Abstract
Pesticides are important agricultural inputs to increase agricultural productivity and improve food security. The availability of pesticides is partially achieved through international trade. However, economies involved in the international trade of pesticides are impacted by internal and external shocks from time to time, which influence the redistribution efficiency of pesticides all over the world. In this work, we adopt simulations to quantify the efficiency and robustness of the international pesticide trade networks under shocks to economies. Shocks are simulated based on nine node metrics, and three strategies are utilized based on descending, random, and ascending node removal. It is found that the efficiency and robustness of the international trade networks of pesticides increased for all the node metrics except the clustering coefficient. Moreover, the international pesticide trade networks are more fragile when import-oriented economies are affected by shocks.
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This manuscript has no associated data or the data will not be deposited. [Authors’ comment: The associated data in this manuscript can be retrieved from the UN Comtrade database at https://comtrade.un.org].
References
J.A. Li, W.J. Xie, W.X. Zhou, Front. Phys. 9, 681788 (2021). https://doi.org/10.3389/fphy.2021.681788
J.A. Li, L. Wang, W.J. Xie, W.X. Zhou, Evolving community structure in the international pesticide trade networks. (2023). arXiv:2207.08344
W.J. Xie, J.A. Li, N. Wei, L. Wang, W.X. Zhou, Sci. Rep. 12, 19641 (2022). https://doi.org/10.1038/s41598-022-21777-1
J.A. Li, L. Wang, W.J. Xie, W.X. Zhou, J. Manag. Sci. Eng. (2022) (submitted)
M. Oehlers, B. Fabian, Mathematics 9(8), 895 (2021). https://doi.org/10.3390/math9080895
S.E. Schaeffer, V. Valdes, J. Figols, I. Bachmann, F. Morales, J. Bustos-Jimenez, J. Complex Netw. 9(2), cnab018 (2021). https://doi.org/10.1093/comnet/cnab018
R. Albert, H. Jeong, A.L. Barabási, Nature 406(6794), 378 (2000). https://doi.org/10.1038/35019019
R. Cohen, K. Erez, D. ben Avraham, S. Havlin, Phys. Rev. Lett 85(21), 4626 (2000). https://doi.org/10.1103/PhysRevLett.85.4626
D. Callaway, M. Newman, S. Strogatz, D. Watts, Phys. Rev. Lett. 85(25), 5468 (2000). https://doi.org/10.1103/PhysRevLett.85.5468
R. Cohen, K. Erez, D. ben Avraham, S. Havlin, Phys. Rev. Lett. 86(16), 3682 (2001). https://doi.org/10.1103/PhysRevLett.86.3682
N.J. Foti, S. Pauls, D.N. Rockmore, J. Econ. Dyn. Control 37(9), 1889 (2013). https://doi.org/10.1016/j.jedc.2013.04.009
K.R. Fair, C.T. Bauch, M. Anand, Sci. Rep. 7, 7177 (2017). https://doi.org/10.1038/s41598-017-07202-y
W.J. Xie, N. Wei, W.X. Zhou, J. Stat. Mech. 10, 103401 (2021). https://doi.org/10.1088/1742-5468/ac21da
N. Wei, W.J. Xie, W.X. Zhou, J. Complex Netw. 10(1), cnab053 (2022). https://doi.org/10.1093/comnet/cnab053
S. Chen, Y. Ding, Y. Zhang, M. Zhang, R. Nie, Energy 239, 122139 (2022). https://doi.org/10.1016/j.energy.2021.122139
N. Wei, W.J. Xie, W.X. Zhou, Energy 251, 123939 (2022). https://doi.org/10.1016/j.energy.2022.123939
R. Albert, I. Albert, G. Nakarado, Phys. Rev. E 69(2), 025103 (2004). https://doi.org/10.1103/PhysRevE.69.025103
V. Latora, M. Marchiori, Phys. Rev. E 71(1), 015103 (2005). https://doi.org/10.1103/PhysRevE.71.015103
S. Arianos, E. Bompard, A. Carbone, F. Xue, Chaos 19(1), 013119 (2009). https://doi.org/10.1063/1.3077229
G.A. Pagani, M. Aiello, Physica A 392(11), 2688 (2013). https://doi.org/10.1016/j.physa.2013.01.023
X. Wang, S. Guan, C.H. Lai, New J. Phys. 11, 033006 (2009). https://doi.org/10.1088/1367-2630/11/3/033006
M. Zanin, F. Lillo, Eur. Phys. J.-Spec. Top. 215(1), 5 (2013). https://doi.org/10.1140/epjst/e2013-01711-9
K. Diao, C. Sweetapple, R. Farmani, G. Fu, S. Ward, D. Butler, Water Res. 106, 383 (2016). https://doi.org/10.1016/j.watres.2016.10.011
S. Jo, L. Gao, F. Liu, M. Li, Z. Shen, L. Xu, Z.Y. Gao, Int. J. Mod. Phys. C 32(08), 2150103 (2021). https://doi.org/10.1142/S0129183121501035
F. Musciotto, S. Micciche, EPJ Data Sci. 11(1), 11 (2022). https://doi.org/10.1140/epjds/s13688-022-00323-z
V. Latora, M. Marchiori, Phys. Rev. Lett. 87(19), 198701 (2001). https://doi.org/10.1103/PhysRevLett.87.198701
P. Holme, B. Kim, C. Yoon, S. Han, Phys. Rev. E 65(5), 056109 (2002). https://doi.org/10.1103/PhysRevE.65.056109
J. Kleinberg, J. ACM 46(5), 604 (1999). https://doi.org/10.1145/324133.324140
S. Brin, L. Page, Comput. Netw. ISDN Syst. 30(1–7), 107 (1998). https://doi.org/10.1016/S0169-7552(98)00110-X
L.C. Freeman, Sociometry 40(1), 35 (1977). https://doi.org/10.2307/3033543
D.J. Watts, S.H. Strogatz, Nature 393, 440 (1998). https://doi.org/10.1038/30918
D. Chen, L. Lu, M.S. Shang, Y.C. Zhang, T. Zhou, Physica A 391(4), 1777 (2012). https://doi.org/10.1016/j.physa.2011.09.017
L. Lu, D. Chen, X.L. Ren, Q.M. Zhang, Y.C. Zhang, T. Zhou, Phys. Rep. 650, 1 (2016). https://doi.org/10.1016/j.physrep.2016.06.007
C.M. Schneider, A.A. Moreira, J.S. Andrade, S. Havlin, H.J. Herrmann, Proc. Natl. Acad. Sci. USA 108(10), 3838 (2011). https://doi.org/10.1073/pnas.1009440108
Acknowledgements
This work was supported by the National Natural Science Foundation of China (72171083), the Shanghai Outstanding Academic Leaders Plan, and the Fundamental Research Funds for the Central Universities.
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Funding acquisition: W-XZ; investigation: J-AL, LW, W-JX and W-XZ; methodology: W-JX and W-XZ; supervision: W-JX and W-XZ; writing-original draft, J-AL and W-JX; writing-review and editing: W-XZ.
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Li, JA., Wang, L., Xie, WJ. et al. Impact of shocks to economies on the efficiency and robustness of the international pesticide trade networks. Eur. Phys. J. B 96, 25 (2023). https://doi.org/10.1140/epjb/s10051-023-00493-3
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DOI: https://doi.org/10.1140/epjb/s10051-023-00493-3