Mathematical Model for the Biological Control of the Coffee Berry Borer Hypothenemus hampei through Ant Predation
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
- The generations of the population overlapped, that is, in the population it was possible to find individuals of different ages.
- The population was homogeneously distributed, which is why position was irrelevant.
- No migration phenomena were considered.
3. Results
3.1. Region of Invariance
3.2. Equilibrium Points and Stability
- 1.
- Equilibrium point is unstable.
- 2.
- Equilibrium point has no biological sense if , collides with if , and is unstable if .
- 3.
- Equilibrium point is local and asymptotically stable if and is unstable if .
- 4.
- Equilibrium point has no biological sense if , collides with if , and is local and asymptotically stable if .
- The Jacobian matrix (10) evaluated in equilibrium point has the following eigenvalues:By the form of the radicand, it was concluded that the three eigenvalues were real. All the more, the signs of some of the eigenvalues were evident, particularly and . However, the sign of could not be determined immediately, which is why the radicands were expressed in terms of threshold to establish conditions, that is:Note that if , then ; if , then ; but, as y , it was concluded that in any case, is an unstable hyperbolic equilibrium point of the saddle type. However, for the case , is a nonhyperbolic equilibrium point, since . In effect, the eigenvalues are now:Bearing in mind the stability results obtained above, it was plausible to think that if , equilibrium point would be unstable, but the classical qualitative theory was insufficient to verify this idea due to the loss of hyperbolicity; hence, the instability of equilibrium point was shown using the direct method of Liapunov [28], whose conclusion was valid independently of threshold .Let U be a open set given by
- (a)
- en ;
- (b)
- en ;
- (c)
- ;
- (d)
- on that part of the boundary of U inside S.
- From (6), it is evident that equilibrium point loses its biological sense in the first and second component if . To analyze the other two cases, the Jacobian matrix (10) was evaluated in equilibrium , whose eigenvalues were used to obtain the real value, as observed in the following:Now, in all cases, and condition is sufficient for and implies , which allowed us to conclude that is unstable and, specifically, a saddle. In addition, if , we could determine from (6) that , i.e., the equilibriums collide. Further, the prior expressions were simplified in the following manner:
- The Jacobian matrix (10) evaluated in equilibrium has the following eigenvalues:
- It is immediately obvious from (7) that equilibrium point loses its biological sense in the first and second component if . To study the two other cases, the Jacobian matrix (10) was evaluated in equilibrium , obtaining, as in previous cases, a matrix whose eigenvalues areFrom (19) and (20), it was deducted that the eigenvalues are real. Note in (7) that if , then , that is, collides with . Finally, if in (21), it is easy to see that , but since and , it was concluded that equilibrium point is local and asymptotically stable.
- 1.
- If or, equivalently, , then equilibrium points , , and are unstable, and equilibrium point is local and asymptotically stable.
- 2.
- If or, equivalently, , then equilibrium points and are unstable, and equilibrium point collides with .
- 3.
- If or, equivalently, , then equilibrium points and are unstable, equilibrium point is local and asymptotically stable, and equilibrium point lacks biological sense.
- 4.
- If or, equivalently, , then equilibrium point is unstable, equilibrium point collides with , equilibrium point is local and asymptotically stable, and equilibrium point lacks biological sense.
- 5.
- If or, equivalently, , then equilibrium point is unstable, equilibrium point lacks biological sense, equilibrium point is local and asymptotically stable, and equilibrium point lacks biological sense.
- If
- −
- and ; hence, equilibrium point is unstable.
- −
- and ; hence, equilibrium point is local and asymptotically stable.
- If
- −
- and ; hence, equilibrium point is local and asymptotically stable.
- −
- and ; hence, equilibrium point is unstable, although without biological sense.
