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The sign of traveling wave speed in bistable dynamics
A stage structured model of delay differential equations for Aedes mosquito population suppression
1. | School of Statistics and Mathematics, Guangdong University of Finance and Economics, Guangzhou 510320, China |
2. | Department of Mathematics, Michigan State University, East Lansing, MI 48824, USA |
3. | Center for Applied Mathematics |
4. | College of Mathematics and Information Sciences, Guangzhou University, Guangzhou 510006, China |
Tremendous efforts have been devoted to the development and analysis of mathematical models to assess the efficacy of the endosymbiotic bacterium Wolbachia in the control of infectious diseases such as dengue and Zika, and their transmission vector Aedes mosquitoes. However, the larval stage has not been included in most models, which causes an inconvenience in testing directly the density restriction on population growth. In this work, we introduce a system of delay differential equations, including both the adult and larval stages of wild mosquitoes, interfered by Wolbachia infected males that can cause complete female sterility. We clarify its global dynamics rather completely by using delicate analyses, including a construction of Liapunov-type functions, and determine the threshold level $ R_0 $ of infected male releasing. The wild population is suppressed completely if the releasing level exceeds $ R_0 $ uniformly. The dynamical complexity revealed by our analysis, such as bi-stability and semi-stability, is further exhibited through numerical examples. Our model generates a temporal profile that captures several critical features of Aedes albopictus population in Guangzhou from 2011 to 2016. Our estimate for optimal mosquito control suggests that the most cost-efficient releasing should be started no less than 7 weeks before the peak dengue season.
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F. Baldacchino, F. Caputo, A. Drago, T. A. Della, F. Montarsi and A. Rizzoli, Control methods against invasive Aedes mosquitoes in Europe: A review, Pest. Manag. Sci., 71 (2015), 1471-1485. Google Scholar |
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S. Bhatt, P. W. Gething, O. J. Brady, J. P. Messina, A. W. Farlow, C. L. Moyes, J. M. Drake, J. S. Brownstein, A. G. Hoen, O. Sankoh, M. F. Myers, D. B. George, T. Jaenisch, G. R. W. Wint, C. P. Simmons, T. W. Scott, J. J. Farrar and S. I. Hay, The global distribution and burden of dengue, Nature, 496 (2013), 504-507. Google Scholar |
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Q. Cheng, Q. L. Jing, R. C. Spear, J. M. Marshall, Z. C. Yang and P. Gong, Climate and the timing of imported cases as determinants of the dengue outbreak in Guangzhou, 2014: Evidence from a mathematical model, PLoS Negl. Trop. Dis., 10 (2016), e0004417.
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D. A. Focks, D. G. Haile, E. Daniels and G. A. Mount,
Dynamic life table model for Aedes aegypti (Diptera: Culicidae): Simulation results and validation, J. Med. Entomol., 30 (1993), 1018-1028.
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A. A. Hoffmann, B. L. Montgomery, J. Popovici, I. Iturbe-Ormaetxe, P. H. Johnson, F. Muzzi, M. Greenfield, M. Durkan, Y. S. Leong, Y. Dong, H. Cook, J. Axford, A. G. Callahan, N. Kenny, C. Omodei, E. A. McGraw, P. A. Ryan, S. A. Ritchie, M. Turelli and S. L. O'Neill,
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[9] |
L. C. Hu, M. G. Huang, M. X. Tang, J. S. Yu and B. Zheng,
Wolbachia spread dynamics in stochastic environments, Theor. Popul. Biol., 106 (2015), 32-44.
doi: 10.1016/j.tpb.2015.09.003. |
[10] |
L. C. Hu, M. G. Huang, M. X. Tang, J. S. Yu and B. Zheng,
Wolbachia spread dynamics in multi-regimes of environmental conditions, J. Theor. Biol., 462 (2019), 247-258.
