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Research Article
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Use of Extreme Low Temperatures Against Adzuki Bean Weevil (Callosobruchus chinensis L., Coleoptera: Chrysomelidae) in Storage Management

Year 2022, Volume: 25 Issue: 3, 511 - 520, 30.06.2022

Onur Aker , Celal Tuncer

https://doi.org/10.18016/ksutarimdoga.vi.870090
Cited By: 3

Abstract

This study was conducted to determine the effect of low temperatures on the different biological stages of adzuki bean weevil (Callosobruchus chinensis L., Coleoptera: Chrysomelidae) in stored chickpea seeds. Different extreme low temperatures were tested for eggs, larvae, pupae and adults in all experiments with different exposure times. For larvae, pupae and adults, 100% death was obtained after 45 minutes at -16 °C, 30 minutes at -20 °C and 20 minutes at -26 °C. LT95 value was determined as 38.3, 39.0 and 36.8 minutes for larva, pupa and adult at -16 °C, respectively. LT95 value was determined as 27.4, 27.5 and 26.0 minutes for larva, pupa and adult at -20 °C, respectively. After 120 minutes at -20 °C, 100% mortality was achieved in the eggs and it was determined that the adults did not emerge from the eggs that were kept at -20 °C for 60 minutes. From these results, it is understood that extreme low temperatures are effective in all biological stages of adzuki bean weevil that cause damage in storage, and this method can be used safely against other pests that cause damage in storage.

