Skip to main content
Log in

Determination of optimized process variables using RSM-BBD for the production of biochar derived from mustard straws

  • Original Article
  • Published:
Biomass Conversion and Biorefinery Aims and scope Submit manuscript

Abstract

Biomass and biochar has recently been the subject of extensive investigation since they offer various advantages for many engineering problems. The synthesis of biochar from biomass depends both on the nature of feed as well as on the production procedure adopted. As a result, there is an extensive research gap available to obtain the optimum condition for evaluating a comprehensive roadmap for producing biochar. The present work explores the designing and optimization of four parameters, namely pyrolysis temperature, time, heating rate, and gas flow rates for the production of mustard straw biochar (MSB) through slow pyrolysis under the inert atmospheres of nitrogen (N2) and carbon dioxide (CO2). Response Surfaces Methodology with full factorial Box-Behnken design (RSM-BBD) of trials were used to assess the impact of parameters and determine their optimum conditions. In order to maximize the impact on physio-chemical properties of MSB, the following range of parameters are taken; pyrolysis temperature (400-10000C), time (30–180 min), heating rate (3-70C/min), and gas flowrate (50–200 cc/min) and their responses are evaluated on mustard biochar yield, pH, and electrical conductivity (EC). Multiple responses optimization using the desirability function was applied under both environments. The prepared samples of MSB in N2 and CO2 environment (referred as MSBN and MSBC respectively) were characterized using CHNS, FE-SEM, XRD, FT-IR, and BET on the optimal response for MSB. Based on the results, it was observed that MSBC had a greater surface area and is more porous, due to which it offers higher potential in many real-world applications. The study showed that a stable and porous MSB can be obtained using pressured pyrolysis of biomass in a CO2 atmosphere. The present study’s findings can be the first to offer a better recipe for MSB production under various conditions using RSM-BBD, given that sharp discrepancies exist in biochar properties due to variations in the production conditions.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13

Similar content being viewed by others

Data availability

Data will be made available on request.

References

  1. ONU (2015) World population prospects 2015 - Data Booklet (ST/ESA/SER.A/377). https://population.un.org/wpp/publications/files/key_findings_wpp_2015.pdf

  2. Palanikumar K, Davim JP (2013) Electrical discharge machining: study on machining characteristics of WC/Co composites. Woodhead Publishing Limited

    Google Scholar 

  3. Li Y, Wang Y, Chai M et al (2023) Pyrolysis kinetics and thermodynamic parameters of bamboo residues and its three main components using thermogravimetric analysis. Biomass Bioenerg 170:106705. https://doi.org/10.1016/j.biombioe.2023.106705

    Article  Google Scholar 

  4. Silitonga AS, Atabani AE, Mahlia TMI et al (2011) A review on prospect of Jatropha curcas for biodiesel in Indonesia. Renew Sustain Energy Rev 15:3733–3756. https://doi.org/10.1016/j.rser.2011.07.011

    Article  Google Scholar 

  5. Bamisaye A, Rapheal IA (2021) Effect of binder type on the NaOH-treated briquettes produced from banana leaves. Biomass Convers Biorefinery. https://doi.org/10.1007/s13399-021-01771-9

    Article  Google Scholar 

  6. Enweremadu CC, Mbarawa MM (2009) Technical aspects of production and analysis of biodiesel from used cooking oil-A review. Renew Sustain Energy Rev 13:2205–2224. https://doi.org/10.1016/j.rser.2009.06.007

    Article  Google Scholar 

  7. Tripathi M, Sahu JN, Ganesan P (2016) Effect of process parameters on production of biochar from biomass waste through pyrolysis: A review. Renew Sustain Energy Rev 55:467–481. https://doi.org/10.1016/j.rser.2015.10.122

    Article  Google Scholar 

  8. Aktar S, Hossain MA, Rathnayake N et al (2022) Effects of temperature and carrier gas on physico-chemical properties of biochar derived from biosolids. J Anal Appl Pyrolysis 164:105542. https://doi.org/10.1016/j.jaap.2022.105542

