Optimizing Human Resource Allocation in Long-Term Care Using Quantum and Digital Annealing

This study proposes a Quadratic Unconstrained Binary Optimization (QUBO) optimization model for scheduling home care workers in long-term care services. The Simulated Annealing (SA) algorithm, D-Wave Hybrid quantum annealer, Compal Quantix digital annealer, and Fujitsu DA3 digital annealer are conducted for performance evaluations on the proposed model. Experimental results show that the Compal Quantix and Fujitsu DA3 digital annealers significantly reduce the commuting distance of home care workers for optimizing human resource allocation more effectively than other schemes.

Authors

Institutions

Publication Details

Published
2024-09-15
DOI
https://doi.org/10.1109/qce60285.2024.10397
Citations
2
Primary Topic
Age of Information Optimization
Type
article
Field-Weighted Citation Impact
0.70
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Optimizing Human Resource Allocation in Long-Term Care Using Quantum and Digital Annealing

Chia‐Ho Ou, Jhih-Ying Chen, Weidi Cao, Yilin Jiang et al.
2 citations
Age of Information Optimization
0.70
article

Optimizing Human Resource Allocation in Long-Term Care Using Quantum and Digital Annealing

Chia‐Ho Ou, Jhih-Ying Chen, Weidi Cao, Yilin Jiang, Chih Yu Chen, Krittin Siangprasertkij
article en
2 citations

Abstract

This study proposes a Quadratic Unconstrained Binary Optimization (QUBO) optimization model for scheduling home care workers in long-term care services. The Simulated Annealing (SA) algorithm, D-Wave Hybrid quantum annealer, Compal Quantix digital annealer, and Fujitsu DA3 digital annealer are conducted for performance evaluations on the proposed model. Experimental results show that the Compal Quantix and Fujitsu DA3 digital annealers significantly reduce the commuting distance of home care workers for optimizing human resource allocation more effectively than other schemes.

National Pingtung University (TW), Chung Yuan Christian University (TW), Chulalongkorn University (TH)
Openalex Percentile: Top 25%
Age of Information Optimization
0.70
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.