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SnO2 nanoparticles/reduced graphene oxide nanocomposite for fast ethanol vapor sensing at a low operating temperature with an excellent long-term stability

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Abstract

Pristine SnO2 nanoparticles (NPs) and its composite with reduced graphene oxide (SnO2 NPs/rGO) have been successfully synthesized using a facile hydrothermal method. Prepared samples are characterized by X-ray diffraction, high-resolution transmission electron microscopy, X-ray photoelectron spectroscopy, Brunauer–Emmett–Teller analysis, and Raman and photoluminescence spectroscopy. The results show that the average crystallite size of SnO2 NPs with tetragonal rutile structure decreased from about 14 to about 8 nm during the formation of SnO2 NPs/rGO nanocomposite. The resultant SnO2 NPs/rGO nanocomposite exhibits high surface area of 128.52 \({\mathrm{m}}^{2}/\mathrm{g}\) and large pore volume of 0.14 \({\mathrm{cm}}^{3}/\mathrm{g}\) with uniform pore size of 4.39 nm. The existence of electronic interactions caused by the formation of pn heterojunctions between p-rGO and n-SnO2 NPs is confirmed by analysis results. SnO2 NPs/rGO nanocomposite sensing responses toward 600–1700 ppm of ethanol vapor at 130 °C are about 14–33 times higher than those of pristine SnO2 NPs at 210 °C. The nanocomposite sensor exhibits very low response time of below 3 s, good selectivity, and excellent long-term stability with the response decay of about 4% after 4 months. The improved sensing characteristics in SnO2 NPs/rGO nanocomposite can be attributed to the formation of pn heterojunctions, small particles size, large specific surface area, and high porosity.

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References

  1. A. Mirzaei, S.G. Leonardi, G. Neri, Detection of hazardous volatile organic compounds (VOCs) by metal oxide nanostructures-based gas sensors: a review. Ceram. Int. 42, 15119–15141 (2016)

    Article  CAS  Google Scholar 

  2. C. Su, L. Zhang, Y. Han, C. Ren, X. Chen, J. Hu, M. Zeng, N. Hu, Y. Su, Z. Zhou, Z. Yang, Controllable synthesis of crescent-shaped porous NiO nanoplates for conductometric ethanol gas sensors. Sensors Actuators B 296, 126642 (2019)

    Article  CAS  Google Scholar 

  3. P.S. Kuchi, H. Roshan, M.H. Sheikhi, A novel room temperature ethanol sensor based on PbS:SnS2 nanocomposite with enhanced ethanol sensing properties. J. Alloys Compd. 816, 152666 (2020)

    Article  CAS  Google Scholar 

  4. R.R. Maclean, G.W. Valentine, P.I. Jatlow, M. Sofuoglu, Inhalation of alcohol vapor: measurement and implications. Alcohol Clin. Exp. Res. 41(2), 238–250 (2017)

    Article  Google Scholar 

  5. H. Ahmadvand, A. Irajizad, R. Mohammadpour, S.H.H. Shokouh, E. Asadian, Room temperature and high response ethanol sensor based on two dimensional hybrid nanostructures of WS2/GONRs. Sci. Rep. 10, 14799 (2020)

    Article  CAS  Google Scholar 

  6. J.M. Walker, S.A. Akbar, P.A. Morris, Synergistic effects in gas sensing semiconducting oxide nano-heterostructures: a review. Sensors Actuators B 286, 624–640 (2019)

    Article  CAS  Google Scholar 

  7. S. Das, V. Jayaraman, SnO2: a comprehensive review on structures and gas sensors. Prog. Mater. Sci. 66, 112–255 (2014)

    Article  CAS  Google Scholar 

  8. J.P. Cheng, J. Wang, Q.Q. Li, H.G. Liu, Y. Li, A review of recent developments in tin dioxide composites for gas sensing application. J. Ind. Eng. Chem. 44, 1–22 (2016)

    Article  CAS  Google Scholar 

  9. T. Zhai, H. Xu, W. Li, H. Yu, Z. Chen, J. Wang, B. Cao, Low-temperature in-situ growth of SnO2 nanosheets and its high triethylamine sensing response by constructing Au-loaded ZnO/SnO2 heterostructure. J. Alloys Compd. 737, 603–612 (2018)