doi: 10.1016/j.jtbi.2018.11.009. |
[11] |
L. C. Hu, M. X. Tang, Z. D. Wu, Z. Y. Xi and J. S. Yu,
The threshold infection level for Wolbachia invasion in random environments, J. Diff. Equ., 266 (2019), 4377-4393.
doi: 10.1016/j.jde.2018.09.035. |
[12] |
M. G. Huang, L. C. Hu and B. Zheng,
Comparing the efficiency of Wolbachia driven Aedes mosquito suppression strategies, J. Appl. Anal. Comput., 9 (2019), 211-230.
|
[13] |
M. G. Huang, J. W. Lou, L. C. Hu, B. Zheng and J. S. Yu,
Assessing the efficiency of Wolbachia driven Aedes mosquito suppression by delay differential equations, J. Theor. Biol., 440 (2018), 1-11.
doi: 10.1016/j.jtbi.2017.12.012. |
[14] |
M. G. Huang, M. X. Tang and J. S. Yu,
Wolbachia infection dynamics by reaction-diffusion equations, Sci. China Math., 58 (2015), 77-96.
doi: 10.1007/s11425-014-4934-8. |
[15] |
M. G. Huang, J. S. Yu, L. C. Hu and B. Zheng,
Qualitative analysis for a Wolbachia infection model with diffusion, Sci. China Math., 59 (2016), 1249-1266.
doi: 10.1007/s11425-016-5149-y. |
[16] |
P. F. Jia, L. Lu, X. Chen, J. Chen, L. Guo, X. Yu and Q. Y. Liu, A climate-driven mechanistic population model of Aedes albopictus with diapause, Para. Vect., 9 (2016), 175 pp.
doi: 10.1186/s13071-016-1448-y. |
[17] |
R. M. Lana, M.M. Morais, T. F. M. de Lima, T. G. de Senna Carneiro, L. M. Stolerman, J. P. C. dos Santos, J. J. C. Cortés, A. E. Eiras and C. T. Codeço, Assessment of a trap based Aedes aegypti surveillance program using mathematical modeling, PLoS one, 13 (2018), e0190673.
doi: 10.1371/journal.pone.0190673. |
[18] |
Y. J. Li, F. Kamara, G. F. Zhou, S. Puthiyakunnon, C. Y. Li, Y. X. Liu, Y. H. Zhou, L. J. Yao, G. Y. Yan and X.-G. Chen, Urbanization increases Aedes albopictus larval habitats and accelerates mosquito development and survivorship, PLoS Negl. Trop. Dis., 8 (2014), e0003301.
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[19] |
H. L. Lin, T. Liu, T. Song, L. F. Lin, J. P. Xiao, J. Y. Lin, J. F. He, H. J. Zhong, W. B. Hu, A. P. Deng, Z. Q. Peng, W. J. Ma and Y. H. Zhang, Community involvement in dengue outbreak control: An integrated rigorous intervention strategy, PLoS Negl. Trop. Dis., 10 (2016), e0004919.
doi: 10.1371/journal.pntd.0004919. |
[20] |
Z. Liu, Y. Zhang and Y. Yang, Population dynamics of Aedes (Stegomyia) albopictus (Skuse) under laboratory conditions, Acta Entomol. Sin., 28 (1985), 274-280. Google Scholar |
[21] |
F. Liu, C. Zhou and P. Lin, Studies on the population ecology of Aedes albopictus 5. The seasonal abundance of natural population of Aedes albopictus in Guangzhou, Acta Sci. Natur. Univ. Sunyatseni, 29 (1990), 118-122. Google Scholar |
[22] |
F. Liu, C. Yao, P. Lin and C. Zhou, Studies on life table of the natural population of Aedes albopictus, Acta Sci. Natur. Univ. Sunyatseni, 31 (1992), 84-93. Google Scholar |
[23] |
P. A. Ross, N. M. Endersby, H. L. Yeap and A. A. Hoffmann,
Larval competition extends developmental time and decreases adult size of wMelPop Wolbachia infected Aedes aegypti, Am. J. Trop. Hyg., 91 (2014), 198-205.
