{"title":"Catalytic co-pyrolysis of walnut shell and high-density polyethylene (HDPE) using nickel-doped gamma alumina spent adsorbent derived catalyst: Kinetics, thermodynamic and prediction modelling using artificial neural network (ANN) approach","authors":"Deepak Bhushan , Srikant Kumar , Prasenjit Mondal","doi":"10.1016/j.cattod.2025.115388","DOIUrl":null,"url":null,"abstract":"<div><div>The present study is focused on evaluating the catalytic effect of nickel impregnated spent aluminium hydroxide nanoparticle (AHNP) adsorbent-based catalyst in the co-pyrolysis of walnut shell and high-density polyethylene (HDPE). The analysis was conducted through kinetic and thermodynamic assessments. Specific kinetic parameters, such as activation energy and pre-exponential factor, along with thermodynamic parameters, including entropy, enthalpy, and Gibbs free energy, was estimated using iso-conversional models such as Ozawa Flynn Wall (OFW), Kissinger Akahira Sunose (KAS) and Starink model. Thermogravimetric analysis of pyrolysis of walnut shell, HDPE, blend of walnut shell and HDPE (1:1) and blend of feedstock with catalyst (1:1) was conducted at different heating rates of 10–40 °C/min respectively. The results showed that the incorporation of nickel doped gamma alumina (NAO) catalyst lowered the activation energy (E<sub>a</sub>) of co-pyrolysis of walnut shell and HDPE by 28 % as calculated by KAS method. Moreover, artificial neural network (ANN) was also applied for the predictive modelling of the degradation of walnut shell and HDPE where high regression (R≈0.99) as well as low mean squared error (<10<sup>−5</sup>) illustrated the accurate prediction of complex biomass and plastics degradation by the ANN model. Therefore, catalyst derived from waste AHNP has considerable potential to be utilized for the co-pyrolysis of biomass with plastics, enhancing the process's cost effectiveness, environmental sustainability, and renewability.</div></div>","PeriodicalId":264,"journal":{"name":"Catalysis Today","volume":"459 ","pages":"Article 115388"},"PeriodicalIF":5.2000,"publicationDate":"2025-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Catalysis Today","FirstCategoryId":"92","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0920586125002068","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, APPLIED","Score":null,"Total":0}
引用次数: 0
Abstract
The present study is focused on evaluating the catalytic effect of nickel impregnated spent aluminium hydroxide nanoparticle (AHNP) adsorbent-based catalyst in the co-pyrolysis of walnut shell and high-density polyethylene (HDPE). The analysis was conducted through kinetic and thermodynamic assessments. Specific kinetic parameters, such as activation energy and pre-exponential factor, along with thermodynamic parameters, including entropy, enthalpy, and Gibbs free energy, was estimated using iso-conversional models such as Ozawa Flynn Wall (OFW), Kissinger Akahira Sunose (KAS) and Starink model. Thermogravimetric analysis of pyrolysis of walnut shell, HDPE, blend of walnut shell and HDPE (1:1) and blend of feedstock with catalyst (1:1) was conducted at different heating rates of 10–40 °C/min respectively. The results showed that the incorporation of nickel doped gamma alumina (NAO) catalyst lowered the activation energy (Ea) of co-pyrolysis of walnut shell and HDPE by 28 % as calculated by KAS method. Moreover, artificial neural network (ANN) was also applied for the predictive modelling of the degradation of walnut shell and HDPE where high regression (R≈0.99) as well as low mean squared error (<10−5) illustrated the accurate prediction of complex biomass and plastics degradation by the ANN model. Therefore, catalyst derived from waste AHNP has considerable potential to be utilized for the co-pyrolysis of biomass with plastics, enhancing the process's cost effectiveness, environmental sustainability, and renewability.
期刊介绍:
Catalysis Today focuses on the rapid publication of original invited papers devoted to currently important topics in catalysis and related subjects. The journal only publishes special issues (Proposing a Catalysis Today Special Issue), each of which is supervised by Guest Editors who recruit individual papers and oversee the peer review process. Catalysis Today offers researchers in the field of catalysis in-depth overviews of topical issues.
Both fundamental and applied aspects of catalysis are covered. Subjects such as catalysis of immobilized organometallic and biocatalytic systems are welcome. Subjects related to catalysis such as experimental techniques, adsorption, process technology, synthesis, in situ characterization, computational, theoretical modeling, imaging and others are included if there is a clear relationship to catalysis.