Keywords

Callosobruchus chinensis Low temperature Exposure time Storage Chickpea

Project Number

PYO. ZRT. 1904. 10.027

References

  • Abdelghany AY, Suthisut D, Fields PG 2015. The effect of diapause and cold acclimation on the cold-hardiness of the warehouse beetle, Trogoderma variabile (Coleoptera: Dermestidae). The Canadian Entomologist, 147(2): 158-168.
  • Ali MA, Nawab NB, Abbas A, Zulkiffal M, Sajjad M 2009. Evaluation of selection criteria in Cicer arietinum L. using correlation coefficients and path analysis. Australian Journal of Crop Science, 3: 65-70.
  • Arthur FH, Hartzer KL, Throne JE, Flinn PW 2015. Susceptibility of Tribolium castaneum (Coleoptera: Tenebrionidae) and Trogoderma inclusum (Coleoptera: Dermestidae) to cold temperatures. Journal of Stored Products Research, 64:45–53.
  • Athanassiou CG, Arthur FH, Hartzer KL 2018. Efficacy of low temperatures for the control of all life stages of Plodia interpunctella and Liposcelis bostrychophila. Journal of Pest Science, 91:1363–1369.
  • Athanassiou CG, Papagregorioub AS, Buchelos C 2004. Insecticidal and residual effect of three pyrethroids against Sitophilus oryzae (L.) (Coleoptera:Curculionidae) on stored wheat. Journal of Stored Products Research, 40: 289-297.
  • Baloch MS, Zubair M 2010. Effect of nipping on growth and yield of chickpea. Journal of Animal and Plant Sciences, 20: 208-210.
  • Boateng B, Kusi F 2008. Toxicity of Jatropha Seed Oil to Callosobruchus maculatus (Coleoptera: Bruchidae) and its Parasitoid, Dinarmus basali (Hymenoptera: Pteromalidae). Journal of Applied Sciences Research, 4:945-951.
  • Boyer S, Zhang H, Lempérière G 2012. A review of control methods and resistance mechanisms in stored- product insects. Bulletin of Entomological Research, 102:213-229.
  • Caswell GH 1981. Damage to stored cowpea in the northern part of Nigeria. Samaru Journal of Agricultural Researchrecd, 1(1): 11-19.
  • Chibbar R 2009. Grain legumes for ensuring nutritional security. Conference on Grain Legumes: Quality Improvement, Value. Addition and Trade, 14-16 February 2009, Indian Institute of Pulses. Research, Kanpur, India.
  • Clement SL, Wightman JA, Hardie DC, Bailey P, Baker G, McDonald G 2000. Opportunities for integrated management of insect pests of grain legumes. In: Linking research and marketing opportunities for pulses in the 21st century. R. Knight, (ed.), 467-480. Kluwer Academic, ISBN 0-7923-5565-2, Proceedings of the Third International Food Legumes Research Conference. Dordrecht, The Netherlands.
  • Dohino T, Masaski S, Matsuoka I, Tanno M, Takano T 1999. Low Temperature as an Alternative to Fumigation for Disinfesting Stored Products. Research Bulletin of the Plant Protection Service Japan, 35:5-14. Donahaye E, Navarro S, Rindner M 1995. Low temperature as an alternative to fumigation for disinfecting dried fruit from three insect species. Journal of Stored Product Research, 1(1): 63-70.
  • Eaton M, Kells SA 2011. Freeze mortality characteristics of the mold mite Tyrophagus putrescentiae, a significant pest of stored products. Journal of Economic Entomology, 104:1423-1429.
  • Eliopoulos PA, Prasodimou GZ, Pouliou AV 2011. Time-mortality relationships of larvae and adults of grain beetles exposed to extreme cold. Crop Protection, 30(8): 1097-1102.
  • Faostat 2020. Food and Agriculture Organization of the United Nations. Viale delle Terme di Caracalla, 00153 Rome, Italy. Date of access: 20.12.2020.
  • Ferizli AG, Emekci M, Tutuncu S, Navarro S 2004. Utilization of freezing temperatures to control Callosobruchus maculatus Fab. (Coleoptera, Bruchidae). Integrated Protection of Stored Products-IOBC Bulletin/wprs, 27(9): 213-217.
  • Fields PG 1992. The control of stored-product insects and mites with extreme temperatures. Journal of Stored Products Research, 28: 89-118.
  • Fields PG, Muir WE 1996. Physical Control. Chapter 5:195-221. Ed.B. Subramanyamand D.W. Hagstrum, Integrated Management of Insects in Stored Products, 426p.
  • Fields PG, White NDG 2002. Alternatives to Methyl Bromide treatments for stored-product and quarantine insects. Annual Review of Entomology, 47:331-359.
  • Finney DJ 1971. Probit analysis. Cambridge University. Press, U.K. Cambridge, 333p.
  • Flinn PW, Hagstrum DW 1990. Simultaneous comparing the effectiveness of various stored grain management practices and to control. Rhizopertha dominica. Environmental Entomology, 19: 725-729.