3.3. Numerical Simulations
Parameter | Description | Value | Ref. |
---|---|---|---|
q | Carrying capacity of the immature CBBs | 700 | |
k | Carrying capacity of the predatory ants | ||
r | Intrinsic growth rate of predatory ants | ||
Predation rate of ants on adult CBBs | [30] | ||
Predation rate of ants on immature CBBs | [30] | ||
Biomass conversion rate through predation | |||
Natural death rate of immature CBBs | [31] | ||
Death rate of adult CBBs due to factors other than predation | Variable | ||
Oviposition rate of adult CBB females | 2 | [5] | |
Development rate from immature stage to adult stage | [31] |
4. Discussion
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Abbreviations
CBB | Coffee berry borer |
IBM | Integrated borer management |
References
- Infante, F.; Pérez, J.; Vega, F.E. The coffee berry borer: The centenary of a biological invasion in Brazil. Braz. J. Biol. 2014, 74, S125–S126. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Morris, J.R.; Jimenez-Soto, E.; Philpott, S.M.; Perfecto, I. Ant-mediated (Hymenoptera: Formicidae) biological control of the coffee berry borer: Diversity, ecological complexity, and conservation biocontrol. Myrmecol. News 2018, 26, 1–17. [Google Scholar]
- Johnson, M.A.; Ruiz-Diaz, C.P.; Manoukis, N.C.; Verle Rodrigues, J.C. Coffee berry borer (Hypothenemus hampei), a global pest of coffee: Perspectives from historical and recent invasions, and future priorities. Insects 2020, 11, 882. [Google Scholar] [CrossRef]
- Vega, F.E.; Infante, F.; Johnson, A.J. The genus Hypothenemus, with emphasis on H. hampei, the coffee berry borer. In Bark Beetles: Biology and Ecology of Native and Invasive Species; Vega, F.E., Hofstetter, R.W., Eds.; Academic Press: San Diego, CA, USA, 2015; pp. 427–494. [Google Scholar]
- Bustillo, A.E. Una revisión sobre la broca del café, Hypothenemus hampei (Coleoptera: Curculionidae: Scolytinae), en Colombia. Rev. Colomb. Entomol. 2006, 32, 101–116. [Google Scholar] [CrossRef]
- Barrera, J.F. Broca y roya del café. Viejos problemas, nuevos enfoques. Cienc. Desarro. 2016, 42, 32–37. [Google Scholar]
- Tabares, J.; Villalba, D.; Bustillo, A.; Vallejo, L. Eficacia de insecticidas para el control de la broca del café usando diferentes equipos de aspersión. Cenicafé 2008, 59, 227–237. [Google Scholar]
- Bustillo, A.E. El papel del control biológico en el manejo integrado de la broca del café, Hypothenemus hampei (Ferrari)(Coleoptera: Curculionidae: Scolytinae). Rev. Acad. Colomb. Cienc. 2005, 29, 55–68. [Google Scholar]
- Gallego, R.; Armbrecht, I. Depredación por hormigas sobre la broca del café Hypothenemus hampei (Curculionidae: Scolytinae) en cafetales cultivados bajo dos niveles de sombra en Colombia. Manejo Integr. Plagas Agroecol. 2005, 76, 32–40. [Google Scholar]
- Larsen, A.; Philpott, S.M. Twig-nesting ants: The hidden predators of the coffee berry borer in Chiapas, Mexico. Biotropica 2010, 42, 342–347. [Google Scholar] [CrossRef] [Green Version]
- Vera, L.; Gil, Z.N.; Benavides, P. Identificación de enemigos naturales de Hypothenemus hampei en la zona cafetera central colombiana. Cenicafé 2008, 58, 185–195. [Google Scholar]
- Newson, J.; Vandermeer, J.; Perfecto, I. Differential effects of ants as biological control of the coffee berry borer in Puerto Rico. Biol. Control 2021, 160, 104666. [Google Scholar] [CrossRef]
- Posada, F.J.; Vélez, M.; Zenner de Polanía, I. Hormigas: Enemigos Naturales de la Broca del Café; Universidad de Ciencias Aplicadas y Ambientales U.D.C.A: Bogotá, Colombia, 2009. [Google Scholar]
- Morris, J.R.; Perfecto, I. Testing the potential for ant predation of immature coffee berry borer (Hypothenemus hampei) life stages. Agric. Ecosyst. Environ. 2016, 233, 224–228. [Google Scholar] [CrossRef] [Green Version]
- Fotso, Y.; Touzeau, S.; Tsanou, B.; Bowong, S.; Grognard, F. Modelling and optimal strategy to control coffee berry borer. Math. Methods Appl. Sci. 2021, 44, 14569–14592. [Google Scholar] [CrossRef]
- Fotso, Y.; Touzeau, S.; Grognard, F.; Tsanou, B.; Bowong, S. Optimal Control of Coffee Berry Borers: Synergy between Bio-insecticide and Traps. J. Optim. Theory Appl. 2023, 196, 882–899. [Google Scholar] [CrossRef]
- Yang, H. Assessing the influence of quiescence eggs on the dynamics of mosquito Aedes aegypti. Appl. Math. 2014, 5, 2696–2711. [Google Scholar] [CrossRef] [Green Version]