doi: 10.4269/ajtmh.13-0576. |
[24] |
H. Smith, An Introduction to Delay Differential Equations with Applications to Life Sciences, Texts in Applied Mathematics, 57. Springer, New York, 2011.
doi: 10.1007/978-1-4419-7646-8. |
[25] |
J. Waldock, N. L. Chandra, J. Lelieveld, Y. Proestos, E. Michael, G. Christophides and P. E. Parham, The role of environment variables on Aedes albopictus biology and Chikungunya epidemiology, Pathog. Glob. Health., 107 (2013), 224-240. Google Scholar |
[26] |
R. K. Walsh, C. Bradley, C. Apperson and F. Gould, An experimental field study of delayed density dependence in natural populations of Aedes albopictus, PLoS One, 7 (2012), e0035959. Google Scholar |
[27] |
R. K. Walsh, L. Facchinelli, J. M. Ramsey, J. G. Bond and F. Gould,
Assessing the impact of density dependence in field populations of Aedes aegypti, J. Vect. Ecol., 36 (2011), 300-307.
doi: 10.1111/j.1948-7134.2011.00170.x. |
[28] |
T. Walker, P. H. Johnson, L. A. Moreika, I. Iturbe-Ormaetxe, F. D. Frentiu, C. J. Mcmeniman, Y. S. Leong, Y. Dong, J. Axford, P. Kriesner, A. L. Lloyd, S. A. Ritchie, S. L. O'Neill and A. A. Hoffmann,
The wMel Wolbachia strain blocks dengue and invades caged Aedes aegypti populations, Nature, 476 (2011), 450-453.
doi: 10.1038/nature10355. |
[29] |
E. Waltz,
US reviews plan to infect mosquitoes with bacteria to stop disease, Nature, 533 (2016), 450-451.
doi: 10.1038/533450a. |
[30] |
WHO, Global Strategy for Dengue Prevention and Control 2012-2020, World Health Organization, Geneva, 2012. Google Scholar |
[31] |
Z. Y. Xi, C. C. H. Khoo and S. L. Dobson,
Wolbachia establishment and invasion in an Aedes aegypti laboratory population, Science, 310 (2005), 326-328.
doi: 10.1126/science.1117607. |
[32] |
J. S. Yu,
Modeling mosquito population suppression based on delay differential equations, SIAM J. Appl. Math., 78 (2018), 3168-3187.
doi: 10.1137/18M1204917. |
[33] |
J. S. Yu and B. Zheng,
Modeling Wolbachia infection in mosquito population via discrete dynamical models, J. Differ. Equ. Appl., (2019).
doi: 10.1080/10236198.2019.1669578. |
[34] |
B. Zheng, W. L. Guo, L. C. Hu, M. G. Huang and J. S. Yu,
Complex Wolbachia infection dynamics in mosquitoes with imperfect maternal transmission, Math. Biosci. Eng., 15 (2018), 523-541.
doi: 10.3934/mbe.2018024. |
[35] |
B. Zheng, X. P. Liu, M. X. Tang, Z. Y. Xi and J. S. Yu,
Use of age-stage structural models to seek optimal Wolbachia-infected male mosquito releases for mosquito-borne disease control, J. Theor. Biol., 472 (2019), 95-109.
doi: 10.1016/j.jtbi.2019.04.010. |
[36] |
B. Zheng, M. X. Tang and J. S. Yu,
Modeling Wolbachia spread in mosquitoes through delay differential equation, SIAM J. Appl. Math., 74 (2014), 743-770.
doi: 10.1137/13093354X. |
[37] |
B. Zheng, M. X. Tang, J. S. Yu and J. X. Qiu,
Wolbachia spreading dynamics in mosquitoes with imperfect maternal transmission, J. Math. Biol., 76 (2018), 235-263.
