Abstract
This paper studies the problem of knowledge acquisition to classify scheduling and routing problems in health care services. We use Knowledge Based Expert System based in a three rule-based system (RBS) to determine the technique to solve the problem for a heath care service problem. The first identify the type of scheduling problem according with scheduling, routing and routing-scheduling problems. With the results, a second RBS identifies the performance measures. And finally, a third RBS determines the best solution techniques to solve the problem. We present an application of home health care problem to identify how solve the problem.
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López-Santana, E.R., Méndez-Giraldo, G.A.: A knowledge-based expert system for scheduling in services systems. In: Figueroa-García, J.C., López-Santana, E.R., Ferro-Escobar, R. (eds.) WEA 2016. CCIS, vol. 657, pp. 212–224. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-50880-1_19
Lopez-Santana, E.R., Castro, S.J.B., Giraldo, G.A.M.: Modelo metodológico para programación de tareas en sistemas de servicios: un enfoque de ingeniería de software. Redes de Ingeniería 7, 55–66 (2016). https://doi.org/10.14483/udistrital.jour.redes.2016.1.a07
López-Santana, E.R., Méndez-Giraldo, G.A.: A non-linear optimization model and ANFIS-based approach to knowledge acquisition to classify service systems. In: Huang, D.-S., Han, K., Hussain, A. (eds.) ICIC 2016. LNCS (LNAI), vol. 9773, pp. 789–801. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-42297-8_73
Benzarti, E., Sahin, E., Dallery, Y.: A literature review on operations management based models developed for home health care services, Paris (2010)
Yalcindag, S., Matta, A., Sahin, E.: Operator assignment and routing problems in home health care services. In: IEEE International Conference on Automation Science and Engineering (CASE), pp. 329–334 (2012). https://doi.org/10.1109/CoASE.2012.6386478
Spohrer, J., Maglio, P.P., Bailey, J., Gruhl, D.: Steps toward a science of service systems. Computer 40, 71–77 (2007). https://doi.org/10.1109/MC.2007.33
Vargo, S.L., Lusch, R.F.: Service-dominant logic: continuing the evolution. J. Acad. Mark. Sci. 36, 1–10 (2008). https://doi.org/10.1007/s11747-007-0069-6
Spohrer, J.C., Demirkan, H., Krishna, V.: Service and science. In: Demirkan, H., Spohrer, J., Krishna, V. (eds.) Service Science: Research and Innovations in the Service Economy. Springer, Boston (2011). https://doi.org/10.1007/978-1-4419-8270-4_18
Pinedo, M.L.: Planning and Scheduling in Manufacturing and Services. Springer, New York (2005). https://doi.org/10.1007/978-1-4419-0910-7
Pinedo, M.L.: Scheduling: Theory, Algorithms, and Systems. Springer, Cham (2016). https://doi.org/10.1007/978-1-4614-2361-4
Pinedo, M., Zacharias, C., Zhu, N.: Scheduling in the service industries: an overview. J. Syst. Sci. Syst. Eng. 24, 1–48 (2015). https://doi.org/10.1007/s11518-015-5266-0
Conway, R.W., Maxwell, W.L., Miller, L.W.: Theory of Scheduling. Addison Wesley, New York (1967)
Ouelhadj, D., Petrovic, S.: A survey of dynamic scheduling in manufacturing systems. J. Sched. 12, 417–431 (2009). https://doi.org/10.1007/s10951-008-0090-8
Kusiak, A., Chen, M.: Expert systems for planning and scheduling manufacturing systems. Eur. J. Oper. Res. 34, 113–130 (1988). https://doi.org/10.1016/0377-2217(88)90346-3
Johnson Jr, L.M., Dileepan, P., Sen, T.: Knowledge based scheduling systems: a framework. J. Intel. Manuf. 1, 117–123 (1990). https://doi.org/10.1007/BF01472508
Kusiak, A.: KBSS: a knowledge-based system for scheduling in automated manufacturing. Math. Comput. Model. 13, 37–55 (1990). https://doi.org/10.1016/0895-7177(90)90369-X
Méndez, G., Álvarez, L., Caicedo, C., Malaver, M.: Sistema experto para la programación de producción-investigación y desarrollo de un prototipo. Universidad Distrital Francisco José de Caldas, Colombia (2013)
Chen, T.: A self-adaptive agent-based fuzzy-neural scheduling system for a wafer fabrication factory. Expert Syst. Appl. 38, 7158–7168 (2011). https://doi.org/10.1016/j.eswa.2010.12.044
Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers Inc., San Francisco (1993)
López-Santana, E.: Review of scheduling problems in service systems, Bogotá (2018)
López-Santana, E.R., Espejo-Díaz, J.A., Méndez-Giraldo, G.A.: Multi-agent approach for solving the dynamic home health care routing problem. In: Figueroa-García, J.C., López-Santana, E.R., Ferro-Escobar, R. (eds.) WEA 2016. CCIS, vol. 657, pp. 188–200. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-50880-1_17
López-Santana, E., Méndez-Giraldo, G.: Proposal for a rule-based classification system for service systems. In: Proceedings of Fifth International Conference on Computing Mexico-Colombia and XV Academic Conference on Artificial Intelligence, Cartagena, pp. 1–8 (2015)
Yalcindag, S., Matta, A., Sahin, E.: Human resource scheduling and routing problems in home health care context: a literature review. In: 37th Conference on Operational Research Applied to Health Services (ORAHS), Cardiff, pp. 1–34 (2012)
Begur, S., Miller, D.M., Weaber, J.: An integrated spatial decision support system for scheduling and routing home health care nurses, pp. 35–48. Institute of Operations Research and Management Science (1997)
Yuan, Z., Fügenschuh, A.: Home Health Care Scheduling: A Case Study, Hamburg (2015)
López-Santana, E., Espejo-Díaz, J., Méndez-Giraldo, G.: Modelo de programación entera mixta para programación y ruteo en cuidado a la salud domiciliaria considerando la promesa de servicio. In: III Congreso Internacional de Industria y Organizaciones – “Gestión de Cadenas de Abastecimiento en un Mundo Cambiante”, Cali, pp. 1–8 (2016)
Wahaishi, A.M., Aburukba, R.O.: An agent-based personal assistant for exam scheduling. In: World Congress on Computer and Information Technology (WCCIT), pp. 1–6. IEEE, Sousse (2013)
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López-Santana, E., Méndez-Giraldo, G., Molano, J.I.R. (2018). A Rule-Based System to Scheduling and Routing Problem in Home Health Care Services. In: Gervasi, O., et al. Computational Science and Its Applications – ICCSA 2018. ICCSA 2018. Lecture Notes in Computer Science(), vol 10961. Springer, Cham. https://doi.org/10.1007/978-3-319-95165-2_35
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