    Article  Google Scholar 

  9. Yang Y, Meehan B, Shah K, et al (2018) Physicochemical properties of biochars produced from biosolids in Victoria, Australia. Int J Environ Res Public Health 15. https://doi.org/10.3390/ijerph15071459

  10. Singh N, Singhania RR, Nigam PS et al (2022) Global status of lignocellulosic biorefinery: Challenges and perspectives. Bioresour Technol 344:126415. https://doi.org/10.1016/j.biortech.2021.126415

    Article  Google Scholar 

  11. Suresh S, Viswanathan V, Angamuthu M, et al (2021) Lignin waste processing into solid, liquid, and gaseous fuels: a comprehensive review. Biomass Convers Biorefinery 4515–4553. https://doi.org/10.1007/s13399-021-01497-8

  12. Trivedi Y, Sharma M, Sharma A (2022) Surface modification of mustard husk char to enhance its adsorption properties. Mater Today Proc 76:29–35. https://doi.org/10.1016/j.matpr.2022.08.391

    Article  Google Scholar 

  13. Chabhadiya K, Srivastava RR, Pathak P (2021) Growth projections against set-target of renewable energy and resultant impact on emissions reduction in India. Environ Eng Res 26:1–11. https://doi.org/10.4491/eer.2020.083

    Article  Google Scholar 

  14. Rathore NS, Pawar A, Panwar NL (2021) Kinetic analysis and thermal degradation study on wheat straw and its biochar from vacuum pyrolysis under non-isothermal condition. Biomass Convers Biorefinery. https://doi.org/10.1007/s13399-021-01360-w

    Article  Google Scholar 

  15. Sarker TR, Nanda S, Dalai AK (2023) Parametric studies on hydrothermal gasification of biomass pellets using Box-Behnken experimental design to produce fuel gas and hydrochar. J Clean Prod 388:135804. https://doi.org/10.1016/j.jclepro.2022.135804

    Article  Google Scholar 

  16. Pawar A, Panwar NL, Salvi BL (2020) Comprehensive review on pyrolytic oil production, upgrading and its utilization. J Mater Cycles Waste Manag 22:1712–1722. https://doi.org/10.1007/s10163-020-01063-w

    Article  Google Scholar 

  17. Lehmann J, Gaunt J, Rondon M (2006) Bio-char sequestration in terrestrial ecosystems - A review. Mitig Adapt Strateg Glob Chang 11:403–427. https://doi.org/10.1007/s11027-005-9006-5

    Article  Google Scholar 

  18. Tian S, Tan Z, Kasiulienė A, Ai P (2017) Transformation mechanism of nutrient elements in the process of biochar preparation for returning biochar to soil. Chin J Chem Eng 25:477–486. https://doi.org/10.1016/j.cjche.2016.09.009

    Article  Google Scholar 

  19. Das SK, Ghosh GK, Avasthe R (2023) Application of biochar in agriculture and environment, and its safety issues. Biomass Convers Biorefinery 13:1359–1369. https://doi.org/10.1007/s13399-020-01013-4

    Article  Google Scholar 

  20. Aninda Dhar S, Us Sakib T, Naher Hilary L (2022) Effects of pyrolysis temperature on production and physicochemical characterization of biochar derived from coconut fiber biomass through slow pyrolysis process. Biomass Convers Biorefinery 12:2631–2647

    Article  Google Scholar 

  21. Patel S, Kundu S, Halder P et al (2019) Thermogravimetric Analysis of biosolids pyrolysis in the presence of mineral oxides. Renew Energy 141:707–716. https://doi.org/10.1016/j.renene.2019.04.047

    Article  Google Scholar 

  22. Wang S, Zou C, Yang H et al (2021) Effects of cellulose, hemicellulose, and lignin on the combustion behaviours of biomass under various oxygen concentrations. Elsevier Ltd

