TY  - JOUR
VL  - 207
JF  - Energy
A1  - Bong, J.T.
A1  - Loy, A.C.M.
A1  - Chin, B.L.F.
A1  - Lam, M.K.
A1  - Tang, D.K.H.
A1  - Lim, H.Y.
A1  - Chai, Y.H.
A1  - Yusup, S.
UR  - https://www.scopus.com/inward/record.uri?eid=2-s2.0-85087697379&doi=10.1016%2fj.energy.2020.118289&partnerID=40&md5=fcf1b892dbc7e22e8ad7748a6fa11ca0
PB  - Elsevier Ltd
SN  - 03605442
Y1  - 2020///
TI  - Artificial neural network approach for co-pyrolysis of Chlorella vulgaris and peanut shell binary mixtures using microalgae ash catalyst
ID  - scholars12745
KW  - Activation energy; Algae; Catalysts; Heating rate; Kinetics; Microorganisms; Neural networks; Oilseeds; Polymer blends; Pyrolysis
KW  -  Activation energies (Ea); Artificial neural network approach; Catalytic pyrolysis; Chlorella vulgaris; Degradation behaviours; Flynn-Wall-Ozawa; Kinetic and thermodynamic parameters; Pyrolysis process
KW  -  Binary mixtures
KW  -  activation energy; artificial neural network; ash; catalyst; crop residue; green alga; heating; microalga; pyrolysis; reaction kinetics; thermodynamics
KW  -  Arachis hypogaea; Chlorella vulgaris
N2  - The catalytic pyrolysis of pure microalgae (M), peanut shell wastes (PS) and their binary mixtures were analysed by introducing the microalgae ash (MA) as a catalyst. The pyrolysis processes were conducted at different heating rates from 10 K/min-100 K/min to observe their thermal degradation behaviour. Additionally, Artificial Neural Network (ANN) was applied by feeding the heating rates and temperatures to predict the weight loss of the samples. The kinetic and thermodynamic parameters were also determined through three different iso-conversional kinetic models: Friedman (FR), Kissinger-Akahira-Sunose (KAS) and Flynn-Wall-Ozawa (FWO). Based on the kinetic results, FWO model achieved the lowest deviation between the activation energies (Ea) from the experimental which aligned with the ANN predicted results. The finding also shows that the activation energy (Ea) of the catalytic pyrolysis of binary mixtures was lower than the pure M and PS (Experimental: 142.56 kJ/mol; ANN forecast: 131.37 kJ/mol). © 2020 Elsevier Ltd
N1  - cited By 64
AV  - none
ER  -