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The Multi-Period Home Health Care Planning Problem with Stochastic Demand

Yıl 2024, Cilt: 29 Sayı: 1, 1 - 18, 22.04.2024

Tuğba Saraç İlknur Tükenmez Büşra Tutumlu

https://doi.org/10.17482/uumfd.1357284

Öz

Home Health Services (HHS) are gaining increasing importance with the aging population and the rise in chronic illnesses. However, the effective and efficient planning and management of these services face numerous constraints, such as stochastic patient demands, variable road conditions, and resource capacities. In particular, the stochastic nature of patient demands creates a significant uncertainty factor in planning, often requiring the reorganization of plans. Furthermore, HHS has a multi-periodic structure; that is, different types of services may be needed for each patient at different time slots. The main aim of this study is to propose a mathematical model that takes into account stochastic patient demands and multiperiodic planning needs to make the provision of HHS more effective and efficient. The proposed model will contribute to the more effective allocation of resources, the improvement of service quality, and better handling of emergency situations. This translates to both better service provision for patients and lower costs for the healthcare system.

Anahtar Kelimeler

Home care services Vehicle routing problem Stochastic demand Stochastic programming

Kaynakça

  • 1. Bazirha, M., Kadrani, A. ve Benmansour, R. (2023) Stochastic home health care routing and scheduling problem with multiple synchronized services, Annals of Operations Research, 320(2), 573-601. doi:10.1007/s10479-021-04222-w
  • 2. Cardoso, T., Oliveira, MD., Barbosa-Povoa, A. ve Nickel, S. (2015) An integrated approach for planning a long-term care network with uncertainty, strategic policy and equity considerations, European Journal of Operational Research, 247(1), 321-334. doi:10.1016/j.ejor.2015.05.074
  • 3. Carello, G. ve Lanzarone, E. (2021) An implementor-adversary approach for uncertain and time-correlated service times in the nurse-to-patient assignment problem, Computers&Operations Research. doi:10.1016/j.cor.2021.105378
  • 4. Chen, C., Rubinstein, ZB., Smith, SF. ve Lau, HC. (2017) Tackling large-scale home health care delivery problem with uncertainty, Twenty-Seventh International Conference on Automated Planning and Scheduling, Pittsburgh, 358-366. https://www.ri.cmu.edu/publications/tackling-large-scale-home-health-care-delivery-problem-with-uncertainty/
  • 5. Chen, H., Luo, X., Zhang, Z. ve Zhou, O. (2021) Stochastic bi-level programming model for home healthcare scheduling problems considering the degree of satisfaction, Journal Of Systems Science And Systems Engineering, 30(5), 572–599. doi:10.1007/s11518-021-5507-3
  • 6. Du, G. ve Zhang, J. (2022) Cross-regional manpower scheduling and routing problem with stochastic service times in home health care, Computers & Industrial Engineering, 173, 108668. doi:10.1016/j.cie.2022.108668
  • 7. Euchi, J., Masmoudi, M. ve Siarry, P. (2022) Home health care routing and scheduling problems: a literature review, 4or-A Quarterly Journal Of Operations Research, 20, 351–389. doi:10.1007/s10288- 022-00516-2
  • 8. Fu, Y., Ding, F., Mu, Z., Sun, C. ve Gao, K. (2022) Integrating scheduling and routing decisions into home health care operation with skill requirements and uncertainities, Journal of Simulation. doi:10.1080/17477778.2022.2108735
  • 9. Grieco, L., Utley, M. ve Crowe, S. (2021) Operational research applied to decisions in home health care: A systematic literature review, Journal of the Operational Research Society, 72(9), 1960-1991. doi:10.1080/01605682.2020.1750311
  • 10. Liu, R., Yuan, B. ve Jiang, Z. (2019) A branch-and-price algorithm for the home-caregiver scheduling and routing problem with stochastic travel and service times, Flexible Services and Manufacturing Journal, 31, 989-1011. doi:10.1007/s10696-018-9328-8
  • 11. Mascolo, D., Martinez, M.,C. ve Espinouse, M.,L. (2021) Routing and scheduling in Home Health Care: A literature survey and bibliometric analysis, Computers& Industrial Engineering, 158, 107255. doi:10.1016/j.cie.2021.107255
  • 12. Nikzad, E., Bashiri, M. ve Abbasi, B. (2021) A matheuristic algorithm for stochastic home health care planning, European Journal of Operational Research, 288(3), 753-774. doi:10.1016/j.ejor.2020.06.040
  • 13. Nikzad, E., Bashiri, M. ve Abbasi, B. (2023) Home healthcare staff dimensioning problem for temporary caregivers: A matheuristic solution approach, Computers & Operations Research, 152. doi:10.1016/j.cor.2022.106126
  • 14. Rodriguez, C., Garaix, T., Xie, X. ve Augusto, V. (2015) Staff dimensioning in homecare services with uncertain demands, International Journal of Production Research, 53(24), 7396-7410. doi:10.1080/00207543.2015.1081427
  • 15. Shi, Y., Boudouh, T. ve Grunder, O. (2017) A home health care routing problem with stochastic travel and service time, IFAC-PapersOnLine, 50(1), 13987-13992. doi:10.1016/j.ifacol.2017.08.2419
  • 16. Shi, Y., Boudouh, T., Grunder, O. ve Wang, D. (2018) Modeling and solving simultaneous delivery and pick-up problem with stochastic travel and service times in home health care, Expert systems with applications, 102, 218-233. doi:10.1016/j.eswa.2018.02.025
  • 17. Shi, Y., Boudouh, T. Ve Grunder, O., (2019) A robust optimization for a home health care routing and scheduling with consideration of uncertain travel and service times, Transportation Research Part E, 128, 52-95. doi:10.1016/j.tre.2019.05.015
  • 18. Tsang, MY. ve Shehadeh, KS. (2023) Stochastic optimization models for a home service routing and appointment scheduling problem with random travel and service times, European Journal Of Operational Research, 307(1), 48-63. doi:10.1016/j.ejor.2022.09.020
  • 19. Yang, X., Zhang, T., Mao, N., Chen, Q., Bai, L. ve Chen, W. (2018) The stochastic home health care routing problem in dense communities with multi-appointment, In 2018 15th International Conference on Service Systems and Service Management, IEE, Hangzhou-China, 1-6. https://c85689232ea394a8dc08a512c1f46793a2397178.vetisonline.com/stamp/stamp.jsp?tp=&arnumber=8464971
  • 20. Yuan, B., Liu, R. ve Jiang, Z. (2015) A branch-and-price algorithm for the home health care scheduling and routing problem with stochastic service times and skill requirements, International Journal of Production Research, 53(24), 7450-7464. doi:10.1080/00207543.2015.1082041
  • 21. Yuan, B., Liu, R. ve Jiang, Z. (2018) Daily scheduling of caregivers with stochastic times, International Journal of Production Research, 56(9), 3245-3261. doi:10.1080/00207543.2018.1445879
  • 22. Zhan, Y., Wang, Z. ve Wan, G. (2021) Home service routing and appointment scheduling with stochastic service times, European Journal of Operational Research, 288, 98-110. doi:10.1016/j.ejor.2020.05.037

STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ

Yıl 2024, Cilt: 29 Sayı: 1, 1 - 18, 22.04.2024

Tuğba Saraç İlknur Tükenmez Büşra Tutumlu

https://doi.org/10.17482/uumfd.1357284

Öz

Evde Sağlık Hizmetleri (ESH), yaşlanan nüfus ve kronik hastalıkların yükselmesiyle birlikte giderek daha fazla önem kazanmaktadır. Ancak, bu hizmetlerin etkin ve verimli bir şekilde planlanması ve yönetilmesi, stokastik hasta talepleri, değişken yol koşulları ve kaynakların kapasitesi gibi birçok kısıtla karşı karşıyadır. Özellikle, hasta taleplerinin stokastik doğası, planlamada önemli bir belirsizlik faktörü oluşturmakta ve planların çoğu zaman yeniden düzenlenmesini gerektirmektedir. Ayrıca, ESH'nin çok periyotlu bir yapısı vardır, yani her hasta için farklı zaman dilimlerinde farklı türden hizmetler gerekebilmektedir. Bu çalışmanın ana amacı, stokastik hasta talepleri ve çok periyotlu planlama ihtiyaçlarını dikkate alarak, ESH hizmetlerinin sunumunu daha etkin ve verimli bir şekilde yapabilecek bir matematiksel model önermektir. Önerilen model, kaynakların daha etkin bir şekilde ayrılmasına, servis kalitesinin artırılmasına ve acil durumlarla daha etkin bir şekilde başa çıkılmasına da katkı sağlayacaktır. Bu, hem hastalara daha iyi hizmet sunumu hem de sağlık sistemi için daha düşük maliyetler anlamına gelmektedir.

