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Estimating Risk Pressure Factor (RPF) with Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station.

Yıl 2019, Cilt: 03 Sayı: 1, 26 - 38, 31.08.2019
https://doi.org/10.34110/forecasting.484765

Öz

Earthquake
is one of the natural disaster types that suddenly breaks regular human life.
Rescue activities in disasters are one of the most critical stages of modern
disaster management. This management stage, as mentioned earlier, includes all
the activities that need to be done after the disaster. Search And Rescue (SAR)
teams perform one of these most critical activities after the earthquake
post-disaster period. Search and rescue teams that will rescue and relief after
a disaster are selected according to the criteria selected. Location layout
selection problems are NP-Hard, and obtaining hard results is in the class of
these problems. One of these criteria is the Risk Pressure Factor (RPF) used in
determining the priorities of the risk areas. Determining the level of risk
level is very difficult and also these are difficult to predict. In this study,
it is aimed to estimate this parametric value by using an artificial neural
network (ANN) method which is applied in many fields. And then in this study, a
prediction model was constructed by using back propagation method which is a
suitable propagation method in ANN method and results are obtained from the
MATLAB program. The resulting risk-pressure factor (RPF) value can be used as a
parameter in the proposed mathematical model. As a result of the study, the
missing parameter of the mathematical model will be found in the estimation of
a parameter belonging to the proposed mathematical model.

