An Intelligent Algorithm for Optimization of Resource Allocation Problem by Considering Human Error in an Emergency Department

Authors

  • Abbas Keramati School of Industrial Engineering, College of Engineering, University of Tehran
  • Mahdi Hamid School of Industrial Engineering, College of Engineering, University of Tehran
  • Reza Yazdanparast School of Industrial Engineering, College of Engineering, University of Tehran
Abstract:

Human error is a significant and ever-growing problem in the healthcare sector. In this study, resource allocation problem is considered along with human errors to optimize utilization of resources in an emergency department. The algorithm is composed of simulation, artificial neural network (ANN), design of experiment (DOE) and fuzzy data envelopment analysis (FDEA). It is a multi-response optimization approach to optimize human error, cost, wait time, and patient safety, and productivity. Skill, rule, and knowledge (SRK) based approach is used to model human error. Simulation is applied to determine the relationship between human resource utilization and human error.  It is also used to model SRK behavior. ANN is utilized to predict response variables. FDEA is used to identify the optimum scenario. This is the first study that considers human errors along with resource allocation in the emergency department (ED). Second, it is equipped with verification and validation at each phase. Third, it is a practical approach for emergency departments (EDs).

Upgrade to premium to download articles

Sign up to access the full text

Already have an account?login

similar resources

An Algorithm for Resource Allocation through the Classification of DMUs

  Data envelopment analysis (DEA) is a non-parametric method for assessing relative efficiency of decision-making units (DMUs). Every single decision-maker with the use of inputs produces outputs. These decision-making units will be defined by the production possibility set. Resource allocation to DMUs is one of the concerns of managers since managers can employ the results of this process to a...

full text

development and implementation of an optimized control strategy for induction machine in an electric vehicle

in the area of automotive engineering there is a tendency to more electrification of power train. in this work control of an induction machine for the application of electric vehicle is investigated. through the changing operating point of the machine, adapting the rotor magnetization current seems to be useful to increase the machines efficiency. in the literature there are many approaches wh...

15 صفحه اول

an algorithm for resource allocation through the classification of dmus

data envelopment analysis (dea) is a non-parametric method for assessing relative efficiency of decision-making units (dmus). every single decision-maker with the use of inputs produces outputs. these decision-making units will be defined by the production possibility set. resource allocation to dmus is one of the concerns of managers since managers can employ the results of this process to all...

full text

An Energy-efficient Mathematical Model for the Resource-constrained Project Scheduling Problem: An Evolutionary Algorithm

In this paper, we propose an energy-efficient mathematical model for the resource-constrained project scheduling problem to optimize makespan and consumption of energy, simultaneously. In the proposed model, resources are speed-scaling machines. The problem is NP-hard in the strong sense. Therefore, a multi-objective fruit fly optimization algorithm (MOFOA) is developed. The MOFOA uses the VIKO...

full text

an application of equilibrium model for crude oil tanker ships insurance futures in iran

با توجه به تحریم های بین المملی علیه صنعت بیمه ایران امکان استفاده از بازارهای بین المملی بیمه ای برای نفتکش های ایرانی وجود ندارد. از طرفی از آنجایی که یکی از نوآوری های اخیر استفاده از بازارهای مالی به منظور ریسک های فاجعه آمیز می باشد. از اینرو در این پایان نامه سعی شده است با استفاده از این نوآوری ها با طراحی اوراق اختیارات راهی نو جهت بیمه گردن نفت کش های ایرانی ارائه نمود. از آنجایی که بر...

My Resources

Save resource for easier access later

Save to my library Already added to my library

{@ msg_add @}


Journal title

volume 11  issue 1

pages  287- 309

publication date 2018-09-14

By following a journal you will be notified via email when a new issue of this journal is published.

Hosted on Doprax cloud platform doprax.com

copyright © 2015-2023