Abstract
Farmers frequently decide where to locate the colonies of their domesticated eusocial bees, especially given the following mutually exclusive scenarios: (i) there are limited nectar and pollen sources within the vicinity of the apiary that cause competition among foragers; and (ii) there are fewer pollinators compared to the number of inflorescence that may lead to suboptimal pollination of crops. We hypothesize that optimally distributing the beehives in the apiary can help address the two scenarios stated above. In this paper, we develop quantitative models (specifically using linear programming) for addressing the two given scenarios. We formulate models involving the following factors: (i) fuzzy preference of the beekeeper; (ii) number of available colonies; (iii) unknown-but-bounded strength of colonies; (iv) probabilistic carrying capacity of the plant clusters; and (v) spatial orientation of the apiary.
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References
Aizen, M. A., & Harder, L. D. (2009). The global stock of domesticated honey bees is growing slower than agricultural demand for pollination. Curr. Biol., 19, 915–918.
Aizen, M. A., Garibaldi, L. A., Cunningham, S. A., & Klein, A. M. (2008). Long-term global trends in crop yield and production reveal no current pollination shortage but increasing pollinator dependency. Curr. Biol., 18, 1572–1575.
Allen-Wardell, G., et al. (1998). The potential consequences of pollinator declines on the conservation of biodiversity and stability of food crop yields. Conserv. Biol., 12(1), 8–17.
Almazol, A. E., & Cervancia, C. R. (2010). Foraging behaviour of Xylocopa spp., Apis dorsata and Apis cerana on two mangrove species (Aegiceras floridum Roem & Shults and Scyphiphora hydrophyllacea Gaertn F.) in Pagbilao Mangrove, Quezon Province, Philippines. In Proceedings of the 10th Asian Apicultural Association Conference and Api Expo, Busan, South Korea (pp. 4–7).
Association, B. B. (2006). Choosing an Apiary site. British Beekeepers Association Advisory Leaflet B11 (3rd ed.). Warwickshire: British Beekeepers Association.
Association, B. B. (2013). Keeping bees—apiary set up. Available from http://barnsleybeekeepers.org.uk/apiary.html. Accessed June 24.
Awasthi, A., Chauhan, S. S., & Goyal, S. K. (2011). A multi-criteria decision making approach for location planning for urban distribution centers under uncertainty. Math. Comput. Model., 53, 98–109.
Behrens, D., Forsgren, E., Fries, I., & Moritz, R. F. A. (2007). Infection of drone larvae (Apis mellifera) with American foulbrood. Apidologie, 38, 281–288.
Beil, M., Horn, H., & Schwabe, A. (2008). Analysis of pollen loads in a wild bee community (Hymenoptera: Apidae)—a method for elucidating habitat use and foraging distances. Apidologie, 39, 456–467.
Bisschop, J. (2012). AIMMS optimization modeling. Haarlem: Paragon Decision Technology.
Bosaing, A. A. D., Rabajante, J. F., & De Lara, M. L. D. (2012). Assignment problems with weighted and nonweighted neighborhood constraints in 36, 44 and 63 tilings. Southeast. Asian J. Sci., 1(1), 55–75.
Bradbear, N. (2009). Bees and their role in forest livelihoods: a guide to the services provided by bees and the sustainable harvesting, processing and marketing of their products. Rome: Food and Agriculture Organization of the United Nations.
Brittain, C., Williams, N., Kremen, C., & Klein, A. M. (2013). Synergistic effects of non-Apis bees and honey bees for pollination services. Proc. R. Soc. B, 280(1754), 20122767.
Brosi, B. J., Armsworth, P. R., & Daily, G. C. (2008). Optimal design of agricultural landscapes for pollination services. Conserv. Lett., 1(1), 27–36.
Cervancia, C. R., & Bergonia, E. A. (1991). Insect pollination of cucumber (Cucumis sativus L) in the Philippines. Acta Hortic., 228, 278–281.
Cervancia, C. R., & Forbes, M. F. (1993). Pollination of pechay (Brassica pekinensis Rupr) and radish (Raphanus sativus L). Philipp. J. Sci., 122(1), 129–132.