doi: 10.1007/s00285-017-1142-5. |
[38] |
B. Zheng, J. S. Yu, Z. Y. Xi and M. X. Tang,
The annual abundance of dengue and Zika vector Aedes albopictus and its stubbornness to suppression, Ecol. Model., 387 (2018), 38-48.
doi: 10.1016/j.ecolmodel.2018.09.004. |
[39] |
Z. Zhong and G. He, The life table of laboratory Aedes albopictus under various temperatures, Academic J. Sun Yat-Sen Univ. of Med. Sci., 9 (1988), 35-39. Google Scholar |
[40] |
Z. Zhong and G. He, The life and fertility table of Aedes albopictus under different temperatures, Acta Entom. Sinica, 33 (1990), 64-70. Google Scholar |
show all references
References:
[1] |
P. Agnew, M. Hide, C. Sidobre and Y. Michalakis,
A minimalist approach to the effects of density dependent competition on insect life history traits, Ecol. Entomol., 27 (2002), 396-402.
doi: 10.1046/j.1365-2311.2002.00430.x. |
[2] |
F. Baldacchino, F. Caputo, A. Drago, T. A. Della, F. Montarsi and A. Rizzoli, Control methods against invasive Aedes mosquitoes in Europe: A review, Pest. Manag. Sci., 71 (2015), 1471-1485. Google Scholar |
[3] |
S. Bhatt, P. W. Gething, O. J. Brady, J. P. Messina, A. W. Farlow, C. L. Moyes, J. M. Drake, J. S. Brownstein, A. G. Hoen, O. Sankoh, M. F. Myers, D. B. George, T. Jaenisch, G. R. W. Wint, C. P. Simmons, T. W. Scott, J. J. Farrar and S. I. Hay, The global distribution and burden of dengue, Nature, 496 (2013), 504-507. Google Scholar |
[4] |
P. Cailly, A. Tran, T. Balenghien, G. L'Ambert, C. Toty and P. Ezanno,
A climate driven abundance model to assess mosquito control strategies, Ecol. Model., 227 (2012), 7-17.
doi: 10.1016/j.ecolmodel.2011.10.027. |
[5] |
Q. Cheng, Q. L. Jing, R. C. Spear, J. M. Marshall, Z. C. Yang and P. Gong, Climate and the timing of imported cases as determinants of the dengue outbreak in Guangzhou, 2014: Evidence from a mathematical model, PLoS Negl. Trop. Dis., 10 (2016), e0004417.
doi: 10.1371/journal.pntd.0004417. |
[6] |
D. A. Focks, D. G. Haile, E. Daniels and G. A. Mount,
Dynamic life table model for Aedes aegypti (Diptera: Culicidae): Simulation results and validation, J. Med. Entomol., 30 (1993), 1018-1028.
doi: 10.1093/jmedent/30.6.1018. |
[7] |
H. I. Freedman, Deterministic Mathematical Models in Population Ecology, Monographs and Textbooks in Pure and Applied Mathematics, 57. Marcel Dekker, Inc., New York, 1980. |
[8] |
A. A. Hoffmann, B. L. Montgomery, J. Popovici, I. Iturbe-Ormaetxe, P. H. Johnson, F. Muzzi, M. Greenfield, M. Durkan, Y. S. Leong, Y. Dong, H. Cook, J. Axford, A. G. Callahan, N. Kenny, C. Omodei, E. A. McGraw, P. A. Ryan, S. A. Ritchie, M. Turelli and S. L. O'Neill,
Successful establishment of Wolbachia in Aedes populations to suppress dengue transmission, Nature, 476 (2011), 454-457.
doi: 10.1038/nature10356. |
[9] |
L. C. Hu, M. G. Huang, M. X. Tang, J. S. Yu and B. Zheng,
Wolbachia spread dynamics in stochastic environments, Theor. Popul. Biol., 106 (2015), 32-44.
