Machine learning for revealing the relationship between the process–structure–properties of polypropylene in-reactor alloys DOI Creative Commons
Zheng Shaojie, Xu Huang, Jijiang Hu

et al.

Reaction Chemistry & Engineering, Journal Year: 2024, Volume and Issue: 9(6), P. 1354 - 1363

Published: Jan. 1, 2024

Polypropylene reactor alloys with distinct structures were synthesized, and machine learning models developed to reveal the relationship between process–structure–properties optimize process conditions.

Language: Английский

Utilizing support vector regression modeling to predict pyro product yields from microwave-assisted catalytic co-pyrolysis of biomass and waste plastics DOI
Ramesh Potnuri, Chinta Sankar Rao,

Dadi Venkata Surya

et al.

Energy Conversion and Management, Journal Year: 2023, Volume and Issue: 292, P. 117387 - 117387

Published: July 12, 2023

Language: Английский

Citations

48
Challenges and opportunities in the production of sustainable hydrogen from lignocellulosic biomass using microwave-assisted pyrolysis: A review DOI
V. Sridevi,

Dadi Venkata Surya,

B. Rajasekhar Reddy

et al.

International Journal of Hydrogen Energy, Journal Year: 2023, Volume and Issue: 52, P. 507 - 531

Published: July 1, 2023

Language: Английский

Citations

35
Hydrogen production from plastic waste: A comprehensive simulation and machine learning study DOI Creative Commons

Mohammad Lahafdoozian,

Hossein Khoshkroudmansouri,

Sharif H. Zein

et al.

International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 59, P. 465 - 479

Published: Feb. 8, 2024

Gasification, a highly efficient method, is under extensive investigation due to its potential convert biomass and plastic waste into eco-friendly energy sources valuable fuels. Nevertheless, there exists gap in comprehension regarding the integrated thermochemical process of polystyrene (PS) polypropylene (PP) capability produce hydrogen (H2) fuel. In this study comprehensive simulation using quasi-equilibrium approach based on minimizing Gibbs free has been introduced. To enhance H2 content, water-gas shift (WGS) reactor pressure swing adsorption (PSA) unit were for effective separation, increasing production 27.81 kg/h. investigate operating conditions effects three key variables gasification namely temperature, feedstock flow rate have explored sensitivity analysis. Furthermore, several machine learning models utilized discover optimize maximum capacity production. The analysis reveals that elevating temperature from 500 °C 1200 results higher up 23 % carbon monoxide (CO). However, generating above 900 does not lead significant upturn capacity. Conversely, an increase within shown decrease system both CO. Moreover, mass gasifying agent 250 kg/h be merely productive generation, almost 5 increase. Regarding pressure, yield decreases 22.64 17.4 with 1 10 bar. It also revealed more predominant effect Cold gas efficiency (CGE) compared Highest CGE Has by PP at °C. Among various models, Random Forest (RF) model demonstrates robust performance, achieving R2 values exceeding 0.99.

Language: Английский

Citations

14
A review on liquid fuel produced from microwave-assisted pyrolysis of plastic waste DOI
Zewei Liu,

Ming Xie,

Tao Zhou

et al.

Process Safety and Environmental Protection, Journal Year: 2024, Volume and Issue: 187, P. 833 - 844

Published: May 11, 2024

Language: Английский

Citations

10
Predictive Modeling of Product Yields in Microwave-Assisted Co-Pyrolysis of Biomass and Plastic with Enhanced Interpretability Using Explainable AI Approaches DOI

Nilesh S Rajpurohit,

P. K. Kamani, Maheswata Lenka

et al.

Journal of Analytical and Applied Pyrolysis, Journal Year: 2025, Volume and Issue: unknown, P. 107021 - 107021

Published: Feb. 1, 2025

Language: Английский

Citations

1
A Review on the Microwave-Assisted Pyrolysis of Waste Plastics DOI Open Access

Changze Yang,

Hui Shang, Jun Li

et al.

Processes, Journal Year: 2023, Volume and Issue: 11(5), P. 1487 - 1487

Published: May 14, 2023

The exhaustion of fossil energy and the severe pollution induced by using plastics has forced people to embark on road sustainable development. high value recycling become an important part conservation. Microwave treatment, owning specific interactions between electric field molecules treated materials, presents potential advantages in application plastic pyrolysis. Therefore, research status microwave-assisted pyrolysis (MAP) produce high-value-added liquid oil, gas, solid carbon was reviewed this paper. effects properties, microwave treatment parameters, absorbers, co-pyrolysis, catalysts, reactor devices process products were analyzed. It is essential optimize experimental design studying co-pyrolysis technology understanding mechanism improve product selectivity. At same time, continuous MAP device for large-scale still needs be developed. In addition, developing a simulation computing platform screening optimizing processes, commercial production required make more efficient.

Language: Английский

Citations

18
Predictive modeling and multi-parametric optimization of catalytic pyrolysis of disposable face mask using a combinational approach of response surface methodology and machine learning: Insights into the influence of waste-derived catalyst DOI

Sanjeevani Hooda,

Pushpraj Patel, Prasenjit Mondal

et al.

Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: 466, P. 142761 - 142761

Published: June 2, 2024

Language: Английский

Citations

7
Exploring and understanding the microwave-assisted pyrolysis of waste lignocellulose biomass using gradient boosting regression machine learning model DOI
Shruti Sinha, Chinta Sankar Rao,

Abhishankar Kumar

et al.

Renewable Energy, Journal Year: 2024, Volume and Issue: 231, P. 120968 - 120968

Published: July 15, 2024

Language: Английский

Citations

7
Effect of metal powder and coil on microwave pyrolysis of mixed plastic DOI

Putri Humairah Monashofian Putra,

Shaifulazuar Rozali, Muhamad Fazly Abdul Patah

et al.

Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: 487, P. 150530 - 150530

Published: March 18, 2024

Language: Английский

Citations

5
Oil recovery from microwave co-pyrolysis of polystyrene and polypropylene plastic particles for pollution mitigation DOI
Faizan Ahmad, Weitao Cao, Yaning Zhang

et al.

Environmental Pollution, Journal Year: 2024, Volume and Issue: 356, P. 124240 - 124240

Published: May 27, 2024

Language: Английский

Citations

4