A review on co-pyrolysis of agriculture biomass and disposable medical face mask waste for green fuel production: recent advances and thermo-kinetic models
Melvin X. J. Wee1, Bridgid L. F. Chin1,2(), Agus Saptoro1, Chung L. Yiin3,4, Jiuan J. Chew5, Jaka Sunarso5, Suzana Yusup6, Abhishek Sharma7,8
1. Department of Chemical and Energy Engineering, Faculty of Engineering and Science, Curtin University Malaysia, CDT 250, Miri 98009, Malaysia 2. Energy and Environment Research Cluster, Faculty of Engineering and Science, Curtin University Malaysia, CDT 250, Miri 98009, Malaysia 3. Department of Chemical Engineering and Energy Sustainability, Faculty of Engineering, Universiti Malaysia Sarawak (UNIMAS), Kota Samarahan 94300, Malaysia 4. Institute of Sustainable and Renewable Energy (ISuRE), Universiti Malaysia Sarawak (UNIMAS), Kota Samarahan 94300, Malaysia 5. Research Centre for Sustainable Technologies, Faculty of Engineering, Computing and Science, Swinburne University of Technology, Kuching 93350, Malaysia 6. Generation Unit (Fuel Technology & Combustion), Tenaga Nasional Berhad (TNB) Research Sdn Bhd, Kajang 43000, Malaysia 7. Department of Chemical Engineering, Manipal University Jaipur, Jaipur 303007, India 8. Chemical & Environmental Engineering, School of Engineering, RMIT University, Melbourne, Victoria 3000, Australia
The Association of Southeast Asian Nations is blessed with agricultural resources, and with the growing population, it will continue to prosper, which follows the abundance of agricultural biomass. Lignocellulosic biomass attracted researchers’ interest in extracting bio-oil from these wastes. However, the resulting bio-oil has low heating values and undesirable physical properties. Hence, co-pyrolysis with plastic or polymer wastes is adopted to improve the yield and quality of the bio-oil. Furthermore, with the spread of the novel coronavirus, the surge of single-use plastic waste such as disposable medical face mask, can potentially set back the previous plastic waste reduction measures. Therefore, studies of existing technologies and techniques are referred in exploring the potential of disposable medical face mask waste as a candidate for co-pyrolysis with biomass. Process parameters, utilisation of catalysts and technologies are key factors in improving and optimising the process to achieve commercial standard of liquid fuel. Catalytic co-pyrolysis involves a series of complex mechanisms, which cannot be explained using simple iso-conversional models. Hence, advanced conversional models are introduced, followed by the evolutionary models and predictive models, which can solve the non-linear catalytic co-pyrolysis reaction kinetics. The outlook and challenges for the topic are discussed in detail.
. [J]. Frontiers of Chemical Science and Engineering, 2023, 17(9): 1141-1161.
Melvin X. J. Wee, Bridgid L. F. Chin, Agus Saptoro, Chung L. Yiin, Jiuan J. Chew, Jaka Sunarso, Suzana Yusup, Abhishek Sharma. A review on co-pyrolysis of agriculture biomass and disposable medical face mask waste for green fuel production: recent advances and thermo-kinetic models. Front. Chem. Sci. Eng., 2023, 17(9): 1141-1161.
Z A AdnanV Saniayan. Renewable energy outlook for ASEAN: a REmap analysis. Asean Centre for Energy & IRENA Report, 2016
2
M Miranda. Governments across Southeast Asia accelerate renewable energy investment to revive the pandemic-hit economies. Power Technology Report, 2020
3
M Erdiwansyah, R Mamat, M S M Sani, F Khoerunnisa, A Kadarohman. Target and demand for renewable energy across 10 ASEAN countries by 2040. Electricity Journal, 2019, 32(10): 106670 https://doi.org/10.1016/j.tej.2019.106670
4
M Sarraf, B Rismanchi, R Saidur, H W Ping, N A Rahim. Renewable energy policies for sustainable development in Cambodia. Renewable & Sustainable Energy Reviews, 2013, 22: 223–229 https://doi.org/10.1016/j.rser.2013.02.010
S Dani, A Wibawa. Challenges and policy for biomass energy in Indonesia. Journal of International Economic Law, 2018, 15(5): 41–47
7
S Mekhilef, M Barimani, A Safari, Z Salam. Malaysia’s renewable energy policies and programs with green aspects. Renewable & Sustainable Energy Reviews, 2014, 40: 497–504 https://doi.org/10.1016/j.rser.2014.07.095
K Truong, C Huong, T Dang Xuan, D Trung, T Khanh. Current status and future plan of development of bioenergy crops as renewable energy sources in Vietnam. Journal of Biology and Nature, 2016, 5: 1–8
10
Myanmar Energy Master Plan. IEA, 2017
11
Energy policy and administration. Open Development Laos Website, 2018
12
Bangkok. East and Southeast Asia renewable energy statistics workshop. IRENA Website, 2016
13