doi: 10.1016/j.tpb.2015.09.003. |
[10] |
L. C. Hu, M. G. Huang, M. X. Tang, J. S. Yu and B. Zheng,
Wolbachia spread dynamics in multi-regimes of environmental conditions, J. Theor. Biol., 462 (2019), 247-258.
doi: 10.1016/j.jtbi.2018.11.009. |
[11] |
L. C. Hu, M. X. Tang, Z. D. Wu, Z. Y. Xi and J. S. Yu,
The threshold infection level for Wolbachia invasion in random environments, J. Diff. Equ., 266 (2019), 4377-4393.
doi: 10.1016/j.jde.2018.09.035. |
[12] |
M. G. Huang, L. C. Hu and B. Zheng,
Comparing the efficiency of Wolbachia driven Aedes mosquito suppression strategies, J. Appl. Anal. Comput., 9 (2019), 211-230.
|
[13] |
M. G. Huang, J. W. Lou, L. C. Hu, B. Zheng and J. S. Yu,
Assessing the efficiency of Wolbachia driven Aedes mosquito suppression by delay differential equations, J. Theor. Biol., 440 (2018), 1-11.
doi: 10.1016/j.jtbi.2017.12.012. |
[14] |
M. G. Huang, M. X. Tang and J. S. Yu,
Wolbachia infection dynamics by reaction-diffusion equations, Sci. China Math., 58 (2015), 77-96.
doi: 10.1007/s11425-014-4934-8. |
[15] |
M. G. Huang, J. S. Yu, L. C. Hu and B. Zheng,
Qualitative analysis for a Wolbachia infection model with diffusion, Sci. China Math., 59 (2016), 1249-1266.
doi: 10.1007/s11425-016-5149-y. |
[16] |
P. F. Jia, L. Lu, X. Chen, J. Chen, L. Guo, X. Yu and Q. Y. Liu, A climate-driven mechanistic population model of Aedes albopictus with diapause, Para. Vect., 9 (2016), 175 pp.
doi: 10.1186/s13071-016-1448-y. |
[17] |
R. M. Lana, M.M. Morais, T. F. M. de Lima, T. G. de Senna Carneiro, L. M. Stolerman, J. P. C. dos Santos, J. J. C. Cortés, A. E. Eiras and C. T. Codeço, Assessment of a trap based Aedes aegypti surveillance program using mathematical modeling, PLoS one, 13 (2018), e0190673.
doi: 10.1371/journal.pone.0190673. |
[18] |
Y. J. Li, F. Kamara, G. F. Zhou, S. Puthiyakunnon, C. Y. Li, Y. X. Liu, Y. H. Zhou, L. J. Yao, G. Y. Yan and X.-G. Chen, Urbanization increases Aedes albopictus larval habitats and accelerates mosquito development and survivorship, PLoS Negl. Trop. Dis., 8 (2014), e0003301.
doi: 10.1371/journal.pntd.0003301. |
[19] |
H. L. Lin, T. Liu, T. Song, L. F. Lin, J. P. Xiao, J. Y. Lin, J. F. He, H. J. Zhong, W. B. Hu, A. P. Deng, Z. Q. Peng, W. J. Ma and Y. H. Zhang, Community involvement in dengue outbreak control: An integrated rigorous intervention strategy, PLoS Negl. Trop. Dis., 10 (2016), e0004919.