  • Gvozdenac S, Tanasković S, Ovuka J, Vukajlović F, Čanak P, Prvulović D, Sedlar A 2019. Low temperature tolerance of Plodia interpunctella, Sitophilus oryzae and Sitophilus zeamais - the prevalent pests of stored maize in Serbia. Acta Agriculturae Serbica, 24(48): 143-155.
  • Hill DS 2003. Pests of Stored Food stuffs and Their Control. Kluwer Academic Publisher, 476p.
  • Homan R, Yubak Dhoj GC 2011. Eco-friendly management of pulse beetle. The Journal of Agriculture and Environment, 12:81-90.
  • Jat NR, Rana BS, Jat SK 2013. Estimation of losses due to pulse beetle in chickpea. The Bioscan, 8(3): 861-863.
  • Johnson JA, Valero KA 2000. Control of cowpea weevil, Callosobruchus maculatus, using freezing temperatures. Proceedings of the Annual International Research Conference on Methyl Bromide Alternatives and Emission Reductions, Abstract 90-1, November 5-9, 2000, San Diego, CA.
  • Johnson JA, Valero KA 2003. Use of Commercial Freezers to Control CowpeaWeevil, Callosobruchus maculatus (Coleoptera: Bruchidae), in Organic Garbanzo Beans. Journal of Economic Entomology, 96(6): 1952-1957.
  • Kumar A, Shukla R, Singh P, Singh A, Dubeya N 2009. Use of essential oil from Mentha arvensis L. to control storage moulds and insects in stored chickpea. Journal of the Science of Food and Agriculture, 89: 2643-2649.
  • Kutbay F, Varol I, Bayram M, Ozdemir A 2011. The effect of carbon dioxide at high pressure under different developmental stages of Callosobruchus maculates (F) hosting on chickpea. African Journal of Biotechnology, 10(11): 2053-2057.
  • Loganathan M, Jayas DS, Fields PG, White NDG 2011. Low and high temperatures for the control of cowpea beetle, Callosobruchus maculatus (F.) (Coleoptera: Bruchidae) in chickpeas. Journal of Stored Products Research, 47(3): 244-248.
  • Maharjan R, Yi H, Young Y, Jang Y, Kim Y, Bae S 2017. Effects of low temperatures on the survival and development of Callosobruchus chinensis (L.) (Coleoptera: Bruchidae) under different storage durations. Journal of Asia-Pacific Entomology, 20(3): 893-900.
  • Mason LJ, Strait CA 1998. Stored Product Integrated Pest Management with Extreme Temperatures. Chapter 6. In Hallman G.J. Denlinger, D.I. (Eds.): 141-177p, Temperature sensivity in Insects and Application in Integrated Pest Management. Westview Press, Boulder, USA.
  • Mullen MA, Arbogast RT 1979. Time-temperature mortality relationships for various stored-product insect eggs and chilling times for selected commodities. Journal of Economic Entomology, 72: 476-478.
  • Nakakita H 1998. Stored rice and stored product insects. In: Rice Inspection Technology Manual. A.C.E. Corporation, Tokyo, Japan, 49-65.
  • Ravi R, Harte JB 2009. Milling and physiochemical properties of chickpea (Cicer arietinum L.) varieties. Journal of the Science of Food and Agriculture, 89:258-266.
  • Righi-Assia A, Khelil M, Medjdoub-Bensaad F, Righi K 2010. Efficacy of oils and powders of some medicinal plants in biological control of the pea weevil (Callosobruchus chinensis L.) African Journal of Agricultural Research, 5:1474-1481.
  • Robertson JL, Preisler HK, Russell RM 2003. PoloPlus Probit and Logit Analysis User’s Guide; LeOra Software: Petaluma, CA, USA, 36p.
  • Shaheen FA, Khaliq A 2005. Management of Pulse Beetle, Callosobruchus chinensis L. (Coleoptera: Bruchidae) in stored Chickpea using ashes, red soil powder and turpentine oil. Pakistan Entomologist, 27:19-24.
  • SPSS 2013. IBM SPSS Statistics 21.0 for Windows. Armonk, NY.
  • Tessema K, Kurabachew H, Tadesse FT 2015. Evaluation of the Efficacy of Plant Powders, Cow Dung Ash and Malathion Dust against Callosobruchus chinensis L. (Coleoptera: Bruchidae) On Chickpea in Jole Andegna: Southern Ethiopia. Journal of Agricultural Studies, 3(2):129-144.
  • Wright VF, Mills RB, Willcutts BJ 1987. Methods for Culturing Stored-Grain Insects. 74-83p. In Toward Insect Resistant Maize for the Third World. Proceedings of the International Syposium on Methodologies for Developing Host Plant Resistance to Maize Insects. CIMMYT, UNDO, GTZ and USAID. 327p.
  • Zakladnoi GA, Ratanova VF 1987. Stored-Grain Pests and Their Control. Oxonian Press Private Limited. New Delhi, 268p.
  • Zhong JF, Wan ZH, Li L, Chen HW, Wu GH 2013. Effect of Low and High Temperatures on Controlling Azuki Bean Beetle (Callosobruchus chinensis L., Coleoptera: Bruchidae) in Storage. Scientia Agricultura Sinica, 46(1):54-59.