Anahtar Kelimeler

Evde sağlık hizmetleri Araç rotalama problemi Stokastik talep Stokastik programlama

Kaynakça

  • 1. Bazirha, M., Kadrani, A. ve Benmansour, R. (2023) Stochastic home health care routing and scheduling problem with multiple synchronized services, Annals of Operations Research, 320(2), 573-601. doi:10.1007/s10479-021-04222-w
  • 2. Cardoso, T., Oliveira, MD., Barbosa-Povoa, A. ve Nickel, S. (2015) An integrated approach for planning a long-term care network with uncertainty, strategic policy and equity considerations, European Journal of Operational Research, 247(1), 321-334. doi:10.1016/j.ejor.2015.05.074
  • 3. Carello, G. ve Lanzarone, E. (2021) An implementor-adversary approach for uncertain and time-correlated service times in the nurse-to-patient assignment problem, Computers&Operations Research. doi:10.1016/j.cor.2021.105378
  • 4. Chen, C., Rubinstein, ZB., Smith, SF. ve Lau, HC. (2017) Tackling large-scale home health care delivery problem with uncertainty, Twenty-Seventh International Conference on Automated Planning and Scheduling, Pittsburgh, 358-366. https://www.ri.cmu.edu/publications/tackling-large-scale-home-health-care-delivery-problem-with-uncertainty/
  • 5. Chen, H., Luo, X., Zhang, Z. ve Zhou, O. (2021) Stochastic bi-level programming model for home healthcare scheduling problems considering the degree of satisfaction, Journal Of Systems Science And Systems Engineering, 30(5), 572–599. doi:10.1007/s11518-021-5507-3
  • 6. Du, G. ve Zhang, J. (2022) Cross-regional manpower scheduling and routing problem with stochastic service times in home health care, Computers & Industrial Engineering, 173, 108668. doi:10.1016/j.cie.2022.108668
  • 7. Euchi, J., Masmoudi, M. ve Siarry, P. (2022) Home health care routing and scheduling problems: a literature review, 4or-A Quarterly Journal Of Operations Research, 20, 351–389. doi:10.1007/s10288- 022-00516-2
  • 8. Fu, Y., Ding, F., Mu, Z., Sun, C. ve Gao, K. (2022) Integrating scheduling and routing decisions into home health care operation with skill requirements and uncertainities, Journal of Simulation. doi:10.1080/17477778.2022.2108735
  • 9. Grieco, L., Utley, M. ve Crowe, S. (2021) Operational research applied to decisions in home health care: A systematic literature review, Journal of the Operational Research Society, 72(9), 1960-1991. doi:10.1080/01605682.2020.1750311
  • 10. Liu, R., Yuan, B. ve Jiang, Z. (2019) A branch-and-price algorithm for the home-caregiver scheduling and routing problem with stochastic travel and service times, Flexible Services and Manufacturing Journal, 31, 989-1011. doi:10.1007/s10696-018-9328-8
  • 11. Mascolo, D., Martinez, M.,C. ve Espinouse, M.,L. (2021) Routing and scheduling in Home Health Care: A literature survey and bibliometric analysis, Computers& Industrial Engineering, 158, 107255. doi:10.1016/j.cie.2021.107255
  • 12. Nikzad, E., Bashiri, M. ve Abbasi, B. (2021) A matheuristic algorithm for stochastic home health care planning, European Journal of Operational Research, 288(3), 753-774. doi:10.1016/j.ejor.2020.06.040
  • 13. Nikzad, E., Bashiri, M. ve Abbasi, B. (2023) Home healthcare staff dimensioning problem for temporary caregivers: A matheuristic solution approach, Computers & Operations Research, 152. doi:10.1016/j.cor.2022.106126
  • 14. Rodriguez, C., Garaix, T., Xie, X. ve Augusto, V. (2015) Staff dimensioning in homecare services with uncertain demands, International Journal of Production Research, 53(24), 7396-7410. doi:10.1080/00207543.2015.1081427
  • 15. Shi, Y., Boudouh, T. ve Grunder, O. (2017) A home health care routing problem with stochastic travel and service time, IFAC-PapersOnLine, 50(1), 13987-13992. doi:10.1016/j.ifacol.2017.08.2419
  • 16. Shi, Y., Boudouh, T., Grunder, O. ve Wang, D. (2018) Modeling and solving simultaneous delivery and pick-up problem with stochastic travel and service times in home health care, Expert systems with applications, 102, 218-233. doi:10.1016/j.eswa.2018.02.025
  • 17. Shi, Y., Boudouh, T. Ve Grunder, O., (2019) A robust optimization for a home health care routing and scheduling with consideration of uncertain travel and service times, Transportation Research Part E, 128, 52-95. doi:10.1016/j.tre.2019.05.015
  • 18. Tsang, MY. ve Shehadeh, KS. (2023) Stochastic optimization models for a home service routing and appointment scheduling problem with random travel and service times, European Journal Of Operational Research, 307(1), 48-63. doi:10.1016/j.ejor.2022.09.020
  • 19. Yang, X., Zhang, T., Mao, N., Chen, Q., Bai, L. ve Chen, W. (2018) The stochastic home health care routing problem in dense communities with multi-appointment, In 2018 15th International Conference on Service Systems and Service Management, IEE, Hangzhou-China, 1-6. https://c85689232ea394a8dc08a512c1f46793a2397178.vetisonline.com/stamp/stamp.jsp?tp=&arnumber=8464971
  • 20. Yuan, B., Liu, R. ve Jiang, Z. (2015) A branch-and-price algorithm for the home health care scheduling and routing problem with stochastic service times and skill requirements, International Journal of Production Research, 53(24), 7450-7464. doi:10.1080/00207543.2015.1082041
  • 21. Yuan, B., Liu, R. ve Jiang, Z. (2018) Daily scheduling of caregivers with stochastic times, International Journal of Production Research, 56(9), 3245-3261. doi:10.1080/00207543.2018.1445879
  • 22. Zhan, Y., Wang, Z. ve Wan, G. (2021) Home service routing and appointment scheduling with stochastic service times, European Journal of Operational Research, 288, 98-110. doi:10.1016/j.ejor.2020.05.037
Toplam 22 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular Endüstri Mühendisliği
Bölüm Araştırma Makaleleri
Yazarlar