    Article  CAS  Google Scholar 

  10. C.S. Reddy, G. Murali, A.S. Reddy, S. Park, I. In, GO incorporated SnO2 nanotubes as fast response sensors for ethanol vapor in different atmospheres. J. Alloys Compd. 813, 152251 (2020)

    Article  CAS  Google Scholar 

  11. L.Z. Zhang, J.N. Shi, Y.H. Huang, H.Y. Xu, K.W. Xu, P.K. Chu, F. Ma, Octahedral SnO2/Graphene composites with enhanced gas-sensing performance at room temperature. ACS Appl. Mater. Interfaces 11, 12958–12967 (2019)

    Article  CAS  Google Scholar 

  12. J. Guo, Y. Li, B. Jiang, H. Gao, T. Wang, P. Sun, F. Liu, X. Yan, X. Liang, Y. Gao, J. Zhao, G. Lu, Xylene gas sensing properties of hydrothermal synthesized SnO2–Co3O4 microstructure. Sensors Actuators B 310, 127780 (2020)

    Article  CAS  Google Scholar 

  13. A.I. Ayesh, A.A. Alyafei, R.S. Anjum, R.M. Mohamed, M.B. Abuharb, B. Salah, M. El-Muraikhi, Production of sensitive gas sensors using CuO/SnO2 nanoparticles. Appl. Phys. A 125, 550 (2019)

    Article  CAS  Google Scholar 

  14. Y. Li, H. Zhang, X. Zhang, L. Wei, Y. Zhang, G. Hai, Y. Sun, Enhanced acetone sensing performance based on hollow coral-like SnO2-ZnO composite nanofibers. J. Mater. Sci. Mater. Electron. 30, 15734–15743 (2019)

    Article  CAS  Google Scholar 

  15. N. Kien, C.M. Hung, T.M. Ngoc, D.T.T. Le, N.D. Hoa, N.V. Duy, N.V. Hieu, Low-temperature prototype hydrogen sensors using Pd-decorated SnO2 nanowires for exhaled breath applications. Sensors Actuators B 253, 156–163 (2017)

    Article  Google Scholar 

  16. D. Xue, Z. Zhang, Y. Wang, Enhanced methane sensing performance of SnO2 nanoflowers based sensors decorated with Au nanoparticles. Mater. Chem. Phys. 237, 121864 (2019)

    Article  CAS  Google Scholar 

  17. S. Peng, P. Hong, Y. Li, X. Xing, Y. Yang, Z. Wang, T. Zou, Y. Wang, Pt decorated SnO2 nanoparticles for high response CO gas sensor under the low operating temperature. J. Mater. Sci. Mater. Electron. 30, 3921–3932 (2019)

    Article  CAS  Google Scholar 

  18. S. Nasirian, Enhanced carbon dioxide sensing performance of polyaniline/tin dioxide nanocomposite by ultraviolet light illumination. Appl. Surf. Sci. 502, 144302 (2020)

    Article  CAS  Google Scholar 

  19. A. Beniwal, Sunny, Electrospun SnO2/PPy nanocomposite for ultra-low ammonia concentration detection at room temperature. Sensors Actuators B 296, 126660 (2019)

  20. S.V. Nahirniak, T.A. Dontsova, Q. Chen, Sensing properties of SnO2-MWCNTs nanocomposites towards H2. Mol. Cryst. Liq. Cryst. 674(1), 48–58 (2018)

    Article  CAS  Google Scholar 

  21. Q.T.M. Nguyet, N.V. Duy, N.T. Phuong, N.N. Trung, C.M. Hung, N.D. Hoa, N.V. Hieu, Superior enhancement of NO2 gas response using n-p-n transition of carbon nanotubes/SnO2 nanowires heterojunctions. Sensors Actuators B 238, 1120–1127 (2017)

    Article  CAS  Google Scholar 

  22. R. Kumar, N. Kushwaha, J. Mittal, Superior, rapid and reversible sensing activity of graphene-SnO hybrid film for low concentration of ammonia at room temperature. Sensors Actuators B 244, 243–251 (2017)