    Book  Google Scholar 

  23. Ma Z, Wang J, Li C et al (2019) New sight on the lignin torrefaction pretreatment: Relevance between the evolution of chemical structure and the properties of torrefied gaseous, liquid, and solid products. Bioresour Technol 288:121528. https://doi.org/10.1016/j.biortech.2019.121528

    Article  Google Scholar 

  24. Akhtar J, Saidina Amin N (2012) A review on operating parameters for optimum liquid oil yield in biomass pyrolysis. Renew Sustain Energy Rev 16:5101–5109. https://doi.org/10.1016/j.rser.2012.05.033

    Article  Google Scholar 

  25. Lv D, Xu M, Liu X et al (2010) Effect of cellulose, lignin, alkali and alkaline earth metallic species on biomass pyrolysis and gasification. Fuel Process Technol 91:903–909. https://doi.org/10.1016/j.fuproc.2009.09.014

    Article  Google Scholar 

  26. Mašek O, Budarin V, Gronnow M et al (2013) Microwave and slow pyrolysis biochar - Comparison of physical and functional properties. J Anal Appl Pyrolysis 100:41–48. https://doi.org/10.1016/j.jaap.2012.11.015

    Article  Google Scholar 

  27. Al-Wabel MI, Al-Omran A, El-Naggar AH et al (2013) Pyrolysis temperature induced changes in characteristics and chemical composition of biochar produced from conocarpus wastes. Bioresour Technol 131:374–379. https://doi.org/10.1016/j.biortech.2012.12.165

    Article  Google Scholar 

  28. Agnihotri N, Mondal MK (2023) Process parameter variation of Melia azedarach sawdust pyrolysis for fuel properties, physicochemical characterization, and in-depth speciation analysis. Biomass Convers Biorefinery. https://doi.org/10.1007/s13399-023-04305-7

    Article  Google Scholar 

  29. Rafiq MK, Bachmann RT, Rafiq MT et al (2016) Influence of pyrolysis temperature on physico-chemical properties of corn stover (zea mays l.) biochar and feasibility for carbon capture and energy balance. PLoS One 11:1–17. https://doi.org/10.1371/journal.pone.0156894

    Article  Google Scholar 

  30. Mohan D, Kumar H, Sarswat A et al (2014) Cadmium and lead remediation using magnetic oak wood and oak bark fast pyrolysis bio-chars. Chem Eng J 236:513–528. https://doi.org/10.1016/j.cej.2013.09.057

    Article  Google Scholar 

  31. Jagnade P, Panwar NL, Agarwal C (2022) Experimental investigation of kinetic parameters of bamboo and bamboo biochar using thermogravimetric analysis under non-isothermal conditions. Bioenergy Res 1143–1155. https://doi.org/10.1007/s12155-022-10497-z

  32. Fu P, Hu S, Xiang J et al (2012) Journal of Analytical and Applied Pyrolysis Evaluation of the porous structure development of chars from pyrolysis of rice straw : Effects of pyrolysis temperature and heating rate. J Anal Appl Pyrolysis 98:177–183. https://doi.org/10.1016/j.jaap.2012.08.005

    Article  Google Scholar 

  33. Pradhan S, Shahbaz M, Abdelaal A et al (2022) Optimization of process and properties of biochar from cabbage waste by response surface methodology. Biomass Convers Biorefinery 12:5479–5491. https://doi.org/10.1007/s13399-020-01101-5

    Article  Google Scholar 

  34. Igalavithana AD, Kim KH, Jung JM et al (2019) Effect of biochars pyrolyzed in N2 and CO2, and feedstock on microbial community in metal(loid)s contaminated soils. Environ Int 126:791–801. https://doi.org/10.1016/j.envint.2019.02.061

    Article  Google Scholar 

  35. Manić N, Janković B, Stojiljković D et al (2019) Tga-Dsc-Ms Analysis of Pyrolysis Process. Therm Sci 23:1457–1472

    Article  Google Scholar 

  36. Saikia R, Baruah B, Kalita D et al (2018) Pyrolysis and kinetic analyses of a perennial grass (Saccharum ravannae L.) from north-east India: Optimization through response surface methodology and product characterization. Bioresour Technol 253:304–314. https://doi.org/10.1016/j.biortech.2018.01.054