doi: 10.1371/journal.pntd.0004919. |
[20] |
Z. Liu, Y. Zhang and Y. Yang, Population dynamics of Aedes (Stegomyia) albopictus (Skuse) under laboratory conditions, Acta Entomol. Sin., 28 (1985), 274-280. Google Scholar |
[21] |
F. Liu, C. Zhou and P. Lin, Studies on the population ecology of Aedes albopictus 5. The seasonal abundance of natural population of Aedes albopictus in Guangzhou, Acta Sci. Natur. Univ. Sunyatseni, 29 (1990), 118-122. Google Scholar |
[22] |
F. Liu, C. Yao, P. Lin and C. Zhou, Studies on life table of the natural population of Aedes albopictus, Acta Sci. Natur. Univ. Sunyatseni, 31 (1992), 84-93. Google Scholar |
[23] |
P. A. Ross, N. M. Endersby, H. L. Yeap and A. A. Hoffmann,
Larval competition extends developmental time and decreases adult size of wMelPop Wolbachia infected Aedes aegypti, Am. J. Trop. Hyg., 91 (2014), 198-205.
doi: 10.4269/ajtmh.13-0576. |
[24] |
H. Smith, An Introduction to Delay Differential Equations with Applications to Life Sciences, Texts in Applied Mathematics, 57. Springer, New York, 2011.
doi: 10.1007/978-1-4419-7646-8. |
[25] |
J. Waldock, N. L. Chandra, J. Lelieveld, Y. Proestos, E. Michael, G. Christophides and P. E. Parham, The role of environment variables on Aedes albopictus biology and Chikungunya epidemiology, Pathog. Glob. Health., 107 (2013), 224-240. Google Scholar |
[26] |
R. K. Walsh, C. Bradley, C. Apperson and F. Gould, An experimental field study of delayed density dependence in natural populations of Aedes albopictus, PLoS One, 7 (2012), e0035959. Google Scholar |
[27] |
R. K. Walsh, L. Facchinelli, J. M. Ramsey, J. G. Bond and F. Gould,
Assessing the impact of density dependence in field populations of Aedes aegypti, J. Vect. Ecol., 36 (2011), 300-307.
doi: 10.1111/j.1948-7134.2011.00170.x. |
[28] |
T. Walker, P. H. Johnson, L. A. Moreika, I. Iturbe-Ormaetxe, F. D. Frentiu, C. J. Mcmeniman, Y. S. Leong, Y. Dong, J. Axford, P. Kriesner, A. L. Lloyd, S. A. Ritchie, S. L. O'Neill and A. A. Hoffmann,
The wMel Wolbachia strain blocks dengue and invades caged Aedes aegypti populations, Nature, 476 (2011), 450-453.
doi: 10.1038/nature10355. |
[29] |
E. Waltz,
US reviews plan to infect mosquitoes with bacteria to stop disease, Nature, 533 (2016), 450-451.
doi: 10.1038/533450a. |
[30] |
WHO, Global Strategy for Dengue Prevention and Control 2012-2020, World Health Organization, Geneva, 2012. Google Scholar |
[31] |
Z. Y. Xi, C. C. H. Khoo and S. L. Dobson,
Wolbachia establishment and invasion in an Aedes aegypti laboratory population, Science, 310 (2005), 326-328.
doi: 10.1126/science.1117607. |
[32] |
J. S. Yu,
Modeling mosquito population suppression based on delay differential equations, SIAM J. Appl. Math., 78 (2018), 3168-3187.
doi: 10.1137/18M1204917. |
[33] |
J. S. Yu and B. Zheng,
Modeling Wolbachia infection in mosquito population via discrete dynamical models, J. Differ. Equ. Appl., (2019).
doi: 10.1080/10236198.2019.1669578. |
[34] |
B. Zheng, W. L. Guo, L. C. Hu, M. G. Huang and J. S. Yu,
Complex Wolbachia infection dynamics in mosquitoes with imperfect maternal transmission, Math. Biosci. Eng., 15 (2018), 523-541.
doi: 10.3934/mbe.2018024. |
[35] |
B. Zheng, X. P. Liu, M. X. Tang, Z. Y. Xi and J. S. Yu,
Use of age-stage structural models to seek optimal Wolbachia-infected male mosquito releases for mosquito-borne disease control, J. Theor. Biol., 472 (2019), 95-109.