    Article  CAS  Google Scholar 

  23. M. Kooti, S. Keshtkar, M. Askarieh, A. Rashidi, Progress toward a novel methane gas sensor based on SnO2 nanorods-nanoporous graphene hybrid. Sensors Actuators B 281, 96–106 (2019)

    Article  CAS  Google Scholar 

  24. Z.U. Abideen, J.Y. Park, H.W. Kim, S.S. Kim, Graphene-loaded tin oxide nanofibers: optimization and sensing performance. Nanotechnology 28, 035501 (2017)

    Article  CAS  Google Scholar 

  25. N. Tammanoon, A. Wisitsoraat, C. Sriprachuabwong, D. Phokharatkul, A. Tuantranont, S. Phanichphant, C. Liewhiran, Ultrasensitive NO2 sensor based on Ohmic metal–semiconductor interfaces of electrolytically exfoliated graphene/flame-spray-made SnO2 nanoparticles composite operating at low temperatures. ACS Appl. Mater. Interfaces 7, 24338–24352 (2015)

    Article  CAS  Google Scholar 

  26. A. Singh, A. Sharma, M. Tomar, V. Gupta, Reduced graphene oxide-SnO2 nanocomposite thin film based CNG/PNG sensor. Sensors Actuators B 245, 590–598 (2017)

    Article  CAS  Google Scholar 

  27. H. Ren, C. Gu, S.W. Joo, J. Cui, Y. Sun, J. Huang, Preparation of SnO2 nanorods on reduced graphene oxide and sensing properties of as-grown nanocomposites towards hydrogen at low working temperature. Mater. Express 8(3), 263–271 (2018)

    Article  CAS  Google Scholar 

  28. J. Hu, M. Chen, Q. Rong, Y. Zhang, H. Wang, D. Zhang, X. Zhao, S. Zhou, B. Zi, J. Zhao, J. Zhang, Z. Zhu, Q. Liu, Formaldehyde sensing performance of reduced graphene oxide-wrapped hollow SnO2 nanospheres composites. Sensors Actuators B 307, 127584 (2020)

    Article  CAS  Google Scholar 

  29. Z. Song, Z. Wei, B. Wang, Z. Luo, S. Xu, W. Zhang, H. Yu, M. Li, Z. Huang, J. Zang, F. Yi, H. Liu, Sensitive room-temperature H2S gas sensors employing SnO2 quantum wire/reduced graphene oxide nanocomposites. Chem. Mater. 28, 1205–1212 (2016)

    Article  CAS  Google Scholar 

  30. Q. Wei, J. Sun, P. Song, Z. Yang, Q. Wang, Synthesis of reduced graphene oxide/SnO2 nanosheets/Au nanoparticles ternary composites with enhanced formaldehyde sensing performance. Physica E Low Dimens. Syst. Nanostruct. 118, 113953 (2020)

    Article  CAS  Google Scholar 

  31. W. Li, J. Guo, L. Cai, W. Qi, Y. Sun, J.L. Xu, M. Sun, H. Zhu, L. Xiang, D. Xie, T. Ren, UV light irradiation enhanced gas sensor selectivity of NO2 and SO2 using rGO functionalized with hollow SnO2 nanofbers. Sensors Actuators B 290, 443–452 (2019)

    Article  CAS  Google Scholar 

  32. G. Li, Y. Shen, P. Zhou, F. Hao, P. Fang, D. Wei, D. Meng, X. San, Design and application of highly responsive and selective rGO-SnO2 nanocomposites for NO2 monitoring. Mater. Charact. 163, 110284 (2020)

    Article  CAS  Google Scholar 

  33. S.G. Chatterjee, S. Chatterjee, A.K. Ray, A.K. Chakraborty, Graphene-metal oxide nanohybrids for toxic gas sensor: a review. Sensors Actuators B 221, 1170–1181 (2015)