Kaynakça

  • [1] J.A.F. van Loenhout, J.G. Cuesta, J.E. Abello, J.M. Isiderio, M.L. de Lara-Banquesio, D. Guha-Sapir, The impact of Typhoon Haiyan on admissions in two hospitals in Eastern Visayas, Philippines, PLoS One. 13 (2018). doi:ARTN e0191516 10.1371/journal.pone.0191516.[2] D. Guha-Sapir, F. Vos, R. Below, S. Ponserre, Annual disaster statistical review 2011: the numbers and trends, Centre for Research on the Epidemiology of Disasters (CRED), 2012. internal-pdf://97.234.167.192/Guha-Sapir-2012-Annual disaster statistical re.pdf.[3] R. Below, P. Wallemacq, Annual Disaster Statistical Review 2017, Université Catholique de Louvain, Belgium, 2018.[4] Y. Lixin, G. Lingling, Z. Dong, Z. Junxue, G. Zhanwu, An analysis on disasters management system in China, Nat. Hazards. 60 (2011) 295–309. doi:10.1007/s11069-011-0011-6.[5] S.H. Owen, M.S. Daskin, Strategic facility location: A review, Eur. J. Oper. Res. 111 (1998) 423–447.[6] W.D. Barfield, S.E. Krug, R.K. Kanter, M. Gausche-Hill, M.D. Brantley, S. Chung, N. Kissoon, T.F.P.E.M. C, Neonatal and pediatric regionalized systems in pediatric emergency mass critical care, Pediatr. Crit. Care Med. 12 (2011) S128–S134. doi:10.1097/PCC.0b013e318234a723.[7] M.A. Dolan, J.A. Fein, C.P.E. Med, Technical Report-Pediatric and Adolescent Mental Health Emergencies in the Emergency Medical Services System, Pediatrics. 127 (2011) E1356–E1366. doi:10.1542/peds.2011-0522.[8] G.A. Jacquet, M. Foran, S. Bartels, T.K. Becker, E.D. Schroeder, H.C. Duber, E. Goldberg, H. Cockrell, A.C. Levine, G.E.M. Literature, Global Emergency Medicine: A Review of the Literature From 2012, Acad. Emerg. Med. 20 (2013) 835–843. doi:10.1111/acem.12173.[9] A.C. Levine, J. Becker, S. Lippert, S. Rosborough, K. Arnold, E.I.E.M. Literature, International emergency medicine: A review of the literature from 2007, Acad. Emerg. Med. 15 (2008) 860–865. doi:10.1111/j.1553-2712.2008.00222.x.[10] T. Rebmann, B. Coll, 2009 APIC Emergency Preparedness C, Infection prevention in points of dispensing, Am. J. Infect. Control. 37 (2009) 695–702. doi:10.1016/j.ajic.2009.09.001.[11] S.E. Krug, T. Bojko, M.A. Dolan, K. Frush, P. O’Malley, R. Sapien, K.N. Shaw, J. Shook, P. Sirbaugh, L. Yamamoto, J. Ball, S.E. Role, K. Brown, K. Bullock, D. Kavanaugh, T. Turgel, S.E. Mace, D.W. Tuggle, S. Tellez, S.E. Mace, B.H. Bauman, I.A. Barata, J.M. Baren, L.S. Benjamin, K. Brown, L.A. Brown, J.H. Finkler, R.D. Goldman, P.L. Hendry, M.I. Herman, D.A. Hernandez, C. Hewling, M.A. Hostetler, R.W. Johnson, N.E. Schamban, G.R. Schwartz, G.Q. Sharieff, S.E. Krug, M. Gausche-Hill, R.A. Furnival, G.L. Walker, N. Medina, C. Prewitt, A.A.P.C.P.E. Med, Pediatric mental health emergencies in the emergency medical services system, Pediatrics. 118 (2006) 1764–1767. doi:10.1542/peds.2006-1925.[12] K.N. Shaw, S.E. Krug, A.D. Ackerman, T. Bojko, J.A. Fein, L.S. Fitzmaurice, K.S. Frush, S.M. Fuchs, L.C. Hampers, B.R. Moore, P.J. O’Malley, R.E. Sapien, P.E. Sirbaugh, M. Tenenbein, J.L. Wright, L.G. Yamamoto, K. Belli, K. Brown, K. Bullock, A. Garrett, M. Hostetler, C. Wright-Johnson, D. Kavanaugh, T. Loyacono, C. Pellegrini, L. Romig, S.K. Snow, D.W. Tuggle, T. Turgel, T.S. Weik, J.L. Wright, L. Pyles, S. Tellez, M.M. Simonian, J.H. Schneider, E. Marcus, K.A. Benson, D.M. D’Alessandro, M.A. Del Beccaro, W.H. Drummond, E.G. Handler, G.R. Kim, C.U. Lehmann, M. Leu, G.C. Lund, A.E. Zuckerman, E. Tham, J. Mansour, B. Marshall, M.A. Hostetler, K. Brown, R.W. Johnson, J.T. Avarello, I.A. Barata, L.S. Benjamin, L. Bundy, J.M. Callahan, R.M. Cantor, J.E. Colletti, R.J. Cordle, C. DeMoor, A.M. Dietrich, J.M. Dy, M.R. Gartner, M.I. Herman, D.K. Holtzman, P. Ishimine, H. Jinivizian, M. Joseph, A. Khojasteh, J.M. Litell, D.S. Markenson, S. Mehta, L.A. Montagna, A. Muniz, A. Ojo, A.Z. Paul, M.T. Pillow, S.L. Rosman, A. Sacchetti, G.R. Schwartz, J. Shandro, G. Sharieff, A. Sorrentino, P.J. Whiteman, M. Witt, N.B. Medina, S. 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Yıl 2019, Cilt: 03 Sayı: 1, 26 - 38, 31.08.2019
https://doi.org/10.34110/forecasting.484765