Depolama Yönetiminde Adzuki Fasulye Böceğine (Callosobruchus chinensis L., Coleoptera: Chrysomelidae) Karşı Aşırı Düşük Sıcaklıkların Kullanılması

Year 2022, Volume: 25 Issue: 3, 511 - 520, 30.06.2022

Onur Aker , Celal Tuncer

https://doi.org/10.18016/ksutarimdoga.vi.870090
Cited By: 3

Abstract

Bu çalışma, depolanmış nohut tohumlarında düşük sıcaklıkların adzuki fasulye böceğinin (Callosobruchus chinensis L., Coleoptera: Chrysomelidae) farklı biyolojik aşamaları üzerindeki etkisini belirlemek için yapılmıştır. Farklı maruz kalma sürelerine sahip tüm deneylerde yumurtalar, larvalar, pupalar ve yetişkinler için farklı aşırı düşük sıcaklıklar test edilmiştir. Larvalar, pupalar ve yetişkinler için, -16 °C'de 45 dakika, -20 °C'de 30 dakika ve -26 °C'de 20 dakika sonra % 100 ölüm elde edilmiştir. LT95 değeri larva, pupa ve ergin için -16 °C'de sırasıyla 38.3, 39.0 ve 36.8 dakika olarak belirlenmiştir. -20 °C'de larva, pupa ve ergin için LT95 değeri sırasıyla 27.4, 27.5 ve 26.0 dakika olarak belirlenmiştir. -20 °C'de 120 dakika sonra yumurtalarda % 100 ölüm sağlanmış ve -20 °C'de 60 dakika bekletilen yumurtalardan erginlerin çıkmadığı tespit edilmiştir. Bu sonuçlardan, aşırı düşük sıcaklıkların depolamada hasara neden olan adzuki fasulyesi böceğinin tüm biyolojik aşamalarında etkili olduğu ve bu yöntemin depolamada zarara neden olan diğer zararlılara karşı güvenle kullanılabileceği anlaşılmaktadır.

Keywords

Callosobruchus chinensis Düşük sıcaklık Maruz kalma süresi Depolama Nohut

Supporting Institution

Ondokuz Mayıs Üniversitesi, Proje Yönetim Ofisi

Project Number

PYO. ZRT. 1904. 10.027

Thanks

Ondokuz Mayıs Üniversitesi, Proje Yönetim Ofisi'ne çalışmamıza verdiği destekten dolayı teşekkür ederiz.