    Article  CAS  Google Scholar 

  34. S.M. Liang, J.W. Zhu, C. Wang, S.T. Yu, H.P. Bi, X.H. Liu, X. Wang, Fabrication of α-Fe2O3@graphene nanostructures for enhanced gas-sensing property to ethanol. Appl. Surf. Sci. 292, 278–284 (2014)

    Article  CAS  Google Scholar 

  35. S. Liang, J. Zhu, J. Ding, H. Bi, P. Yao, Q. Han, X. Wang, Deposition of cocoon-like ZnO on graphene sheets for improving gas-sensing properties to ethanol. Appl. Surf. Sci. 357, 1593–1600 (2015)

    Article  CAS  Google Scholar 

  36. P. Xue, X. Yang, X. Lai, W. Xia, P. Li, J. Fang, Controlling synthesis and gas-sensing properties of ordered mesoporous In2O3-reduced graphene oxide (rGO) nanocomposite. Sci. Bull. 60(15), 1348–1354 (2015)

    Article  CAS  Google Scholar 

  37. M. Tian, J. Miao, P. Cheng, H. Mu, J. Tu, J. Sun, Layer-by-layer nanocomposites consisting of Co3O4 and reduced graphene (rGO) nanosheets for high selectivity ethanol gas sensors. Appl. Surf. Sci. 479, 601–607 (2019)

    Article  CAS  Google Scholar 

  38. Z. Tang, X. Deng, Y. Zhang, X. Guo, J. Yang, C. Zhu, J. Fan, Y. Shi, B. Qing, F. Fan, MoO3 nanoflakes coupled reduced graphene oxide with enhanced ethanol sensing performance and mechanism. Sensors Actuators B 297, 126730 (2019)

    Article  CAS  Google Scholar 

  39. C.A. Zito, T.M. Perfecto, D.P. Volanti, Impact of reduced graphene oxide on the ethanol sensing performance of hollow SnO2 nanoparticles under humid atmosphere. Sensors Actuators B 244, 466–474 (2017)

    Article  CAS  Google Scholar 

  40. S. Xu, F. Sun, S. Yang, Z. Pan, J. Long, F. Gu, Fabrication of SnO2-reduced graphite oxide monolayer-ordered porous film gas sensor with tunable sensitivity through ultra-violet light irradiation. Sci. Rep. 5, 1–8 (2015)

    Google Scholar 

  41. S. Xu, F. Sun, Z. Pan, C. Huang, S. Yang, J. Long, Y. Chen, Reduced graphene oxide-based ordered macroporous films on a curved surface: general fabrication and application in gas sensors. ACS Appl. Mater. Interfaces 8, 3428 (2016)

    Article  CAS  Google Scholar 

  42. D. Zhang, J. Liu, H. Chang, A. Liu, B. Xia, Characterization of a hybrid composite of SnO2 nanocrystal-decorated reduced graphene oxide for ppm-level ethanol gas sensing application. RSC Adv. 5, 18666–18672 (2015)

    Article  CAS  Google Scholar 

  43. C.A. Zito, D.P. Volanti, SnO2-Reduced graphene oxide nanocomposite for ethanol sensing at room temperature, in International Conference on Advanced Ceramics and Composites, pp. 271–279 (2017)

  44. G.K. Mani, J.B.B. Rayappan, Selective recognition of hydrogen sulfide using template and catalyst free grown ZnO nanorods. RSC Adv. 5, 54952–54962 (2015)

    Article  CAS  Google Scholar 

  45. H.J. Song, L.C. Zhang, C.L. He, Y. Qu, Y. Tian, Y. Lv, Graphene sheets decorated with SnO2 nanoparticles: in situ synthesis and highly efficient materials for cataluminescence gas sensors. J. Mater. Chem. 21, 5972–5977 (2011)

    Article  CAS  Google Scholar 

  46. Z. Wang, T. Han, T. Fei, S. Liu, T. Zhang, Investigation of microstructure effect on NO2 sensors based on SnO2 nanoparticles/reduced graphene oxide hybrids. ACS Appl. Mater. Interfaces 10, 41773–41783 (2018)

    Article  CAS  Google Scholar 

  47. S. Mao, S. Cui, G. Lu, K. Yu, Z. Wen, J. Chen, Tuning gas-sensing properties of reduced graphene oxide using tin oxide nanocrystals. J. Mater. Chem. 22, 11009–11013 (2012)