R Hirschmann. Palm oil industry in Indonesia—statistics & facts. Statista Website, 2022
14
Malaysia palm oil production by year. Indexmundi, 2020
15
S K Loh. The potential of the Malaysian oil palm biomass as a renewable energy source. Energy Conversion and Management, 2017, 141: 285–298 https://doi.org/10.1016/j.enconman.2016.08.081
16
N Kumar, R S Chhokar, R P Meena, A S Kharub, S C Gill, S C Tripathi, O P Gupta, S K Mangrauthia, R M Sundaram, C P Sawant, A Gupta, A Naorem, M Kumar, G P Singh. Challenges and opportunities in productivity and sustainability of rice cultivation system: a critical review in Indian perspective. Cereal Research Communications, 2022, 50: 573–601 https://doi.org/10.1007/s42976-021-00214-5
17
L Dai, Y Wang, Y Liu, C He, R Ruan, Z Yu, L Jiang, Z Zeng, Q Wu. A review on selective production of value-added chemicals via catalytic pyrolysis of lignocellulosic biomass. Science of the Total Environment, 2020, 749: 142386 https://doi.org/10.1016/j.scitotenv.2020.142386
18
T Kan, V Strezov, T Evans, J He, R Kumar, Q Lu. Catalytic pyrolysis of lignocellulosic biomass: a review of variations in process factors and system structure. Renewable & Sustainable Energy Reviews, 2020, 134: 110305 https://doi.org/10.1016/j.rser.2020.110305
19
P Sivagurunathan, T Raj, C S Mohanta, S Semwal, A Satlewal, R P Gupta, S K Puri, S S V Ramakumar, R Kumar. 2G waste lignin to fuel and high value-added chemicals: approaches, challenges and future outlook for sustainable development. Chemosphere, 2021, 268: 129326 https://doi.org/10.1016/j.chemosphere.2020.129326
20
H Yang, R Yan, H Chen, D H Lee, D T Liang, C Zheng. Pyrolysis of palm oil wastes for enhanced production of hydrogen rich gases. Fuel Processing Technology, 2006, 87(10): 935–942 https://doi.org/10.1016/j.fuproc.2006.07.001
21
S R Naqvi, Z Hameed, R Tariq, S A Taqvi, I Ali, M B K Niazi, T Noor, A Hussain, N Iqbal, M Shahbaz. Synergistic effect on co-pyrolysis of rice husk and sewage sludge by thermal behavior, kinetics, thermodynamic parameters and artificial neural network. Waste Management, 2019, 85: 131–140 https://doi.org/10.1016/j.wasman.2018.12.031
22
D V Suriapparao, R Vinu, A Shukla, S Haldar. Effective deoxygenation for the production of liquid biofuels via microwave assisted co-pyrolysis of agro residues and waste plastics combined with catalytic upgradation. Bioresource Technology, 2020, 302: 122775 https://doi.org/10.1016/j.biortech.2020.122775
23
R Geyer, J R Jambeck, K L Law. Production, use, and fate of all plastics ever made. Science Advances, 2017, 3(7): e1700782 https://doi.org/10.1126/sciadv.1700782
24
J R Jambeck, R Geyer, C Wilcox, T R Siegler, M Perryman, A Andrady, R Narayan, K L Law. Plastic waste inputs from land into the ocean. Science, 2015, 347(6223): 768–771 https://doi.org/10.1126/science.1260352
25
F Abnisa, P A Alaba. Recovery of liquid fuel from fossil-based solid wastes via pyrolysis technique: a review. Journal of Environmental Chemical Engineering, 2021, 9(6): 106593 https://doi.org/10.1016/j.jece.2021.106593
26
Y Liang, Q Song, N Wu, J Li, Y Zhong, W Zeng. Repercussions of COVID-19 pandemic on solid waste generation and management strategies. Frontiers of Environmental Science & Engineering, 2021, 15(6): 115 https://doi.org/10.1007/s11783-021-1407-5
27
F Chaib. Shortage of personal protective equipment endangering health workers worldwide. World Health Organization Website, 2020
28
Silva A L Patrício, J C Prata, A C Duarte, D Barcelò, T Rocha-Santos. An urgent call to think globally and act locally on landfill disposable plastics under and after Covid-19 pandemic: pollution prevention and technological (Bio) remediation solutions. Chemical Engineering Journal, 2021, 426: 131201 https://doi.org/10.1016/j.cej.2021.131201
29
Silva A L Patrício, J C Prata, C Mouneyrac, D Barcelò, A C Duarte, T Rocha-Santos. Risks of Covid-19 face masks to wildlife: present and future research needs. Science of the Total Environment, 2021, 792: 148505 https://doi.org/10.1016/j.scitotenv.2021.148505
30
R K Mishra, K Mohanty. Kinetic analysis and pyrolysis behaviour of waste biomass towards its bioenergy potential. Bioresource Technology, 2020, 311: 123480 https://doi.org/10.1016/j.biortech.2020.123480
31
J Akhtar, N Saidina Amin. A review on operating parameters for optimum liquid oil yield in biomass pyrolysis. Renewable & Sustainable Energy Reviews, 2012, 16(7): 5101–5109 https://doi.org/10.1016/j.rser.2012.05.033
32
X Hu, M Gholizadeh. Biomass pyrolysis: a review of the process development and challenges from initial researches up to the commercialisation stage. Journal of Energy Chemistry, 2019, 39: 109–143 https://doi.org/10.1016/j.jechem.2019.01.024