Charikar, M., Khuller, S., Mount, D. M., & Narasimhan, G. (2001). Algorithms for facility location problems with outliers. In Proceedings of the 12th ACM–SIAM symposium on discrete algorithms, Washington DC (pp. 642–651).
Church, R. L., & Revelle, C. S. (1974). The maximal covering location problem. Pap. Reg. Sci. Assoc., 32, 101–118.
Dat, L. Q., Yu, V. F., & Chou, S.-Y. (2012). An improved ranking method for fuzzy numbers based on the centroid-index. Int. J. Fuzzy Syst., 14(3), 413–419.
De la Rua, P., Jaffe, R., Dall’olio, R., Muñoz, I., & Serrano, J. (2009). Biodiversity, conservation and current threats to European honeybees. Apidologie, 40, 263–284.
Delaplane, K. S., van der Steen, J., & Guzman-Novoa, E. (2013). Standard methods for estimating strength parameters of Apis mellifera colonies. In V. Dietemann, J. D. Ellis, & P. Neumann (Eds.), The COLOSS BEEBOOK, Vol. I: Standard methods for Apis mellifera research. J. Apicultural Res., 52(1), 52.1.03.
Deyto, R. C., & Cervancia, C. R. (2009). Floral biology and pollination of ampalaya Momordica charantia L. Philipp. Agric. Sci., 92(1), 8–18.
Di Prisco, G., Cavaliere, V., Annoscia, D., Varricchio, P., Caprio, E., Nazzi, F., Gargiulo, G., & Pennacchio, F. (2013). Neonicotinoid clothianidin adversely affects insect immunity and promotes replication of a viral pathogen in honey bees. PNAS, 110(46), 18466–18471.
Duffield, G. E., Gibson, R. C., Gilhooly, P. M., Hesse, A. J., Inkley, C. R., Gilbert, F. S., & Barnard, C. J. (1993). Choice of flowers by foraging honey bees (Apis mellifera): possible morphological cues. Ecol. Entomol., 18, 191–197.
Esteves, R. J. P., Villadelrey, M. C., & Rabajante, J. F. (2010). Determining the optimal distribution of bee colony locations to avoid overpopulation using mixed integer programming. J. Nat. Stud., 9(1), 79–82.
Fajardo, A. C., Medina, J. R., Opina, O. S., & Cervancia, C. R. (2008). Insect pollinators and floral visitors of mango, Mangifera indica var. “carabao”. Philipp. Agric. Sci., 91(4), 372–382.
Farahani, R. Z., & Hekmatfar, M. (2009). Facility location: concepts, models, algorithms and case studies. Berlin: Springer.
Free, J. (1993). Insect pollination of crops. London/New York: Academic Press.
Gallai, N., Salles, J. M., Settele, J., & Vaissiere, B. E. (2009). Economic valuation of the vulnerability of world agriculture confronted with pollinator decline. Ecol. Econ., 68, 810–821.
Genersch, E., von der Ohe, W., Kaatz, H., Schroeder, A., Otten, C., Buchler, R., Berg, S., Ritter, W., Muhlen, W., Gisder, S., Meixner, M., Liebig, G., & Rosenkranz, P. (2010). The German bee monitoring project: a long term study to understand periodically high winter losses of honey bee colonies. Apidologie, 41, 332–352.
Ghazoul, J. (2005). Buzziness as usual? Questioning the global pollination crisis. Trends Ecol. Evol., 20(7), 367–373.
Guan, Z., Jin, Z., & Zou, B. (2007). A multi-objective mixed-integer stochastic programming model for the vendor selection problem under multi-product purchases. Inf. Manag. Sci., 18(3), 241–252.
Guzman-Novoa, E., Eccles, L., Calvete, Y., McGowan, J., Kelly, P. G., & Correa-Benitez, A. (2010). Varroa destructor is the main culprit for the death and reduced populations of overwintered honey bee (Apis mellifera) colonies in Ontario, Canada. Apidologie, 41, 443–450.
Herrera, F., & Verdegay, J. L. (1995). Three models of fuzzy integer linear programming. Eur. J. Oper. Res., 83, 581–593.
Jadczak, A. (1994). Placement of honey bee colonies used for blueberry pollination. Maine: University of Maine.