doi: 10.1016/j.jtbi.2019.04.010. |
[36] |
B. Zheng, M. X. Tang and J. S. Yu,
Modeling Wolbachia spread in mosquitoes through delay differential equation, SIAM J. Appl. Math., 74 (2014), 743-770.
doi: 10.1137/13093354X. |
[37] |
B. Zheng, M. X. Tang, J. S. Yu and J. X. Qiu,
Wolbachia spreading dynamics in mosquitoes with imperfect maternal transmission, J. Math. Biol., 76 (2018), 235-263.
doi: 10.1007/s00285-017-1142-5. |
[38] |
B. Zheng, J. S. Yu, Z. Y. Xi and M. X. Tang,
The annual abundance of dengue and Zika vector Aedes albopictus and its stubbornness to suppression, Ecol. Model., 387 (2018), 38-48.
doi: 10.1016/j.ecolmodel.2018.09.004. |
[39] |
Z. Zhong and G. He, The life table of laboratory Aedes albopictus under various temperatures, Academic J. Sun Yat-Sen Univ. of Med. Sci., 9 (1988), 35-39. Google Scholar |
[40] |
Z. Zhong and G. He, The life and fertility table of Aedes albopictus under different temperatures, Acta Entom. Sinica, 33 (1990), 64-70. Google Scholar |


Para. | Definition | value | Reference |
Number of eggs laid by a female | 200 | [20,22,39] | |
Hatch rate of egg (day |
Dependent of T | [6,17,25] | |
Mean larvae produced by a female (day |
|||
Minimum larva mortality rate (day |
Dependent of T | [4,5,25] | |
Pupation rate (day |
Dependent of T | [6,17,25] | |
Pupa survival rate (day |
Dependent of T | [6,17,25] | |
Adult female mortality rate (day |
Dependent of T | [4,5,25] | |
Development period of egg (days) | (3.7, 18.3) | [16,18,22,38] | |
Development period of larva (days) | (5.2, 27.7) | [16,18,22,38] | |
Development period of pupa (days) | (1.5, 8.6) | [16,18,22,38] | |
Mean longevity of female (days) | (4.8, 40.9) | [16,18,22,38] |
Para. | Definition | value | Reference |
Number of eggs laid by a female | 200 | [20,22,39] | |
Hatch rate of egg (day |
Dependent of T | [6,17,25] | |
Mean larvae produced by a female (day |
|||
Minimum larva mortality rate (day |
Dependent of T | [4,5,25] | |
Pupation rate (day |
Dependent of T | [6,17,25] | |
Pupa survival rate (day |
Dependent of T | [6,17,25] | |
Adult female mortality rate (day |
Dependent of T | [4,5,25] | |
Development period of egg (days) | (3.7, 18.3) | [16,18,22,38] | |
Development period of larva (days) | (5.2, 27.7) | [16,18,22,38] | |
Development period of pupa (days) | (1.5, 8.6) | [16,18,22,38] | |
Mean longevity of female (days) | (4.8, 40.9) | [16,18,22,38] |
Para. | Value | Reference |
[6,17,25] | ||
[6,17,25] | ||
| [6,17,25] | |
| [4,5,25] | |
| [4,5,25] |
Para. | Value | Reference |
[6,17,25] | ||
[6,17,25] | ||
| [6,17,25] | |
| [4,5,25] | |
| [4,5,25] |
Phase Ⅰ | Phase Ⅱ (5 weeks) | Total number |
Suppression period, |
||
5 weeks, |
||
6 weeks, |
||
7 weeks, |
||
8 weeks, |
||
9 weeks, |
||
10 weeks, |
Phase Ⅰ | Phase Ⅱ (5 weeks) | Total number |
Suppression period, |
||
5 weeks, |
||
6 weeks, |
||
7 weeks, |
||
8 weeks, |
||
9 weeks, |
||
10 weeks, |
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