Tuğba Saraç 0000-0002-8115-3206

İlknur Tükenmez 0000-0002-8758-2407

Büşra Tutumlu 0000-0002-0662-8128

Erken Görünüm Tarihi 28 Mart 2024
Yayımlanma Tarihi 22 Nisan 2024
Gönderilme Tarihi 8 Eylül 2023
Kabul Tarihi 31 Ocak 2024
Yayımlandığı Sayı Yıl 2024 Cilt: 29 Sayı: 1

Kaynak Göster

APA Saraç, T., Tükenmez, İ., & Tutumlu, B. (2024). STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi, 29(1), 1-18. https://doi.org/10.17482/uumfd.1357284
AMA Saraç T, Tükenmez İ, Tutumlu B. STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ. UUJFE. Nisan 2024;29(1):1-18. doi:10.17482/uumfd.1357284
Chicago Saraç, Tuğba, İlknur Tükenmez, ve Büşra Tutumlu. “STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ”. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi 29, sy. 1 (Nisan 2024): 1-18. https://doi.org/10.17482/uumfd.1357284.
EndNote Saraç T, Tükenmez İ, Tutumlu B (01 Nisan 2024) STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi 29 1 1–18.
IEEE T. Saraç, İ. Tükenmez, ve B. Tutumlu, “STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ”, UUJFE, c. 29, sy. 1, ss. 1–18, 2024, doi: 10.17482/uumfd.1357284.
ISNAD Saraç, Tuğba vd. “STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ”. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi 29/1 (Nisan 2024), 1-18. https://doi.org/10.17482/uumfd.1357284.
JAMA Saraç T, Tükenmez İ, Tutumlu B. STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ. UUJFE. 2024;29:1–18.
MLA Saraç, Tuğba vd. “STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ”. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi, c. 29, sy. 1, 2024, ss. 1-18, doi:10.17482/uumfd.1357284.
Vancouver Saraç T, Tükenmez İ, Tutumlu B. STOKASTİK TALEPLİ VE ÇOK PERİYOTLU EVDE SAĞLIK HİZMETLERİNİN PLANLANMASI PROBLEMİ. UUJFE. 2024;29(1):1-18.

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