    Article  Google Scholar 

  37. Ates F, Tezcan Un U (2013) Production of char from hornbeam sawdust and its performance evaluation in the dye removal. J Anal Appl Pyrolysis 103:159–166. https://doi.org/10.1016/j.jaap.2013.01.021

    Article  Google Scholar 

  38. Manyà JJ, Azuara M, Manso JA (2018) Biochar production through slow pyrolysis of different biomass materials: Seeking the best operating conditions. Biomass Bioenerg 117:115–123. https://doi.org/10.1016/j.biombioe.2018.07.019

    Article  Google Scholar 

  39. Igalavithana AD, Yang X, Zahra HR et al (2018) Metal(loid) immobilization in soils with biochars pyrolyzed in N2 and CO2 environments. Sci Total Environ 630:1103–1114. https://doi.org/10.1016/j.scitotenv.2018.02.185

    Article  Google Scholar 

  40. Zhao B, O’Connor D, Zhang J et al (2018) Effect of pyrolysis temperature, heating rate, and residence time on rapeseed stem derived biochar. J Clean Prod 174:977–987. https://doi.org/10.1016/j.jclepro.2017.11.013

    Article  Google Scholar 

  41. statistic_id263930_rapeseed-production-volume-worldwide-2022–2023-by-country.pdf. https://www.statista.com/statistics/263930/worldwide-production-of-rapeseed-by-country/

  42. Nawaz A, Kumar P (2021) Pyrolysis of mustard straw: Evaluation of optimum process parameters, kinetic and thermodynamic study. Bioresour Technol 340:125722. https://doi.org/10.1016/j.biortech.2021.125722

    Article  Google Scholar 

  43. Maiti S, Purakayastha S, Ghosh B (2007) Thermal characterization of mustard straw and stalk in nitrogen at different heating rates. Fuel 86:1513–1518. https://doi.org/10.1016/j.fuel.2006.11.016

    Article  Google Scholar 

  44. Ayeni AO, Adeeyo OA, Oresegun OM, Oladimeji TE (2015) Compositional analysis of lignocellulosic materials: Evaluation of an economically viable method suitable for woody and non-woody biomass. Am J Eng Res 2320–847. https://www.ajer.org/papers/v4(04)/C044014019.pdf

  45. Ververis C, Georghiou K, Danielidis D et al (2007) Cellulose, hemicelluloses, lignin and ash content of some organic materials and their suitability for use as paper pulp supplements. Bioresour Technol 98:296–301. https://doi.org/10.1016/j.biortech.2006.01.007

    Article  Google Scholar 

  46. Mansor AM, Lim JS, Ani FN et al (2019) Characteristics of cellulose, hemicellulose and lignin of MD2 pineapple biomass. Chem Eng Trans 72:79–84. https://doi.org/10.3303/CET1972014

    Article  Google Scholar 

  47. Patidar K, Vashishtha M (2020) Optimization of process variables to prepare mesoporous activated carbon from mustard straw for dye adsorption using response surface methodology. Water Air Soil Pollut 231. https://doi.org/10.1007/s11270-020-04893-4

  48. Sahoo D, Remya N (2022) Influence of operating parameters on the microwave pyrolysis of rice husk: biochar yield, energy yield, and property of biochar. Biomass Convers Biorefinery 12:3447–3456. https://doi.org/10.1007/s13399-020-00914-8

    Article  Google Scholar 

  49. Humbird D, Fei Q (2016) Scale-Up Considerations for Biofuels. Elsevier B. V.

    Book  Google Scholar 

  50. Verma A, Sharma S, Pramanik H (2023) Rapid identification of optimized process parameters via rsm for the production of valuable aromatic hydrocarbons using multiphase catalytic pyrolysis of mixed waste plastics. Arab J Sci Eng. https://doi.org/10.1007/s13369-023-07630-1

