TY - JOUR
T1 - Investigation of the evolved pyrolytic products and energy potential of Bagasse
T2 - experimental, kinetic, thermodynamic and boosted regression trees analysis
AU - Zhang, Yu
AU - Raashid, Muhammad
AU - Shen, Xiaoqian
AU - Waqas Iqbal, Muhammad
AU - Ali, Imtiaz
AU - Ahmad, Muhammad Sajjad
AU - Simakov, David S.A.
AU - Elkamel, Ali
AU - Shen, Boxiong
N1 - Publisher Copyright:
© 2024 Elsevier Ltd
PY - 2024/2
Y1 - 2024/2
N2 - This study explored bagasse's energy potential grown using treated industrial wastewater through various analyses, experimental, kinetic, thermodynamic, and machine learning boosted regression tree methods. Thermogravimetry was employed to determine thermal degradation characteristics, varying the heating rate from 10 to 30 °C/min. The primary pyrolysis products from bagasse are H2, CH4, H2O, CO2, and hydrocarbons. Kinetic parameters were estimated using three model-free methods, yielding activation energies of approximately 245.98 kJ mol−1, 247.58 kJ mol−1, and 244.69 kJ mol−1. Thermodynamic parameters demonstrated the feasibility and reactivity of pyrolysis with ΔH ≈ 240.72 kJ mol−1, ΔG ≈ 162.87 kJ mol−1, and ΔS ≈ 165.35 J mol−1 K-1. The distribution of activation energy was analyzed using the multiple distributed activation energy model. Lastly, boosted regression trees predicted thermal degradation successfully, with an R2 of 0.9943. Therefore, bagasse's potential as an eco-friendly alternative to fossil fuels promotes waste utilization and carbon footprint reduction.
AB - This study explored bagasse's energy potential grown using treated industrial wastewater through various analyses, experimental, kinetic, thermodynamic, and machine learning boosted regression tree methods. Thermogravimetry was employed to determine thermal degradation characteristics, varying the heating rate from 10 to 30 °C/min. The primary pyrolysis products from bagasse are H2, CH4, H2O, CO2, and hydrocarbons. Kinetic parameters were estimated using three model-free methods, yielding activation energies of approximately 245.98 kJ mol−1, 247.58 kJ mol−1, and 244.69 kJ mol−1. Thermodynamic parameters demonstrated the feasibility and reactivity of pyrolysis with ΔH ≈ 240.72 kJ mol−1, ΔG ≈ 162.87 kJ mol−1, and ΔS ≈ 165.35 J mol−1 K-1. The distribution of activation energy was analyzed using the multiple distributed activation energy model. Lastly, boosted regression trees predicted thermal degradation successfully, with an R2 of 0.9943. Therefore, bagasse's potential as an eco-friendly alternative to fossil fuels promotes waste utilization and carbon footprint reduction.
KW - Bagasse
KW - Boosted regression tree
KW - Distributed activation energy model
KW - Model-free kinetics
KW - Pyrolysis
UR - http://www.scopus.com/inward/record.url?scp=85182030817&partnerID=8YFLogxK
U2 - 10.1016/j.biortech.2023.130295
DO - 10.1016/j.biortech.2023.130295
M3 - Article
C2 - 38184085
AN - SCOPUS:85182030817
SN - 0960-8524
VL - 394
JO - Bioresource Technology
JF - Bioresource Technology
M1 - 130295
ER -