    Article  CAS  Google Scholar 

  48. L.Z. Liu, T.H. Li, X.L. Wu, J.C. Shen, P.K. Chu, Identification of oxygen vacancy types from Raman spectra of SnO2 nanocrystals. J. Raman Spectrosc. 43(10), 1423–1426 (2012)

    Article  CAS  Google Scholar 

  49. M. Mishra, A.P. Singh, B.P. Singh, S.K. Dhawan, Performance of a nanoarchitectured tin oxide@reduced graphene oxide composite as a shield against electromagnetic polluting radiation. RSC Adv. 4(49), 25904–25911 (2014)

    Article  CAS  Google Scholar 

  50. L.Z. Liu, J.Q. Xu, X.L. Wu, T.H. Li, J.C. Shen, P.K. Chu, Optical identification of oxygen vacancy types in SnO2 nanocrystals. Appl. Phys. Lett. 102, 031916 (2013)

    Article  CAS  Google Scholar 

  51. S. Haya, O. Brahmia, O. Halimi, M. Sebais, B. Boudine, Sol-gel synthesis of Sr-doped SnO2 thin films and investigation of their photocatalytic properties. Mater. Res. Express 4, 1 (2017)

    Article  CAS  Google Scholar 

  52. S. Liu, Z. Wang, Y. Zhang, C. Zhang, T. Zhang, High performance room temperature NO2 sensors based on reduced graphene oxide-multiwalled carbon nanotubes-tin oxide nanoparticles hybrids. Sensors Actuators B 211, 318–324 (2015)

    Article  CAS  Google Scholar 

  53. S.M. Hafiz, R. Ritikos, T.J. Whitcher, N.M. Razib, D.C.S. Bien, N. Chanlek, H. Nakajima, T. Saisopa, P. Songsiriritthigul, N.M. Huang, S.A. Rahman, A practical carbon dioxide gas sensor using room-temperature hydrogen plasma reduced graphene oxide. Sensors Actuators B 193, 692–700 (2014)

    Article  CAS  Google Scholar 

  54. D. Wang, M.L. Zhang, Z.L. Chen, H.J. Li, A.Y. Chen, X.Y. Wang, J.H. Yang, Enhanced formaldehyde sensing properties of hollow SnO2 nanofibers by graphene oxide. Sensors Actuators B 250, 533–542 (2017)

    Article  CAS  Google Scholar 

  55. Z. Wang, C. Zhao, T. Han, Y. Zhang, S. Liu, T. Fei, G. Lu, T. Zhang, High-performance reduced graphene oxide-based room-temperature NO2 sensors: a combined surface modification of SnO2 nanoparticles and nitrogen doping approach. Sensors Actuators B 242, 269–279 (2017)

    Article  CAS  Google Scholar 

  56. D.J. Ahirrao, K. Mohanapriya, N. Jha, V2O5 nanowires-graphene composite as an outstanding electrode material for high electrochemical performance and long-cycle-life supercapacitor. Mater. Res. Bull. 108, 73–82 (2018)

    Article  CAS  Google Scholar 

  57. J. Hu, F.Q. Gao, Z.T. Zhao, S.B. Sang, P.W. Li, W.D. Zhang, X.T. Zhou, Y. Chen, Synthesis and characterization of cobalt-doped ZnO microstructures for methane gas sensing. Appl. Surf. Sci. 363, 181–188 (2016)

    Article  CAS  Google Scholar 

  58. G. Neri, A. Bonavita, G. Rizzo, S. Galvagno, S. Capone, P. Siciliano, A study of the catalytic activity and sensitivity to alcohols of CeO2-Fe2O3 thin films. Sensors Actuators B 111, 78–83 (2005)

    Article  CAS  Google Scholar 

  59. R. Zou, G. He, K. Xu, Q. Liu, Z. Zhang, J. Hu, ZnO nanorods on reduced graphene sheets with excellent field emission, gas sensor and photocatalytic properties. J. Mater. Chem. A 1, 8445–8452 (2013)