Kevan, P. G. (1999). Pollinators as bioindicators of the state of the environment: species, activity and diversity. Agric. Ecosyst. Environ., 74, 373–393.
Klein, A. M., Steffan-Dewenter, I., & Tscharntke, T. (2002). Bee pollination and fruit set of Coffea arabica and C. canephora (Rubiaceae). Am. J. Bot., 90(1), 153–157.
Klein, A.-M., Vaissiere, B. E., Cane, J. H., Steffan-Dewenter, I., Cunningham, S. A., Kremen, C., & Tscharntke, T. (2007). Importance of pollinators in changing landscapes for world crops. Proc. R. Soc. Lond. B, Biol. Sci., 274(1608), 303–313.
Kuhn-Neto, B., Contrera, F. A. L., Castro, M. S., & Nieh, J. C. (2009). Long distance foraging and recruitment by a stingless bee Melipona mandacaia. Apidologie, 40, 472–480.
Le Conte, Y., Ellis, M., & Ritter, W. (2010). Varroa mites and honey bee health: can Varroa explain part of the colony losses? Apidologie, 41, 353–363.
Li, Y. P., Huang, G. H., Huang, Y. F., & Zhou, H. D. (2009). A multistage fuzzy-stochastic programming model for supporting sustainable water-resources allocation and management. Environ. Model. Softw., 24, 786–797.
Liu, B. (2009). Theory and practice of uncertain programming (2nd ed.). Berlin: Springer.
Lowore, J., & Bradbear, N. (2012). Extensive beekeeping. Bees Dev. J., 103, 3–5.
Mader, E., Spivak, M., & Evans, E. (2010). Managing alternative pollinators: a handbook for beekeepers, growers and conservationists (SARE Handbook 11). Maryland: Sustainable Agriculture Research and Education and New York: Natural Resource, Agriculture, and Engineering Service.
Maini, S., Medrzycki, P., & Porrini, C. (2010). The puzzle of honey bee losses: a brief review. Bull. Insectol., 63(1), 153–160.
Manila-Fajardo, A. C. (2011). Pollination biology of coffea liberica W. Bull ex Hiern var. liberica in Lipa City, Philippines. PhD thesis, University of the Philippines Los Baños.
Megiddo, N., Zemel, E., & Hakimi, S. L. (1983). The maximum coverage location problem. SIAM J. Algebr. Discrete Methods, 4(2), 253–261.
Menz, M. H. M., Philips, R. D., Winfree, R., Kremen, C., Aizen, M. A., Johnson, S. D., & Dixon, K. W. (2011). Reconnecting plants and pollinators: challenges in the restoration of pollination mutualisms. Trends Plant Sci., 16(1), 4–12.
Morse, R. A., & Calderone, N. W. (2000). The value of honey bees as pollinators of US crops in 2000. In Bee culture magazine, Ohio: A.I. Root Company.
Murray, T. E., Kuhlmann, M., & Potts, S. G. (2009). Conservation ecology of bees: populations, species and communities. Apidologie, 40, 211–236.
Oldroyd, B. P., & Nanork, P. (2009). Conservation of Asian honey bees. Apidologie, 40, 296–312.
Park, M. G., Orr, M. C., & Danforth, B. N. (2010). The role of native bees in apple pollination. New York Fruit Q., 18(1), 21–25.
Pettis, J. S., Lichtenberg, E. M., Andree, M., Stitzinger, J., Rose, R., & van Engelsdorp, D. (2013). Crop pollination exposes honey bees to pesticides which alters their susceptibility to the gut pathogen nosema ceranae. PLoS ONE, 8(7), e70182.
Potts, S. G., Vulliamy, B., Dafni, A., Ne’eman, G., & Willmer, P. (2003). Linking bees and flowers: how do floral communities structure pollinator communities? Ecology, 84, 2628–2642.
Potts, S. G., Biesmeijer, J. C., Kremen, C., Neumann, P., Schweiger, O., & Kunin, W. E. (2010). Global pollinator declines: trends, impacts and drivers. Trends Ecol. Evol., 25(6), 345–353.