    Article  Google Scholar 

  51. Bachy B (2023) Laser micro-drilling process: experimental investigation, modeling based on RSM-BBD tool and multi-criteria optimization. J Brazilian Soc Mech Sci Eng 45:1–11. https://doi.org/10.1007/s40430-023-04112-1

    Article  Google Scholar 

  52. Calfee R, Piontkowski D (2016) Design and analysis of experiments. Wiley Pvt Ltd.

  53. Antunes E, Schumann J, Brodie G et al (2017) Biochar produced from biosolids using a single-mode microwave: Characterisation and its potential for phosphorus removal. J Environ Manage 196:119–126. https://doi.org/10.1016/j.jenvman.2017.02.080

    Article  Google Scholar 

  54. Aysu T, Küçük MM (2014) Biomass pyrolysis in a fixed-bed reactor: Effects of pyrolysis parameters on product yields and characterization of products. Energy 64:1002–1025. https://doi.org/10.1016/j.energy.2013.11.053

    Article  Google Scholar 

  55. Azuara M, Sáiz E, Manso JA et al (2017) Study on the effects of using a carbon dioxide atmosphere on the properties of vine shoots-derived biochar. J Anal Appl Pyrolysis 124:719–725. https://doi.org/10.1016/j.jaap.2016.11.022

    Article  Google Scholar 

  56. Şensöz S, Angin D (2008) Pyrolysis of safflower (Charthamus tinctorius L.) seed press cake: Part 1. The effects of pyrolysis parameters on the product yields. Bioresour Technol 99:5492–5497. https://doi.org/10.1016/j.biortech.2007.10.046

    Article  Google Scholar 

  57. Lewandowski WM, Januszewicz K, Kosakowski W (2019) Efficiency and proportions of waste tyre pyrolysis products depending on the reactor type—A review. J Anal Appl Pyrolysis 140:25–53. https://doi.org/10.1016/j.jaap.2019.03.018

    Article  Google Scholar 

  58. Li S, Galoustian T, Trejo H (2023) Biochar pyrolyzed with concentrated solar radiation for enhanced nitrate adsorption. J Anal Appl Pyrolysis 174:106131. https://doi.org/10.1016/j.jaap.2023.106131

    Article  Google Scholar 

  59. El-Sayed SA, Khass TM, Mostafa ME (2023) Thermal degradation behaviour and chemical kinetic characteristics of biomass pyrolysis using TG/DTG/DTA techniques. Biomass Convers Biorefinery 20–40. https://doi.org/10.1007/s13399-023-03926-2

  60. Lyu H, Lim JY, Zhang Q et al (2024) Conversion of organic solid waste into energy and functional materials using biochar catalyst: Bibliometric analysis, research progress, and directions. Appl Catal B Environ 340:123223. https://doi.org/10.1016/j.apcatb.2023.123223

    Article  Google Scholar 

Download references

Acknowledgements

The authors would like to thanks authorities of Material Research Centre (MRC) at MNIT Jaipur and Institute of Petrochemical Technology, CIPET, Jaipur, India for their constant support in providing the necessary instrumentation facility during the entire period of the research work.

Author information

Authors and Affiliations

Authors

Contributions

Meenu: data curation, writing – original draft, investigation, editing. Manish Vashishtha: conceptualization, supervision, methodology, editing-reviewing. Shiv Om Meena: supervision, reviewing.

Corresponding author

Correspondence to Manish Vashishtha.

Ethics declarations

Ethical approval

This content was created entirely by the authors and was never before published. No further publication of the material is presently being explored. No information from a published publication has been directly included in this study. There were no experiments in this research that involved using human or animal subjects, and no private or protected places were used. There was no special permission needed for corresponding places.

Competing interests

The authors have no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Meenu, Vashishtha, M. & Meena, S.O. Determination of optimized process variables using RSM-BBD for the production of biochar derived from mustard straws. Biomass Conv. Bioref. (2023). https://doi.org/10.1007/s13399-023-04981-5

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s13399-023-04981-5

Keywords

Navigation