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Published on: December 16, 2010
Developing mathematical models of neurobehavioral performance for the "real world".
Dennis A Dean1, Adam Fletcher, Steven R Hursh
1Division of Sleep Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA. ddean@rics.bwh.harvard.edu
Mathematical models predict neurobehavioral deficits from shift work, aiding interventions. Progress is being made in applying these models to improve worker scheduling and health in demanding industries.
Area of Science:
- Mathematical modeling
- Neurobehavioral performance
- Operational readiness
Background:
- Shift work and extended wakefulness impair worker neurobehavioral performance and health.
- Industries like military, transportation, and healthcare rely on schedules that cause these deficits.
- Mathematical models offer a way to predict and mitigate these negative impacts.
Purpose of the Study:
- To explore the application of mathematical models in predicting and managing neurobehavioral deficits caused by operational demands.
- To showcase advancements in using mathematical modeling for real-world operational problems.
- To discuss the development of interventions and decision-making support based on model outputs.
Main Methods:
- Application of mathematical models to real-world operational scenarios.
- Model construction, validation using industry data (e.g., railroad operations), and adaptation for specific constraints.
- Examples presented at the "Modeling Human Neurobehavioral Performance II" symposium.
Main Results:
- Demonstrated successful application of mathematical models in refining sleep/wake patterns for airline flight crew.
- Validated a mathematical model using railroad operations data.
- Adapted models to recommend countermeasures for operational constraints.
Conclusions:
- Mathematical models are increasingly valuable tools for understanding and addressing neurobehavioral impacts of operational demands.
- Application-specific expertise and algorithm development are crucial for successful implementation.
- Significant progress has been made in using model outputs to inform operational scheduling decisions.
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