Raju, A. J. S., & Karyamsetty, H. J. (2008). Reproductive ecology of mangrove trees Ceriops decandra (Griff.) Ding Hou and Ceriops tagal (Perr.) C.B. Robinson (Rhizophoraceae). Acta Bot. Croat., 67(2), 201–208.
Ramalho, M., Kleinert-Giovannini, A., & Imperatriz-Fonseca, V. L. (1989). Utilization of floral resources by species of Melipona (Apidae, Meliponinae): floral preferences. Apidologie, 20, 185–195.
Roubik, D. W., Yanega, D., Aluja, S. M., Buchmann, S. L., & Inouye, D. W. (1995). On optimal nectar foraging by some tropical bees (Hymenoptera: Apidae). Apidologie, 26, 197–211.
Sagili, R. R., & Burgett, D. M. (2011). Evaluating honey bee colonies for pollination: a guide for commercial growers and beekeepers. PNW 623. Pacific Northwest Extension Publication.
Slaa, E. J., Tack, A. J. M., & Sommeijer, M. J. (2003). The effect of intrinsic and extrinsic factors on flower constancy in stingless bees. Apidologie, 34, 457–468.
Slaa, E. J., Chaves, L. A. S., Malagodi-Braga, K. S., & Hofstede, F. E. (2006). Stingless bees in applied pollination: practice and perspectives. Apidologie, 37, 293–315.
Stephens, D. W., & Stevens, J. R. (2001). A simple spatially explicit ideal-free distribution: a model and an experiment. Behav. Ecol. Sociobiol., 49, 220–234.
Taha, H. A. (2010). Operations research: an introduction (9th ed.). New Jersey: Prentice Hall.
Tambaoan, R. S., Rabajante, J. F., Esteves, R. J. P., & Villadelrey, M. C. (2011). Prediction of migration path of a colony of bounded-rational species foraging on patchily distributed resources. Adv. Stud. Biol., 3(7), 333–345.
Thode, H. C. (2002). Testing for normality. New York: Marcel Dekker/CRC Press.
Triantaphyllou, E., Shu, B., Nieto Sanchez, S., & Ray, T. (1998). Multi-criteria decision making: an operations research approach. In J. G. Webster (Ed.), Encyclopedia of electrical and electronics engineering (pp. 175–186). New York: Wiley.
Tubay, J. M., Panopio, R. G., & Mendoza, G. A. (2010). A fuzzy multiple objective linear programming model for the optimal allocation of feedstock for bioethanol production. UPLB J., 8, 159–179.
van Engelsdorp, D., & Meixner, M. D. (2010). A historical review of managed honey bee populations in Europe and the United States and the factors that may affect them. J. Invertebr. Pathol., 103, S80–S95.
van Engelsdorp, D., Hayes, J. Jr., Underwood, R. M., & Pettis, J. (2008). A survey of honey bee colony losses in the US, Fall 2007 to Spring 2008. PLoS ONE, 3(12), e4071.
van Nieuwstadt, M. G. L., & Ruano Iraheta, C. E. (1996). Relation between size and foraging range in stingless bees (Apidae, Meliponinae). Apidologie, 27, 219–228.
Wang, Y.-M., Yanga, J.-B., Xu, D.-L., & Chin, K.-S. (2006). On the centroids of fuzzy numbers. Fuzzy Sets Syst., 157, 919–926.
Williams, G. R., Tarpy, D. R., van Engelsdorp, D., Chauzat, M.-P., Cox-Foster, D. L., Delaplane, K. S., Neumann, P., Pettis, J. S., Rogers, R. E. L., & Shutler, D. (2010). Colony collapse disorder in context. BioEssays, 32(10), 845–846.
Woodcock, T. S. (2012). Pollination in the agricultural landscape: best management practices for crop pollination. Ontario: Canadian Pollination Initiative (NSERC-CANPOLIN), University of Guelph.
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Gavina, M.K.A., Rabajante, J.F. & Cervancia, C.R. Mathematical Programming Models for Determining the Optimal Location of Beehives. Bull Math Biol 76, 997–1016 (2014). https://doi.org/10.1007/s11538-014-9943-9
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DOI: https://doi.org/10.1007/s11538-014-9943-9