References

  • Abdelghany AY, Suthisut D, Fields PG 2015. The effect of diapause and cold acclimation on the cold-hardiness of the warehouse beetle, Trogoderma variabile (Coleoptera: Dermestidae). The Canadian Entomologist, 147(2): 158-168.
  • Ali MA, Nawab NB, Abbas A, Zulkiffal M, Sajjad M 2009. Evaluation of selection criteria in Cicer arietinum L. using correlation coefficients and path analysis. Australian Journal of Crop Science, 3: 65-70.
  • Arthur FH, Hartzer KL, Throne JE, Flinn PW 2015. Susceptibility of Tribolium castaneum (Coleoptera: Tenebrionidae) and Trogoderma inclusum (Coleoptera: Dermestidae) to cold temperatures. Journal of Stored Products Research, 64:45–53.
  • Athanassiou CG, Arthur FH, Hartzer KL 2018. Efficacy of low temperatures for the control of all life stages of Plodia interpunctella and Liposcelis bostrychophila. Journal of Pest Science, 91:1363–1369.
  • Athanassiou CG, Papagregorioub AS, Buchelos C 2004. Insecticidal and residual effect of three pyrethroids against Sitophilus oryzae (L.) (Coleoptera:Curculionidae) on stored wheat. Journal of Stored Products Research, 40: 289-297.
  • Baloch MS, Zubair M 2010. Effect of nipping on growth and yield of chickpea. Journal of Animal and Plant Sciences, 20: 208-210.
  • Boateng B, Kusi F 2008. Toxicity of Jatropha Seed Oil to Callosobruchus maculatus (Coleoptera: Bruchidae) and its Parasitoid, Dinarmus basali (Hymenoptera: Pteromalidae). Journal of Applied Sciences Research, 4:945-951.
  • Boyer S, Zhang H, Lempérière G 2012. A review of control methods and resistance mechanisms in stored- product insects. Bulletin of Entomological Research, 102:213-229.
  • Caswell GH 1981. Damage to stored cowpea in the northern part of Nigeria. Samaru Journal of Agricultural Researchrecd, 1(1): 11-19.
  • Chibbar R 2009. Grain legumes for ensuring nutritional security. Conference on Grain Legumes: Quality Improvement, Value. Addition and Trade, 14-16 February 2009, Indian Institute of Pulses. Research, Kanpur, India.
  • Clement SL, Wightman JA, Hardie DC, Bailey P, Baker G, McDonald G 2000. Opportunities for integrated management of insect pests of grain legumes. In: Linking research and marketing opportunities for pulses in the 21st century. R. Knight, (ed.), 467-480. Kluwer Academic, ISBN 0-7923-5565-2, Proceedings of the Third International Food Legumes Research Conference. Dordrecht, The Netherlands.
  • Dohino T, Masaski S, Matsuoka I, Tanno M, Takano T 1999. Low Temperature as an Alternative to Fumigation for Disinfesting Stored Products. Research Bulletin of the Plant Protection Service Japan, 35:5-14. Donahaye E, Navarro S, Rindner M 1995. Low temperature as an alternative to fumigation for disinfecting dried fruit from three insect species. Journal of Stored Product Research, 1(1): 63-70.
  • Eaton M, Kells SA 2011. Freeze mortality characteristics of the mold mite Tyrophagus putrescentiae, a significant pest of stored products. Journal of Economic Entomology, 104:1423-1429.
  • Eliopoulos PA, Prasodimou GZ, Pouliou AV 2011. Time-mortality relationships of larvae and adults of grain beetles exposed to extreme cold. Crop Protection, 30(8): 1097-1102.
  • Faostat 2020. Food and Agriculture Organization of the United Nations. Viale delle Terme di Caracalla, 00153 Rome, Italy. Date of access: 20.12.2020.
  • Ferizli AG, Emekci M, Tutuncu S, Navarro S 2004. Utilization of freezing temperatures to control Callosobruchus maculatus Fab. (Coleoptera, Bruchidae). Integrated Protection of Stored Products-IOBC Bulletin/wprs, 27(9): 213-217.
  • Fields PG 1992. The control of stored-product insects and mites with extreme temperatures. Journal of Stored Products Research, 28: 89-118.
  • Fields PG, Muir WE 1996. Physical Control. Chapter 5:195-221. Ed.B. Subramanyamand D.W. Hagstrum, Integrated Management of Insects in Stored Products, 426p.
  • Fields PG, White NDG 2002. Alternatives to Methyl Bromide treatments for stored-product and quarantine insects. Annual Review of Entomology, 47:331-359.
  • Finney DJ 1971. Probit analysis. Cambridge University. Press, U.K. Cambridge, 333p.
  • Flinn PW, Hagstrum DW 1990. Simultaneous comparing the effectiveness of various stored grain management practices and to control. Rhizopertha dominica. Environmental Entomology, 19: 725-729.
  • Gvozdenac S, Tanasković S, Ovuka J, Vukajlović F, Čanak P, Prvulović D, Sedlar A 2019. Low temperature tolerance of Plodia interpunctella, Sitophilus oryzae and Sitophilus zeamais - the prevalent pests of stored maize in Serbia. Acta Agriculturae Serbica, 24(48): 143-155.
  • Hill DS 2003. Pests of Stored Food stuffs and Their Control. Kluwer Academic Publisher, 476p.
  • Homan R, Yubak Dhoj GC 2011. Eco-friendly management of pulse beetle. The Journal of Agriculture and Environment, 12:81-90.
  • Jat NR, Rana BS, Jat SK 2013. Estimation of losses due to pulse beetle in chickpea. The Bioscan, 8(3): 861-863.
  • Johnson JA, Valero KA 2000. Control of cowpea weevil, Callosobruchus maculatus, using freezing temperatures. Proceedings of the Annual International Research Conference on Methyl Bromide Alternatives and Emission Reductions, Abstract 90-1, November 5-9, 2000, San Diego, CA.
  • Johnson JA, Valero KA 2003. Use of Commercial Freezers to Control CowpeaWeevil, Callosobruchus maculatus (Coleoptera: Bruchidae), in Organic Garbanzo Beans. Journal of Economic Entomology, 96(6): 1952-1957.
  • Kumar A, Shukla R, Singh P, Singh A, Dubeya N 2009. Use of essential oil from Mentha arvensis L. to control storage moulds and insects in stored chickpea. Journal of the Science of Food and Agriculture, 89: 2643-2649.
  • Kutbay F, Varol I, Bayram M, Ozdemir A 2011. The effect of carbon dioxide at high pressure under different developmental stages of Callosobruchus maculates (F) hosting on chickpea. African Journal of Biotechnology, 10(11): 2053-2057.
  • Loganathan M, Jayas DS, Fields PG, White NDG 2011. Low and high temperatures for the control of cowpea beetle, Callosobruchus maculatus (F.) (Coleoptera: Bruchidae) in chickpeas. Journal of Stored Products Research, 47(3): 244-248.
  • Maharjan R, Yi H, Young Y, Jang Y, Kim Y, Bae S 2017. Effects of low temperatures on the survival and development of Callosobruchus chinensis (L.) (Coleoptera: Bruchidae) under different storage durations. Journal of Asia-Pacific Entomology, 20(3): 893-900.
  • Mason LJ, Strait CA 1998. Stored Product Integrated Pest Management with Extreme Temperatures. Chapter 6. In Hallman G.J. Denlinger, D.I. (Eds.): 141-177p, Temperature sensivity in Insects and Application in Integrated Pest Management. Westview Press, Boulder, USA.
  • Mullen MA, Arbogast RT 1979. Time-temperature mortality relationships for various stored-product insect eggs and chilling times for selected commodities. Journal of Economic Entomology, 72: 476-478.
  • Nakakita H 1998. Stored rice and stored product insects. In: Rice Inspection Technology Manual. A.C.E. Corporation, Tokyo, Japan, 49-65.
  • Ravi R, Harte JB 2009. Milling and physiochemical properties of chickpea (Cicer arietinum L.) varieties. Journal of the Science of Food and Agriculture, 89:258-266.
  • Righi-Assia A, Khelil M, Medjdoub-Bensaad F, Righi K 2010. Efficacy of oils and powders of some medicinal plants in biological control of the pea weevil (Callosobruchus chinensis L.) African Journal of Agricultural Research, 5:1474-1481.
  • Robertson JL, Preisler HK, Russell RM 2003. PoloPlus Probit and Logit Analysis User’s Guide; LeOra Software: Petaluma, CA, USA, 36p.
  • Shaheen FA, Khaliq A 2005. Management of Pulse Beetle, Callosobruchus chinensis L. (Coleoptera: Bruchidae) in stored Chickpea using ashes, red soil powder and turpentine oil. Pakistan Entomologist, 27:19-24.
  • SPSS 2013. IBM SPSS Statistics 21.0 for Windows. Armonk, NY.
  • Tessema K, Kurabachew H, Tadesse FT 2015. Evaluation of the Efficacy of Plant Powders, Cow Dung Ash and Malathion Dust against Callosobruchus chinensis L. (Coleoptera: Bruchidae) On Chickpea in Jole Andegna: Southern Ethiopia. Journal of Agricultural Studies, 3(2):129-144.
  • Wright VF, Mills RB, Willcutts BJ 1987. Methods for Culturing Stored-Grain Insects. 74-83p. In Toward Insect Resistant Maize for the Third World. Proceedings of the International Syposium on Methodologies for Developing Host Plant Resistance to Maize Insects. CIMMYT, UNDO, GTZ and USAID. 327p.
  • Zakladnoi GA, Ratanova VF 1987. Stored-Grain Pests and Their Control. Oxonian Press Private Limited. New Delhi, 268p.
  • Zhong JF, Wan ZH, Li L, Chen HW, Wu GH 2013. Effect of Low and High Temperatures on Controlling Azuki Bean Beetle (Callosobruchus chinensis L., Coleoptera: Bruchidae) in Storage. Scientia Agricultura Sinica, 46(1):54-59.
There are 43 citations in total.