33
R Miandad, M A Barakat, M Rehan, A S Aburiazaiza, I M I Ismail, A S Nizami. Plastic waste to liquid oil through catalytic pyrolysis using natural and synthetic zeolite catalysts. Waste Management, 2017, 69: 66–78 https://doi.org/10.1016/j.wasman.2017.08.032
34
M V Navarro, J M López, A Veses, M S Callén, T García. Kinetic study for the co-pyrolysis of lignocellulosic biomass and plastics using the distributed activation energy model. Energy, 2018, 165: 731–742 https://doi.org/10.1016/j.energy.2018.09.133
35
J N V Salvilla, B I G Ofrasio, A P Rollon, F G Manegdeg, R R M Abarca, M D G de Luna. Synergistic co-pyrolysıs of polyolefin plastics with wood and agricultural wastes for biofuel production. Applied Energy, 2020, 279: 115668 https://doi.org/10.1016/j.apenergy.2020.115668
36
L Wang, M Chai, R Liu, J Cai. Synergetic effects during co-pyrolysis of biomass and waste tire: a study on product distribution and reaction kinetics. Bioresource Technology, 2018, 268: 363–370 https://doi.org/10.1016/j.biortech.2018.07.153
37
K B Ansari, S Z Hassan, R Bhoi, E Ahmad. Co-pyrolysis of biomass and plastic wastes: a review on reactants synergy, catalyst impact, process parameter, hydrocarbon fuel potential, COVID-19. Journal of Environmental Chemical Engineering, 2021, 9(6): 106436 https://doi.org/10.1016/j.jece.2021.106436
38
P Roy, G Dias. Prospects for pyrolysis technologies in the bioenergy sector: a review. Renewable & Sustainable Energy Reviews, 2017, 77: 59–69 https://doi.org/10.1016/j.rser.2017.03.136
T Y A Fahmy, Y Fahmy, F Mobarak, M El-Sakhawy, R E Abou-Zeid. Biomass pyrolysis: past, present, and future. Environment, Development and Sustainability, 2020, 22(1): 17–32 https://doi.org/10.1007/s10668-018-0200-5
41
S Papari, K Hawboldt. A review on the pyrolysis of woody biomass to bio-oil: focus on kinetic models. Renewable & Sustainable Energy Reviews, 2015, 52: 1580–1595 https://doi.org/10.1016/j.rser.2015.07.191
42
G Perkins, T Bhaskar, M Konarova. Process development status of fast pyrolysis technologies for the manufacture of renewable transport fuels from biomass. Renewable & Sustainable Energy Reviews, 2018, 90: 292–315 https://doi.org/10.1016/j.rser.2018.03.048
43
S Y Foong, R K Liew, Y Yang, Y W Cheng, P N Y Yek, W A Wan Mahari, X Y Lee, C S Han, D V N Vo, Q Van Le, M Aghbashlo, M Tabatabaei, C Sonne, W Peng, S S Lam. Valorization of biomass waste to engineered activated biochar by microwave pyrolysis: progress, challenges, and future directions. Chemical Engineering Journal, 2020, 389: 124401 https://doi.org/10.1016/j.cej.2020.124401
44
F M Tsai, T D Bui, M L Tseng, M K Lim, J Hu. Municipal solid waste management in a circular economy: a data-driven bibliometric analysis. Journal of Cleaner Production, 2020, 275: 124132 https://doi.org/10.1016/j.jclepro.2020.124132
45
P Andreo-Martínez, V M Ortiz-Martínez, N García-Martínez, los Ríos A P de, F J Hernández-Fernández, J Quesada-Medina. Production of biodiesel under supercritical conditions: state of the art and bibliometric analysis. Applied Energy, 2020, 264: 114753 https://doi.org/10.1016/j.apenergy.2020.114753
46
M Losse, M Geissdoerfer. Mapping socially responsible investing: a bibliometric and citation network analysis. Journal of Cleaner Production, 2021, 296: 126376 https://doi.org/10.1016/j.jclepro.2021.126376
47
J Murillo, L M Villegas, L M Ulloa-Murillo, A R Rodríguez. Recent trends on omics and bioinformatics approaches to study SARS-CoV-2: a bibliometric analysis and mini-review. Computers in Biology and Medicine, 2021, 128: 104162 https://doi.org/10.1016/j.compbiomed.2020.104162
48
G Bensidhom, A Ben Hassen Trabelsi, M A mahmood, S Ceylan. mahmood M A, Ceylan S. Insights into pyrolytic feedstock potential of date palm industry wastes: kinetic study and product characterization. Fuel, 2021, 285: 119096 https://doi.org/10.1016/j.fuel.2020.119096
49
A Domínguez, J A Menéndez, M Inguanzo, J J Pis. Investigations into the characteristics of oils produced from microwave pyrolysis of sewage sludge. Fuel Processing Technology, 2005, 86(9): 1007–1020 https://doi.org/10.1016/j.fuproc.2004.11.009
50
P Ghodke, R N Mandapati. Investigation of particle level kinetic modeling for babul wood pyrolysis. Fuel, 2019, 236: 1008–1017 https://doi.org/10.1016/j.fuel.2018.09.084
51
S R Naqvi, R Tariq, Z Hameed, I Ali, S A Taqvi, M Naqvi, M B K Niazi, T Noor, W Farooq. Pyrolysis of high-ash sewage sludge: thermo-kinetic study using TGA and artificial neural networks. Fuel, 2018, 233: 529–538 https://doi.org/10.1016/j.fuel.2018.06.089
52
