Queuing theory;
Healthcare;
Optimization;
Control problem;
Simulation;
ICU;
LENGTH-OF-STAY;
DISCRETE-EVENT SIMULATION;
BED CAPACITY;
OPTIMIZATION;
PERFORMANCE;
DISCHARGE;
NEED;
D O I:
10.1007/s10696-014-9209-8
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
The stochastic nature of both patient arrivals and lengths of stay leads inevitably to periodic bed shortages in healthcare units. Physicians are challenged to fit demand to service capacity. If all beds are occupied eligible patients are usually referred to another ward or hospital and scheduled surgeries may be cancelled. Lack of beds may also have consequences for patients, who may be discharged in advance when the number of occupied beds is so high as to compromise the medical care of new incoming patients. In this paper we deal with the problem of obtaining efficient bed-management policies. We introduce a queuing control problem in which neither the arrival rates nor the number of servers can be modified. Bed occupancy control is addressed by modifying the service time rates, to make them dependent on the state of the system. The objective functions are two quality-of-service components: to minimize patient rejections and to minimize the length of stay shortening. The first objective has a clear mathematical formulation: minimize the probability of rejecting a patient. The second objective admits several formulations. Four different expressions, all leading to nonlinear optimization problems, are proposed. The solutions of these optimization problems define different control policies. We obtain the analytical solutions by adopting Markov-type assumptions and comparing them in terms of the two quality-of-service components. We extend these results to the general case using optimization with simulation, and propose a way to simulate general length of stay distributions enabling the inclusion of state-dependent service rates.
机构:
Columbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USAColumbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USA
Chan, Carri W.
;
Farias, Vivek F.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USAColumbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USA
Farias, Vivek F.
;
Bambos, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
Stanford Univ, Dept Management Sci & Engn, Stanford, CA 94305 USAColumbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USA
Bambos, Nicholas
;
Escobar, Gabriel J.
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Div Res, Oakland, CA 94612 USAColumbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USA
机构:
Arizona State Univ, Ira A Fulton Sch Engn, Dept Ind Engn, Hlth & Human Syst Lab, Tempe, AZ 85287 USAArizona State Univ, Ira A Fulton Sch Engn, Dept Ind Engn, Hlth & Human Syst Lab, Tempe, AZ 85287 USA
Cochran, J. K.
;
Roche, K.
论文数: 0引用数: 0
h-index: 0
机构:
Arizona State Univ, Ira A Fulton Sch Engn, Dept Ind Engn, Hlth & Human Syst Lab, Tempe, AZ 85287 USAArizona State Univ, Ira A Fulton Sch Engn, Dept Ind Engn, Hlth & Human Syst Lab, Tempe, AZ 85287 USA
机构:
Columbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USAColumbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USA
Chan, Carri W.
;
Farias, Vivek F.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USAColumbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USA
Farias, Vivek F.
;
Bambos, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
Stanford Univ, Dept Management Sci & Engn, Stanford, CA 94305 USAColumbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USA
Bambos, Nicholas
;
Escobar, Gabriel J.
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Div Res, Oakland, CA 94612 USAColumbia Business Sch, Div Decis Risk & Operat, New York, NY 10027 USA
机构:
Arizona State Univ, Ira A Fulton Sch Engn, Dept Ind Engn, Hlth & Human Syst Lab, Tempe, AZ 85287 USAArizona State Univ, Ira A Fulton Sch Engn, Dept Ind Engn, Hlth & Human Syst Lab, Tempe, AZ 85287 USA
Cochran, J. K.
;
Roche, K.
论文数: 0引用数: 0
h-index: 0
机构:
Arizona State Univ, Ira A Fulton Sch Engn, Dept Ind Engn, Hlth & Human Syst Lab, Tempe, AZ 85287 USAArizona State Univ, Ira A Fulton Sch Engn, Dept Ind Engn, Hlth & Human Syst Lab, Tempe, AZ 85287 USA