- Arias, J.; Martinez, H.; Sepulveda, L.; Vasilieva, O. Predator-prey model for analysis of Aedes aegypty population dynamics in Cali, Colombia. Int. J. Pure Appl. Math. 2015, 105, 561–597. [Google Scholar] [CrossRef] [Green Version]
- Duarte, I.; Chaib de Mares, M.; Luna, D.; Aguirre-Obando, O.; Mendez, R. Estudio demográfico de Emilia sonchifolia (Asteraceae) en una finca cafetera de Armenia, Quindio, Colombia. Acta Biol. Colomb. 2015, 20, 101–110. [Google Scholar]
- Arias, J.; Martinez, H.; Sepulveda, L.; Vasilieva, O. Estimación de los parámetros de dos modelos para la dinámica del dengue y su vector en Cali. Ingeniería y Ciencia 2018, 14, 69–92. [Google Scholar] [CrossRef] [Green Version]
- Lavanya, R.; Shyni, U. Differential Transform and Butcher’s fifth order Runge-Kutta Methods for solving the Aedes-Aegypti model. Int. J. Appl. Eng. Res. 2018, 13, 13849–13858. [Google Scholar]
- Arias, J.; Martinez, H.; Vasilieva, O. Biological and Chemical Control of Mosquito Population by Optimal Control Approach. Games 2020, 11, 62. [Google Scholar] [CrossRef]
- Vargas, R.; Rodríguez, S. Dinámica de poblaciones. In Manejo de Plagas en Paltos y Cítricos; Ripa, R., Larral, P., Eds.; Instituto de Investigaciones Agropecuarias del Ministerio de Agricultura de Chile: La Cruz, Chile, 2008; Volume 23, pp. 99–105. [Google Scholar]
- Romero, J.; Cortina, H. Tablas de vida de Hypothenemus hampei (Coleoptera: Curculionidae: Scolytinae) sobre tres introducciones de café. Rev. Colomb. Entomol. 2007, 33, 10–16. [Google Scholar] [CrossRef]
- Ruiz-Cárdenas, R.; Baker, P. Life table of Hypothenemus hampei (Ferrari) in relation to coffee berry phenology under Colombian field conditions. Sci. Agric. 2010, 67, 658–668. [Google Scholar] [CrossRef]
- Castillo-Chavez, C.; Song, B. Dynamical models of tuberculosis and their applications. Math. Biosci. Eng. 2004, 1, 361–404. [Google Scholar] [CrossRef] [PubMed]
- Perko, L. Differential Equations and Dynamical Systems, 2nd ed.; Springer: New York, NY, USA, 2001. [Google Scholar]
- Hale, J. Ordinary Differential Equations, 2nd ed.; Wiley-Interscience: New York, NY, USA, 1980; pp. 311–315. [Google Scholar]
- Kalula, A.; Nyabadza, F. A theoretical model for substance abuse in the presence of treatment. S. Afr. J. Sci. 2012, 108, 1–12. [Google Scholar]
- Varón, E.; Hanson, P.; Borbón, O.; Carballo, M.; Hilje, L. Potencial de hormigas como depredadoras de la broca del café (Hypothenemus hampei). Manejo Integr. Plagas Agroecol. 2004, 73, 42–50. [Google Scholar]
- Fernández, S.; Cordero, J. Biología de la broca del café Hypothenemus hampei (Ferrari) (Coleoptera: Curculionidae: Scolytinae) en condiciones de laboratorio. Bioagro 2007, 19, 35–40. [Google Scholar]
- Hastings, A. Population Biology: Concepts and Models; Springer: New York, NY, USA, 1997. [Google Scholar]
- Constantino-Chuaire, L.M.; Benavides-Machado, P.; Escobar-Ramirez, S.; Montoya-Lerma, J.; Armbrecht, I. Capacidad depredadora de las hormigas Solenopsis picea y Crematogaster crinosa sobre la broca del café Hypothenemus hampei en campo con una solución atrayente. Rev. Colomb. Entomol. 2022, 48, 1–9. [Google Scholar] [CrossRef]
- Escobar-Ramírez, S.; Grass, I.; Armbrecht, I.; Tscharntke, T. Biological control of the coffee berry borer: Main natural enemies, control success, and landscape influence. Biol. Control 2019, 136, 103992. [Google Scholar] [CrossRef]
- Coffler, J.; Fialho, E.; Loss, M.; Venzon, M. Predation of coffee berry borer by a green lacewing. Neotrop. Entomol. 2021, 51, 160–163. [Google Scholar]
Number of Adult CBB Deaths Due to Factors Other than Predation | |||
---|---|---|---|
410 | |||
330 | |||
271 | |||
191 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Trujillo-Salazar, C.A.; Olivar-Tost, G.; Sotelo-Castelblanco, D.M. Mathematical Model for the Biological Control of the Coffee Berry Borer Hypothenemus hampei through Ant Predation. Insects 2023, 14, 675. https://doi.org/10.3390/insects14080675
Trujillo-Salazar CA, Olivar-Tost G, Sotelo-Castelblanco DM. Mathematical Model for the Biological Control of the Coffee Berry Borer Hypothenemus hampei through Ant Predation. Insects. 2023; 14(8):675. https://doi.org/10.3390/insects14080675
Chicago/Turabian StyleTrujillo-Salazar, Carlos Andrés, Gerard Olivar-Tost, and Deissy Milena Sotelo-Castelblanco. 2023. "Mathematical Model for the Biological Control of the Coffee Berry Borer Hypothenemus hampei through Ant Predation" Insects 14, no. 8: 675. https://doi.org/10.3390/insects14080675