J P Polin, H D Carr, L E Whitmer, R G Smith, R C Brown. Conventional and autothermal pyrolysis of corn stover: overcoming the processing challenges of high-ash agricultural residues. Journal of Analytical and Applied Pyrolysis, 2019, 143: 104679 https://doi.org/10.1016/j.jaap.2019.104679
53
R K Singh, D Pandey, T Patil, A N Sawarkar. Pyrolysis of banana leaves biomass: physico-chemical characterization, thermal decomposition behavior, kinetic and thermodynamic analyses. Bioresource Technology, 2020, 310: 123464 https://doi.org/10.1016/j.biortech.2020.123464
54
A Tabal, A Barakat, A Aboulkas, K El harfi. Pyrolysis of ficus nitida wood: determination of kinetic and thermodynamic parameters. Fuel, 2021, 283: 119253 https://doi.org/10.1016/j.fuel.2020.119253
55
Z Ding, H Chen, J Liu, H Cai, F Evrendilek, M Buyukada. Pyrolysis dynamics of two medical plastic wastes: drivers, behaviors, evolved gases, reaction mechanisms, and pathways. Journal of Hazardous Materials, 2021, 402: 123472 https://doi.org/10.1016/j.jhazmat.2020.123472
56
S Honus, S Kumagai, G Fedorko, V Molnár, T Yoshioka. Pyrolysis gases produced from individual and mixed PE, PP, PS, PVC, and PET—Part I: Production and physical properties. Fuel, 2018, 221: 346–360 https://doi.org/10.1016/j.fuel.2018.02.074
57
W Jeon, Y D Kim, K H Lee. A comparative study on pyrolysis of bundle and fluffy shapes of waste packaging plastics. Fuel, 2021, 283: 119260 https://doi.org/10.1016/j.fuel.2020.119260
58
S Jung, S Lee, X Dou, E E Kwon. Valorization of disposable COVID-19 mask through the thermo-chemical process. Chemical Engineering Journal, 2021, 405: 126658 https://doi.org/10.1016/j.cej.2020.126658
59
G K Parku, F X Collard, J F Görgens. Pyrolysis of waste polypropylene plastics for energy recovery: influence of heating rate and vacuum conditions on composition of fuel product. Fuel Processing Technology, 2020, 209: 106522 https://doi.org/10.1016/j.fuproc.2020.106522
60
F Xu, B Wang, D Yang, J Hao, Y Qiao, Y Tian. Thermal degradation of typical plastics under high heating rate conditions by TG-FTIR: pyrolysis behaviors and kinetic analysis. Energy Conversion and Management, 2018, 171: 1106–1115 https://doi.org/10.1016/j.enconman.2018.06.047
61
Y K Park, J M Ha, S Oh, J Lee. Bio-oil upgrading through hydrogen transfer reactions in supercritical solvents. Chemical Engineering Journal, 2021, 404: 126527 https://doi.org/10.1016/j.cej.2020.126527
62
D Kwon, S Jung, K Y A Lin, Y F Tsang, Y K Park, E E Kwon. Synergistic effects of CO2 on complete thermal degradation of plastic waste mixture through a catalytic pyrolysis platform: a case study of disposable diaper. Journal of Hazardous Materials, 2021, 419: 126537 https://doi.org/10.1016/j.jhazmat.2021.126537
63
W A Wan Mahari, S Awang, N A Z Zahariman, W Peng, M Man, Y K Park, J Lee, C Sonne, S S Lam. Microwave co-pyrolysis for simultaneous disposal of environmentally hazardous hospital plastic waste, lignocellulosic, and triglyceride biowaste. Journal of Hazardous Materials, 2022, 423: 127096 https://doi.org/10.1016/j.jhazmat.2021.127096
64
Y K Park, B Lee, H W Lee, A Watanabe, J Jae, Y F Tsang, Y M Kim. Co-feeding effect of waste plastic films on the catalytic pyrolysis of Quercus variabilis over microporous HZSM-5 and HY catalysts. Chemical Engineering Journal, 2019, 378: 122151 https://doi.org/10.1016/j.cej.2019.122151
65
Y Hu, W Yu, H Wibowo, Y Xia, Y Lu, M Yan. Effect of catalysts on distribution of polycyclic-aromatic hydrocarbon (PAHs) in bio-oils from the pyrolysis of dewatered sewage sludge at high and low temperatures. Science of the Total Environment, 2019, 667: 263–270 https://doi.org/10.1016/j.scitotenv.2019.02.320
66
X Zhang, H Lei, L Zhu, X Zhu, M Qian, G Yadavalli, J Wu, S Chen. Thermal behavior and kinetic study for catalytic co-pyrolysis of biomass with plastics. Bioresource Technology, 2016, 220: 233–238 https://doi.org/10.1016/j.biortech.2016.08.068
67
X Lin, Z Zhang, Q Wang, J Sun. Interactions between biomass-derived components and polypropylene during wood-plastic composite pyrolysis. Biomass Conversion and Biorefinery, 2020, 12(8): 3345–3357 https://doi.org/10.1007/s13399-020-00861-4
68
E Önal, B B Uzun, A E Pütün. Bio-oil production via co-pyrolysis of almond shell as biomass and high density polyethylene. Energy Conversion and Management, 2014, 78: 704–710 https://doi.org/10.1016/j.enconman.2013.11.022
69
J Sun, J Luo, J Lin, R Ma, S Sun, L Fang, H Li. Study of co-pyrolysis endpoint and product conversion of plastic and biomass using microwave thermogravimetric technology. Energy, 2022, 247: 123547 https://doi.org/10.1016/j.energy.2022.123547
70
