Alalawi Amr and Khorami Majid. "Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks" Carbon Letters 35, no.3 (2025) : 1431-1444.doi: 10.1007/s42823-024-00841-y
Liu Siqi; Zandi Yousef; Agdas Alireza Sadighi; Bouraoui Mohamed Amine; Salameh Anas A.; Alalawi Amr; Khorami Majid. Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks. Carbon Letters, 35(3), 1431-1444. doi: 10.1007/s42823-024-00841-y
Liu Siqi; Zandi Yousef; Agdas Alireza Sadighi; Bouraoui Mohamed Amine; Salameh Anas A.; Alalawi Amr; Khorami Majid. Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks. Carbon Letters. 2025; 35(3) 1431-1444. doi: 10.1007/s42823-024-00841-y
Liu Siqi, Zandi Yousef, Agdas Alireza Sadighi, Bouraoui Mohamed Amine, Salameh Anas A., Alalawi Amr, Khorami Majid. Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks. 2025; 35(3), 1431-1444. Available from: doi:10.1007/s42823-024-00841-y
Liu Siqi, Zandi Yousef, Agdas Alireza Sadighi, Bouraoui Mohamed Amine, Salameh Anas A., Alalawi Amr and Khorami Majid. "Impact of carbon on global and regional economies: analyzing economic growth, employment, and trade balances through artificial neural networks" Carbon Letters 35, no.3 (2025) : 1431-1444.doi: 10.1007/s42823-024-00841-y
