@article{ART003241583},
author={Siqi Liu and Yousef Zandi and Alireza Sadighi Agdas and Mohamed Amine Bouraoui and Anas A. Salameh and Amr Alalawi and Majid Khorami},
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 - Siqi Liu
AU - Yousef Zandi
AU - Alireza Sadighi Agdas
AU - Mohamed Amine Bouraoui
AU - Anas A. Salameh
AU - Amr Alalawi
AU - Majid Khorami
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 -
Siqi Liu, Yousef Zandi, Alireza Sadighi Agdas, Mohamed Amine Bouraoui, Anas A. Salameh, Amr Alalawi and Majid Khorami. (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.
Siqi Liu, Yousef Zandi, Alireza Sadighi Agdas, Mohamed Amine Bouraoui, Anas A. Salameh, Amr Alalawi and Majid Khorami. 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
Siqi Liu, Yousef Zandi, Alireza Sadighi Agdas, Mohamed Amine Bouraoui, Anas A. Salameh, Amr Alalawi, Majid Khorami "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.
Siqi Liu, Yousef Zandi, Alireza Sadighi Agdas, Mohamed Amine Bouraoui, Anas A. Salameh, Amr Alalawi, Majid Khorami. 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
Siqi Liu, Yousef Zandi, Alireza Sadighi Agdas, Mohamed Amine Bouraoui, Anas A. Salameh, Amr Alalawi and Majid Khorami. "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
Siqi Liu; Yousef Zandi; Alireza Sadighi Agdas; Mohamed Amine Bouraoui; Anas A. Salameh; Amr Alalawi; Majid Khorami. 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
Siqi Liu; Yousef Zandi; Alireza Sadighi Agdas; Mohamed Amine Bouraoui; Anas A. Salameh; Amr Alalawi; Majid Khorami. 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
Siqi Liu, Yousef Zandi, Alireza Sadighi Agdas, Mohamed Amine Bouraoui, Anas A. Salameh, Amr Alalawi, Majid Khorami. 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
Siqi Liu, Yousef Zandi, Alireza Sadighi Agdas, Mohamed Amine Bouraoui, Anas A. Salameh, Amr Alalawi and Majid Khorami. "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