J Yang, J Rizkiana, W B Widayatno, S Karnjanakom, M Kaewpanha, X Hao, A Abudula, G Guan. Fast co-pyrolysis of low density polyethylene and biomass residue for oil production. Energy Conversion and Management, 2016, 120: 422–429 https://doi.org/10.1016/j.enconman.2016.05.008
71
D Ojha, S Shukla, S Raghunath, R S Sachin, R Vinu. Understanding the interactions between cellulose and polypropylene during fast co-pyrolysis via experiments and DFT calculations. Chemical Engineering Transactions, 2016, 50: 67–72
72
B B Uzoejinwa, X He, S Wang, A El-Fatah Abomohra, Y Hu, Q Wang. Co-pyrolysis of biomass and waste plastics as a thermochemical conversion technology for high-grade biofuel production: recent progress and future directions elsewhere worldwide. Energy Conversion and Management, 2018, 163: 468–492 https://doi.org/10.1016/j.enconman.2018.02.004
73
X Lin, L Kong, X Ren, D Zhang, H Cai, H Lei. Catalytic co-pyrolysis of torrefied poplar wood and high-density polyethylene over hierarchical HZSM-5 for mono-aromatics production. Renewable Energy, 2021, 164: 87–95 https://doi.org/10.1016/j.renene.2020.09.071
74
R Pogaku, B S Hardinge, H Vuthaluru, H A Amir. Production of bio-oil from oil palm empty fruit bunch by catalytic fast pyrolysis: a review. Biofuels, 2016, 7(6): 647–660 https://doi.org/10.1080/17597269.2016.1187539
75
L Dai, N Zhou, H Li, W Deng, Y Cheng, Y Wang, Y Liu, K Cobb, H Lei, P Chen, R Ruan. Recent advances in improving lignocellulosic biomass-based bio-oil production. Journal of Analytical and Applied Pyrolysis, 2020, 149: 104845 https://doi.org/10.1016/j.jaap.2020.104845
76
H Yang, R Yan, T Chin, D T Liang, H Chen, C Zheng. Thermogravimetric analysis-fourier transform infrared analysis of palm oil waste pyrolysis. Energy & Fuels, 2004, 18(6): 1814–1821 https://doi.org/10.1021/ef030193m
77
H V Ly, J W Park, S S Kim, H T Hwang, J Kim, H C Woo. Catalytic pyrolysis of bamboo in a bubbling fluidized-bed reactor with two different catalysts: HZSM-5 and red mud for upgrading bio-oil. Renewable Energy, 2020, 149: 1434–1445 https://doi.org/10.1016/j.renene.2019.10.141
78
M H M Ahmed, N Batalha, H M D Mahmudul, G Perkins, M Konarova. A review on advanced catalytic co-pyrolysis of biomass and hydrogen-rich feedstock: insights into synergistic effect, catalyst development and reaction mechanism. Bioresource Technology, 2020, 310: 123457 https://doi.org/10.1016/j.biortech.2020.123457
79
X Jin, J H Lee, J W Choi. Catalytic co-pyrolysis of woody biomass with waste plastics: effects of HZSM-5 and pyrolysis temperature on producing high-value pyrolytic products and reducing wax formation. Energy, 2022, 239: 121739 https://doi.org/10.1016/j.energy.2021.121739
80
D K Ratnasari, M A Nahil, P T Williams. Catalytic pyrolysis of waste plastics using staged catalysis for production of gasoline range hydrocarbon oils. Journal of Analytical and Applied Pyrolysis, 2017, 124: 631–637 https://doi.org/10.1016/j.jaap.2016.12.027
81
Z Li, Z Zhong, B Zhang, W Wang, G V S Seufitelli, F L P Resende. Catalytic fast co-pyrolysis of waste greenhouse plastic films and rice husk using hierarchical micro-mesoporous composite molecular sieve. Waste Management, 2020, 102: 561–568 https://doi.org/10.1016/j.wasman.2019.11.012
82
Y Zhao, Y Wang, D Duan, R Ruan, L Fan, Y Zhou, L Dai, J Lv, Y Liu. Fast microwave-assisted ex-catalytic co-pyrolysis of bamboo and polypropylene for bio-oil production. Bioresource Technology, 2018, 249: 69–75 https://doi.org/10.1016/j.biortech.2017.09.184
83
Z Cao, J Niu, Y Gu, R Zhang, Y Liu, L Luo. Catalytic pyrolysis of rice straw: screening of various metal salts, metal basic oxide, acidic metal oxide and zeolite catalyst on products yield and characterization. Journal of Cleaner Production, 2020, 269: 122079 https://doi.org/10.1016/j.jclepro.2020.122079
84
X Chen, Y Chen, H Yang, W Chen, X Wang, H Chen. Fast pyrolysis of cotton stalk biomass using calcium oxide. Bioresource Technology, 2017, 233: 15–20 https://doi.org/10.1016/j.biortech.2017.02.070
85
Y Y Chong, S Thangalazhy-Gopakumar, H K Ng, L Y Lee, S Gan. Effect of oxide catalysts on the properties of bio-oil from in-situ catalytic pyrolysis of palm empty fruit bunch fiber. Journal of Environmental Management, 2019, 247: 38–45 https://doi.org/10.1016/j.jenvman.2019.06.049
86
S Kim, C Park, J Lee. Reduction of polycyclic compounds and biphenyls generated by pyrolysis of industrial plastic waste by using supported metal catalysts: a case study of polyethylene terephthalate treatment. Journal of Hazardous Materials, 2020, 392: 122464 https://doi.org/10.1016/j.jhazmat.2020.122464
87
X Lin, Z Zhang, Z Zhang, J Sun, Q Wang, C U Pittman. Catalytic fast pyrolysis of a wood-plastic composite with metal oxides as catalysts. Waste Management, 2018, 79: 38–47 https://doi.org/10.1016/j.wasman.2018.07.021