Öz

Kaynakça

  • [1] J.A.F. van Loenhout, J.G. Cuesta, J.E. Abello, J.M. Isiderio, M.L. de Lara-Banquesio, D. Guha-Sapir, The impact of Typhoon Haiyan on admissions in two hospitals in Eastern Visayas, Philippines, PLoS One. 13 (2018). doi:ARTN e0191516 10.1371/journal.pone.0191516.[2] D. Guha-Sapir, F. Vos, R. Below, S. Ponserre, Annual disaster statistical review 2011: the numbers and trends, Centre for Research on the Epidemiology of Disasters (CRED), 2012. internal-pdf://97.234.167.192/Guha-Sapir-2012-Annual disaster statistical re.pdf.[3] R. Below, P. Wallemacq, Annual Disaster Statistical Review 2017, Université Catholique de Louvain, Belgium, 2018.[4] Y. Lixin, G. Lingling, Z. Dong, Z. Junxue, G. Zhanwu, An analysis on disasters management system in China, Nat. Hazards. 60 (2011) 295–309. doi:10.1007/s11069-011-0011-6.[5] S.H. Owen, M.S. Daskin, Strategic facility location: A review, Eur. J. Oper. Res. 111 (1998) 423–447.[6] W.D. Barfield, S.E. Krug, R.K. Kanter, M. Gausche-Hill, M.D. Brantley, S. Chung, N. Kissoon, T.F.P.E.M. C, Neonatal and pediatric regionalized systems in pediatric emergency mass critical care, Pediatr. Crit. Care Med. 12 (2011) S128–S134. doi:10.1097/PCC.0b013e318234a723.[7] M.A. Dolan, J.A. Fein, C.P.E. Med, Technical Report-Pediatric and Adolescent Mental Health Emergencies in the Emergency Medical Services System, Pediatrics. 127 (2011) E1356–E1366. doi:10.1542/peds.2011-0522.[8] G.A. Jacquet, M. Foran, S. Bartels, T.K. Becker, E.D. Schroeder, H.C. Duber, E. Goldberg, H. Cockrell, A.C. Levine, G.E.M. Literature, Global Emergency Medicine: A Review of the Literature From 2012, Acad. Emerg. Med. 20 (2013) 835–843. doi:10.1111/acem.12173.[9] A.C. Levine, J. Becker, S. Lippert, S. Rosborough, K. Arnold, E.I.E.M. Literature, International emergency medicine: A review of the literature from 2007, Acad. Emerg. Med. 15 (2008) 860–865. doi:10.1111/j.1553-2712.2008.00222.x.[10] T. Rebmann, B. Coll, 2009 APIC Emergency Preparedness C, Infection prevention in points of dispensing, Am. J. Infect. Control. 37 (2009) 695–702. doi:10.1016/j.ajic.2009.09.001.[11] S.E. Krug, T. Bojko, M.A. Dolan, K. Frush, P. O’Malley, R. Sapien, K.N. Shaw, J. Shook, P. Sirbaugh, L. Yamamoto, J. Ball, S.E. Role, K. Brown, K. Bullock, D. Kavanaugh, T. Turgel, S.E. Mace, D.W. Tuggle, S. Tellez, S.E. Mace, B.H. Bauman, I.A. Barata, J.M. Baren, L.S. Benjamin, K. Brown, L.A. Brown, J.H. Finkler, R.D. Goldman, P.L. Hendry, M.I. Herman, D.A. Hernandez, C. Hewling, M.A. Hostetler, R.W. Johnson, N.E. Schamban, G.R. Schwartz, G.Q. Sharieff, S.E. Krug, M. Gausche-Hill, R.A. Furnival, G.L. Walker, N. Medina, C. Prewitt, A.A.P.C.P.E. Med, Pediatric mental health emergencies in the emergency medical services system, Pediatrics. 118 (2006) 1764–1767. doi:10.1542/peds.2006-1925.[12] K.N. Shaw, S.E. Krug, A.D. Ackerman, T. Bojko, J.A. Fein, L.S. Fitzmaurice, K.S. Frush, S.M. Fuchs, L.C. Hampers, B.R. Moore, P.J. O’Malley, R.E. Sapien, P.E. Sirbaugh, M. Tenenbein, J.L. Wright, L.G. Yamamoto, K. Belli, K. Brown, K. Bullock, A. Garrett, M. Hostetler, C. Wright-Johnson, D. Kavanaugh, T. Loyacono, C. Pellegrini, L. Romig, S.K. Snow, D.W. Tuggle, T. Turgel, T.S. Weik, J.L. Wright, L. Pyles, S. Tellez, M.M. Simonian, J.H. Schneider, E. Marcus, K.A. Benson, D.M. D’Alessandro, M.A. Del Beccaro, W.H. Drummond, E.G. Handler, G.R. Kim, C.U. Lehmann, M. Leu, G.C. Lund, A.E. Zuckerman, E. Tham, J. Mansour, B. Marshall, M.A. Hostetler, K. Brown, R.W. Johnson, J.T. Avarello, I.A. Barata, L.S. Benjamin, L. Bundy, J.M. Callahan, R.M. Cantor, J.E. Colletti, R.J. Cordle, C. DeMoor, A.M. Dietrich, J.M. Dy, M.R. Gartner, M.I. Herman, D.K. Holtzman, P. Ishimine, H. Jinivizian, M. Joseph, A. Khojasteh, J.M. Litell, D.S. Markenson, S. Mehta, L.A. Montagna, A. Muniz, A. Ojo, A.Z. Paul, M.T. Pillow, S.L. Rosman, A. Sacchetti, G.R. Schwartz, J. Shandro, G. Sharieff, A. Sorrentino, P.J. Whiteman, M. Witt, N.B. Medina, S. Wauson, A.A.P.C.P. Emer, C.C. Information, A.C.E.P.P. Em, Policy Statement-Emergency Information Forms and Emergency Preparedness for Children With Special Health Care Needs, Pediatrics. 125 (2010) 829–837. doi:10.1542/peds.2010-0186.[13] C.W. Anderson, D.J. Courain, P.A. Edmonds, A.C. Gouldey, N.T. Ward, A risk-based methodology for modeling, assessing, and managing risks to the Hampton roads bridge tunnels, Proc. 2005 IEEE Syst. Inf. Eng. Des. Symp. (2005) 34–39. doi:Doi 10.1109/Sieds.2005.193235.[14] M.S. Sever, E. Erek, R. Vanholder, M. Koc, M. Yavuz, N. Aysuna, H. Ergin, R. Ataman, M. Yenicesu, B. Canbakan, C. Demircan, N. Lameire, Lessons learned from the catastrophic Marmara earthquake: factors influencing the final outcome of renal victims, Clin. Nephrol. 61 (2004) 413–421.[15] D.B. Fagbuyi, D.J. Schonfeld, S.E. Krug, S. Chung, D.B. Fagbuyi, M.C. Fisher, S.M. Needle, D.J. Schonfeld, D.P. 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Toplam 1 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Matematik
Bölüm Articles
Yazarlar