    Article  CAS  Google Scholar 

  60. B.A. Vessalli, C.A. Zito, T.M. Perfecto, D.P. Volanti, T. Mazon, ZnO nanorods/ graphene oxide sheets prepared by chemical bath deposition for volatile organic compounds detection. J. Alloys Compd. 696, 996–1003 (2017)

    Article  CAS  Google Scholar 

  61. X. Liu, J. Liu, Q. Liu, R. Chen, H. Zhang, J. Yu, D. Song, J. Li, M. Zhang, J. Wang, Template-free synthesis of rGO decorated hollow Co3O4 nano/microspheres for ethanol gas sensor. Ceram. Int. 44, 21091–21098 (2018)

    Article  CAS  Google Scholar 

  62. M.T.V.O. Jayaweera, R.C.L.D. Silva, I.R.M. Kottegoda, S.R.D. Rosa, Synthesis, characterization and ethanol vapor sensing performance of SnO2/Graphene composite film. Sri Lankan J. Phys. 15, 1–10 (2015)

    Article  Google Scholar 

  63. E. Pargoletti, A. Tricoli, V. Pifferi, S. Orsini, M. Longhi, V. Guglielmi, G. Cerrato, L. Falciola, M. Derudi, G. Cappelletti, An electrochemical outlook upon the gaseous ethanol sensing by graphene oxide-SnO2 hybrid materials. Appl. Surf. Sci. 483, 1081–1089 (2019)

    Article  CAS  Google Scholar 

  64. S. Navazani, A. Shokuhfar, M. Hassanisadi, M. Askarieh, A. Di Carlo, A. Agresti, Facile synthesis of a SnO2@rGO nanohybrid and optimization of its methane-sensing parameters. Talanta 181, 422–430 (2018)

    Article  CAS  Google Scholar 

  65. Y. Wang, M. Guo, M. Zhang, X. Wang, Facile synthesis of SnO2 nanograss array films by hydrothermal method. Thin Solid Films 518, 5098–5103 (2010)

    Article  CAS  Google Scholar 

  66. J.S. Tawale, A. Kumar, S.R. Dhakate, A.K. Srivastava, Facile synthesis of bulk SnO2 and ZnO tetrapod based graphene nanocomposites for optical and sensing application. Mater. Chem. Phys. 201, 372–383 (2017)

    Article  CAS  Google Scholar 

  67. S.J. Choi, B.H. Jang, S.J. Lee, B.K. Min, A. Rothschild, I.D. Kim, Selective detection of acetone and hydrogen sulfide for the diagnosis of diabetes and halitosis using SnO2 nanofibers functionalized with reduced graphene oxide nanosheets. ACS Appl. Mater. Interfaces 6, 2588–2597 (2014)

    Article  CAS  Google Scholar 

  68. G. Korotcenkov, The role of morphology and crystallographic structure of metal oxides in response of conductometric-type gas sensors. Mater. Sci. Eng. R 61, 1–39 (2008)

    Article  CAS  Google Scholar 

  69. Y. Li, H.T. Ban, M.F. Jiao, M.J. Yang, Highly sensitive NH3 gas sensors based on novel polypyrrole-coated SnO2 nanosheet nanocomposites. Sensors Actuators B 224, 449–457 (2016)

    Article  CAS  Google Scholar 

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Acknowledgments

We gratefully acknowledge Prof. Emil List-Kratochvil and Dr. Giovanni Ligorio from Humboldt university of Berlin for their support in XPS analysis. We would like to thank Dr. Joao Marcelo Lopes and Dr. Guanhui Gao from Paul Drude Institute for Solid State Electronics (PDI-Berlin) for HRTEM analysis. We also acknowledge Dr. Abbas Bagheri Khatibani from Islamic Azad University of Lahijan for his assistance. This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.

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Saadat Niavol, S., Milani Moghaddam, H. SnO2 nanoparticles/reduced graphene oxide nanocomposite for fast ethanol vapor sensing at a low operating temperature with an excellent long-term stability. J Mater Sci: Mater Electron 32, 6550–6569 (2021). https://doi.org/10.1007/s10854-021-05372-0

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