88
S Y Teng, A C M Loy, W D Leong, B S How, B L F Chin, V Máša. Catalytic thermal degradation of Chlorella vulgaris: evolving deep neural networks for optimization. Bioresource Technology, 2019, 292: 121971 https://doi.org/10.1016/j.biortech.2019.121971
89
S Thangalazhy-Gopakumar, C Wei Lee, S Gan, H Kiat Ng, L Yee Lee. Comparison of bio-oil properties from non-catalytic and in-situ catalytic fast pyrolysis of palm empty fruit bunch. Materials Today: Proceedings, 2018, 5(11): 23456–23465 https://doi.org/10.1016/j.matpr.2018.11.088
90
L W Chow, S A Tio, J Y Teoh, C G Lim, Y Y Chong, S Thangalazhy-Gopakumar. Sludge as a relinquishing catalyst in co-pyrolysis with palm empty fruit bunch fiber. Journal of Analytical and Applied Pyrolysis, 2018, 132: 56–64 https://doi.org/10.1016/j.jaap.2018.03.015
91
J Y Jeong, U D Lee, W S Chang, S H Jeong. Production of bio-oil rich in acetic acid and phenol from fast pyrolysis of palm residues using a fluidized bed reactor: influence of activated carbons. Bioresource Technology, 2016, 219: 357–364 https://doi.org/10.1016/j.biortech.2016.07.107
92
A C M Loy, D K W Gan, S Yusup, B L F Chin, M K Lam, M Shahbaz, P Unrean, M N Acda, E Rianawati. Thermogravimetric kinetic modelling of in-situ catalytic pyrolytic conversion of rice husk to bioenergy using rice hull ash catalyst. Bioresource Technology, 2018, 261: 213–222 https://doi.org/10.1016/j.biortech.2018.04.020
93
A C M Loy, S Yusup, M K Lam, B L F Chin, M Shahbaz, A Yamamoto, M N Acda. The effect of industrial waste coal bottom ash as catalyst in catalytic pyrolysis of rice husk for syngas production. Energy Conversion and Management, 2018, 165: 541–554 https://doi.org/10.1016/j.enconman.2018.03.063
94
D M Santosa, C Zhu, F A Agblevor, B Maddi, B Q Roberts, I V Kutnyakov, S J Lee, H Wang. In situ catalytic fast pyrolysis using red mud catalyst: impact of catalytic fast pyrolysis temperature and biomass feedstocks. ACS Sustainable Chemistry & Engineering, 2020, 8(13): 5156–5164 https://doi.org/10.1021/acssuschemeng.9b07439
95
Q Dong, H Li, M Niu, C Luo, J Zhang, B Qi, X Li, W Zhong. Microwave pyrolysis of moso bamboo for syngas production and bio-oil upgrading over bamboo-based biochar catalyst. Bioresource Technology, 2018, 266: 284–290 https://doi.org/10.1016/j.biortech.2018.06.104
96
W Chen, Y Fang, K Li, Z Chen, M Xia, M Gong, Y Chen, H Yang, X Tu, H Chen. Bamboo wastes catalytic pyrolysis with N-doped biochar catalyst for phenols products. Applied Energy, 2020, 260: 114242 https://doi.org/10.1016/j.apenergy.2019.114242
97
Y An, A Tahmasebi, X Zhao, T Matamba, J Yu. Catalytic reforming of palm kernel shell microwave pyrolysis vapors over iron-loaded activated carbon: enhanced production of phenol and hydrogen. Bioresource Technology, 2020, 306: 123111 https://doi.org/10.1016/j.biortech.2020.123111
98
P Gaurh, H Pramanik. Production of benzene/toluene/ethyl benzene/xylene (BTEX) via multiphase catalytic pyrolysis of hazardous waste polyethylene using low cost fly ash synthesized natural catalyst. Waste Management, 2018, 77: 114–130 https://doi.org/10.1016/j.wasman.2018.05.013
99
W Luo, Z Fan, J Wan, Q Hu, H Dong, X Zhang, Z Zhou. Study on the reusability of kaolin as catalysts for catalytic pyrolysis of low-density polyethylene. Fuel, 2021, 302: 121164 https://doi.org/10.1016/j.fuel.2021.121164
100
P Nalluri, P Prem Kumar, M R Ch Sastry. Experimental study on catalytic pyrolysis of plastic waste using low cost catalyst. Materials Today: Proceedings, 2021, 45: 7216–7221 https://doi.org/10.1016/j.matpr.2021.02.478
101
D Xu, Y Xiong, S Zhang, Y Su. The synergistic mechanism between coke depositions and gas for H2 production from co-pyrolysis of biomass and plastic wastes via char supported catalyst. Waste Management, 2021, 121: 23–32 https://doi.org/10.1016/j.wasman.2020.11.044
102
D Zhang, X Lin, Q Zhang, X Ren, W Yu, H Cai. Catalytic pyrolysis of wood-plastic composite waste over activated carbon catalyst for aromatics production: effect of preparation process of activated carbon. Energy, 2020, 212: 118983 https://doi.org/10.1016/j.energy.2020.118983
103
G Chang, P Shi, Y Guo, L Wang, C Wang, Q Guo. Enhanced pyrolysis of palm kernel shell wastes to bio-based chemicals and syngas using red mud as an additive. Journal of Cleaner Production, 2020, 272: 122847 https://doi.org/10.1016/j.jclepro.2020.122847
104
R K Singh, T Patil, A N Sawarkar. Pyrolysis of garlic husk biomass: physico-chemical characterization, thermodynamic and kinetic analyses. Bioresource Technology Reports, 2020, 12: 100558 https://doi.org/10.1016/j.biteb.2020.100558
105