İrfan Macit

Yayımlanma Tarihi 31 Ağustos 2019
Gönderilme Tarihi 18 Kasım 2018
Kabul Tarihi 3 Temmuz 2019
Yayımlandığı Sayı Yıl 2019 Cilt: 03 Sayı: 1

Kaynak Göster

APA Macit, İ. (2019). Estimating Risk Pressure Factor (RPF) with Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station. Turkish Journal of Forecasting, 03(1), 26-38. https://doi.org/10.34110/forecasting.484765
AMA Macit İ. Estimating Risk Pressure Factor (RPF) with Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station. TJF. Ağustos 2019;03(1):26-38. doi:10.34110/forecasting.484765
Chicago Macit, İrfan. “Estimating Risk Pressure Factor (RPF) With Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station”. Turkish Journal of Forecasting 03, sy. 1 (Ağustos 2019): 26-38. https://doi.org/10.34110/forecasting.484765.
EndNote Macit İ (01 Ağustos 2019) Estimating Risk Pressure Factor (RPF) with Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station. Turkish Journal of Forecasting 03 1 26–38.
IEEE İ. Macit, “Estimating Risk Pressure Factor (RPF) with Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station”., TJF, c. 03, sy. 1, ss. 26–38, 2019, doi: 10.34110/forecasting.484765.
ISNAD Macit, İrfan. “Estimating Risk Pressure Factor (RPF) With Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station”. Turkish Journal of Forecasting 03/1 (Ağustos 2019), 26-38. https://doi.org/10.34110/forecasting.484765.
JAMA Macit İ. Estimating Risk Pressure Factor (RPF) with Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station. TJF. 2019;03:26–38.
MLA Macit, İrfan. “Estimating Risk Pressure Factor (RPF) With Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station”. Turkish Journal of Forecasting, c. 03, sy. 1, 2019, ss. 26-38, doi:10.34110/forecasting.484765.
Vancouver Macit İ. Estimating Risk Pressure Factor (RPF) with Artificial Neural Network (ANN) to Locate Search and Rescue (SAR) Team Station. TJF. 2019;03(1):26-38.

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