Details

Primary Language English
Subjects Agricultural, Veterinary and Food Sciences
Journal Section RESEARCH ARTICLE
Authors

Onur Aker 0000-0002-9581-9697

Celal Tuncer 0000-0002-9014-8003

Project Number PYO. ZRT. 1904. 10.027
Publication Date June 30, 2022
Submission Date February 1, 2021
Acceptance Date August 21, 2021
Published in Issue Year 2022 Volume: 25 Issue: 3

Cite

APA Aker, O., & Tuncer, C. (2022). Use of Extreme Low Temperatures Against Adzuki Bean Weevil (Callosobruchus chinensis L., Coleoptera: Chrysomelidae) in Storage Management. Kahramanmaraş Sütçü İmam Üniversitesi Tarım Ve Doğa Dergisi, 25(3), 511-520. https://doi.org/10.18016/ksutarimdoga.vi.870090

Cited By

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South African Journal of Botany
https://doi.org/10.1016/j.sajb.2023.07.054
Comparative transcriptome analysis of Callosobruchus chinensis (L.) (Coleoptera: Chrysomelidae-Bruchinae) after heat and cold stress exposure
Journal of Thermal Biology
https://doi.org/10.1016/j.jtherbio.2023.103479
Influence of various temperatures on the saw-toothed grain beetle Oryzaephilus surinamensis L. (Coleoptera: Silvanidae) and the potential use for management in stored dates
Journal of Stored Products Research
https://doi.org/10.1016/j.jspr.2024.102455
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