N Sbirrazzuoli. Determination of pre-exponential factors and of the mathematical functions f(α) or G(α) that describe the reaction mechanism in a model-free way. Thermochimica Acta, 2013, 564: 59–69 https://doi.org/10.1016/j.tca.2013.04.015
106
Ahmad M Sajjad, H Liu, H Alhumade, Tahir M Hussain, G Çakman, A Yıldız, S Ceylan, A Elkamel, B Shen. A modified DAEM: to study the bioenergy potential of invasive Staghorn sumac through pyrolysis, ANN, TGA, kinetic modeling, FTIR and GC-MS analysis. Energy Conversion and Management, 2020, 221: 113173 https://doi.org/10.1016/j.enconman.2020.113173
107
S Hameed, A Sharma, V Pareek, H Wu, Y Yu. A review on biomass pyrolysis models: kinetic, network and mechanistic models. Biomass and Bioenergy, 2019, 123: 104–122 https://doi.org/10.1016/j.biombioe.2019.02.008
108
E Cano-Pleite, M Rubio-Rubio, N García-Hernando, A Soria-Verdugo. Microalgae pyrolysis under isothermal and non-isothermal conditions. Algal Research, 2020, 51: 102031 https://doi.org/10.1016/j.algal.2020.102031
109
Y Ding, W Zhang, L Yu, K Lu. The accuracy and efficiency of GA and PSO optimization schemes on estimating reaction kinetic parameters of biomass pyrolysis. Energy, 2019, 176: 582–588 https://doi.org/10.1016/j.energy.2019.04.030
110
M Aghbashlo, F Almasi, A Jafari, M H Nadian, S Soltanian, S S Lam, M Tabatabaei. Describing biomass pyrolysis kinetics using a generic hybrid intelligent model: a critical stage in sustainable waste-oriented biorefineries. Renewable Energy, 2021, 170: 81–91 https://doi.org/10.1016/j.renene.2021.01.111
111
A I Ferreiro, M Rabaçal, M Costa. A combined genetic algorithm and least squares fitting procedure for the estimation of the kinetic parameters of the pyrolysis of agricultural residues. Energy Conversion and Management, 2016, 125: 290–300 https://doi.org/10.1016/j.enconman.2016.04.104
112
Y Ding, Y Zhang, J Zhang, R Zhou, Z Ren, H Guo. Kinetic parameters estimation of pinus sylvestris pyrolysis by Kissinger–Kai method coupled with particle swarm optimization and global sensitivity analysis. Bioresource Technology, 2019, 293: 122079 https://doi.org/10.1016/j.biortech.2019.122079
113
M Buyukada. Co-combustion of peanut hull and coal blends: artificial neural networks modeling, particle swarm optimization and Monte Carlo simulation. Bioresource Technology, 2016, 216: 280–286 https://doi.org/10.1016/j.biortech.2016.05.091
114
L Xu, Y Jiang, L Wang. Thermal decomposition of rape straw: pyrolysis modeling and kinetic study via particle swarm optimization. Energy Conversion and Management, 2017, 146: 124–133 https://doi.org/10.1016/j.enconman.2017.05.020
115
M Majid, B L F Chin, Z A Jawad, Y H Chai, M K Lam, S Yusup, K W Cheah. Particle swarm optimization and global sensitivity analysis for catalytic co-pyrolysis of Chlorella vulgaris and plastic waste mixtures. Bioresource Technology, 2021, 329: 124874 https://doi.org/10.1016/j.biortech.2021.124874
116
Q Y Duan, V K Gupta, S Sorooshian. Shuffled complex evolution approach for effective and efficient global minimization. Journal of Optimization Theory and Applications, 1993, 76(3): 501–521 https://doi.org/10.1007/BF00939380
117
Y Ding, J Zhang, Q He, B Huang, S Mao. The application and validity of various reaction kinetic models on woody biomass pyrolysis. Energy, 2019, 179: 784–791 https://doi.org/10.1016/j.energy.2019.05.021
118
Y Ding, C Wang, M Chaos, R Chen, S Lu. Estimation of beech pyrolysis kinetic parameters by Shuffled Complex Evolution. Bioresource Technology, 2016, 200: 658–665 https://doi.org/10.1016/j.biortech.2015.10.082
119
H Liu, B Chen, C Wang. Pyrolysis kinetics study of biomass waste using Shuffled Complex Evolution algorithm. Fuel Processing Technology, 2020, 208: 106509 https://doi.org/10.1016/j.fuproc.2020.106509
120
L Hasalová, J Ira, M Jahoda. Practical observations on the use of Shuffled Complex Evolution (SCE) algorithm for kinetic parameters estimation in pyrolysis modeling. Fire Safety Journal, 2016, 80: 71–82 https://doi.org/10.1016/j.firesaf.2016.01.007
121
M Al-Yaari, D Ibrahim. Application of artificial neural networks to predict the catalytic pyrolysis of HDPE using non-isothermal TGA data. Polymers, 2020, 12(8): 1813 https://doi.org/10.3390/polym12081813
122
H Bi, C Wang, X Jiang, C Jiang, L Bao, Q Lin. Thermodynamics, kinetics, gas emissions and artificial neural network modeling of co-pyrolysis of sewage sludge and peanut shell. Fuel, 2021, 284: 118988 https://doi.org/10.1016/j.fuel.2020.118988
123
H K Balsora, K S, V Dua, J B Joshi, G Kataria, A Sharma, A G Chakinala. Machine learning approach for the prediction of biomass pyrolysis kinetics from preliminary analysis. Journal of Environmental Chemical Engineering, 2022, 10(3): 108025 https://doi.org/10.1016/j.jece.2022.108025
124
J T Bong, A C M Loy, B L F Chin, M K Lam, D K H Tang, H Y Lim, Y H Chai, S Yusup. Artificial neural network approach for co-pyrolysis of Chlorella vulgaris and peanut shell binary mixtures using microalgae ash catalyst. Energy, 2020, 207: 118289 https://doi.org/10.1016/j.energy.2020.118289
125
P A Alaba, S I Popoola, F Abnisal, C S Lee, O S Ohunakin, E Adetiba, M B Akanle, M F Abdul Patah, A A A Atayero, W M A Wan Daud. Thermal decomposition of rice husk: a comprehensive artificial intelligence predictive model. Journal of Thermal Analysis and Calorimetry, 2020, 140(4): 1811–1823 https://doi.org/10.1007/s10973-019-08915-0
126
X Zhu, Y Li, X Wang. Machine learning prediction of biochar yield and carbon contents in biochar based on biomass characteristics and pyrolysis conditions. Bioresource Technology, 2019, 288: 121527 https://doi.org/10.1016/j.biortech.2019.121527
127
H Li, Q Xu, K Xiao, J Yang, S Liang, J Hu, H Hou, B Liu. Predicting the higher heating value of syngas pyrolyzed from sewage sludge using an artificial neural network. Environmental Science and Pollution Research International, 2020, 27(1): 785–797 https://doi.org/10.1007/s11356-019-06885-2
128
J K Whiteman, E B Gueguim Kana. Comparative assessment of the artificial neural network and response surface modelling efficiencies for biohydrogen production on sugar cane molasses. BioEnergy Research, 2014, 7(1): 295–305 https://doi.org/10.1007/s12155-013-9375-7
129
Y Zhang, M S Ahmad, B Shen, P Yuan, I A Shah, Q Zhu, M Ibrahim, A Bokhari, J J Klemeš, A Elkamel. Co-pyrolysis of lychee and plastic waste as a source of bioenergy through kinetic study and thermodynamic analysis. Energy, 2022, 256: 124678 https://doi.org/10.1016/j.energy.2022.124678
130
D K W Gan, A C M Loy, B L F Chin, S Yusup, P Unrean, E Rianawati, M N Acda. Kinetics and thermodynamic analysis in one-pot pyrolysis of rice hull using renewable calcium oxide based catalysts. Bioresource Technology, 2018, 265: 180–190 https://doi.org/10.1016/j.biortech.2018.06.003
131
M J B Fong, A C M Loy, B L F Chin, M K Lam, S Yusup, Z A Jawad. Catalytic pyrolysis of Chlorella vulgaris: kinetic and thermodynamic analysis. Bioresource Technology, 2019, 289: 121689 https://doi.org/10.1016/j.biortech.2019.121689
132
R Kumar Mishra, K Mohanty. Co-pyrolysis of waste biomass and waste plastics (polystyrene and waste nitrile gloves) into renewable fuel and value-added chemicals. Carbon Resources Conversion, 2020, 3: 145–155 https://doi.org/10.1016/j.crcon.2020.11.001
133
F Abnisa, W M A Wan Daud. A review on co-pyrolysis of biomass: an optional technique to obtain a high-grade pyrolysis oil. Energy Conversion and Management, 2014, 87: 71–85 https://doi.org/10.1016/j.enconman.2014.07.007
134
J Scheirs. Feedstock recycling and pyrolysis of waste plastics. Manhattan: John Wiley & Sons Inc., 2006, 381–433
135
S M Gouws, M Carrier, J R Bunt, H W J P Neomagus. Co-pyrolysis of coal and raw/torrefied biomass: a review on chemistry, kinetics and implementation. Renewable & Sustainable Energy Reviews, 2021, 135: 110189 https://doi.org/10.1016/j.rser.2020.110189
136
J Lede. Biomass fast pyrolysis reactors: a review of a few scientific challenges and of related recommended research topics. Oil & Gas Science and Technology, 2013, 68(5): 801–814 https://doi.org/10.2516/ogst/2013108
137
R Venderbosch, W Prins. Fast pyrolysis technology development. Biofuels, Bioproducts & Biorefining, 2010, 4(2): 178–208 https://doi.org/10.1002/bbb.205
138
S Yousef, J Eimontas, I Stasiulaitiene, K Zakarauskas, N Striūgas. Pyrolysis of all layers of surgical mask waste as a mixture and its life-cycle assessment. Sustainable Production and Consumption, 2022, 32: 519–531 https://doi.org/10.1016/j.spc.2022.05.011
139
P Brassard, S Godbout, L Hamelin. Framework for consequential life cycle assessment of pyrolysis biorefineries: a case study for the conversion of primary forestry residues. Renewable & Sustainable Energy Reviews, 2021, 138: 110549 https://doi.org/10.1016/j.rser.2020.110549
140
S Neha, K Prasanna Kumar Ramesh, N Remya. Techno-economic analysis and life cycle assessment of microwave co-pyrolysis of food waste and low-density polyethylene. Sustainable Energy Technologies and Assessments, 2022, 52: 102356 https://doi.org/10.1016/j.seta.2022.102356
141
V V Joshi, G Swaminathan, S P S Prabhakaran. Life cycle assessment of the co-combustion system of single-use plastic waste and lignite coal to promote circular economy. Journal of Cleaner Production, 2021, 329: 129579 https://doi.org/10.1016/j.jclepro.2021.129579