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马尔可夫过程在预测飞机噪声对睡眠影响中的应用。

Markov processes for the prediction of aircraft noise effects on sleep.

机构信息

German Aerospace Center, Institute of Areospace Medicine, Cologne, Germany.

出版信息

Med Decis Making. 2010 Mar-Apr;30(2):275-89. doi: 10.1177/0272989X09342751. Epub 2009 Aug 14.

Abstract

BACKGROUND

Aircraft noise disturbs sleep and impairs recuperation. Authorities plan to expand Frankfurt airport.

OBJECTIVE

To quantitatively assess the effects of a traffic curfew (11 PM to 5 AM) at Frankfurt Airport on sleep structure.

DESIGN

Experimental sleep study; polysomnography for 13 consecutive nights.

SETTING

Sleep laboratory. Subjects. 128 healthy subjects, mean age (SD) 38 (13) years, range 19 to 65, 59% female. Intervention. Exposure to aircraft noise via loudspeakers.

MEASUREMENTS

A 6-state Markov state transition sleep model was used to simulate 3 noise scenarios with first-order Monte Carlo simulations: 1) 2005 traffic at Frankfurt Airport, 2) as simulation 1 but flights between 11 PM and 5 AM cancelled, and 3) as simulation 2, with flights between 11 PM and 5 AM from simulation 1 rescheduled to periods before 11 PM and after 5 AM. Probabilities for transitions between sleep stages were estimated with autoregressive multinomial logistic regression.

RESULTS

Compared to a night without curfew, models indicate small improvements in sleep structure in nights with curfew, even if all traffic is rescheduled to periods before and after the curfew period. For those who go to bed before 10:30 PM or after 1 AM, this benefit is likely to be offset by the expected increase of air traffic during late evening and early morning hours. Limitations. Limited ecologic validity due to laboratory setting and subject sample.

CONCLUSIONS

According to the decision analysis, it is unlikely that the proposed curfew at Frankfurt Airport substantially benefits sleep structure. Extensions of the model could be used to evaluate or propose alternative air traffic regulation strategies for Frankfurt Airport.

摘要

背景

飞机噪音会干扰睡眠并影响恢复。当局计划扩建法兰克福机场。

目的

定量评估法兰克福机场实施夜间交通管制(晚上 11 点至凌晨 5 点)对睡眠结构的影响。

设计

实验性睡眠研究;连续 13 晚进行多导睡眠图检查。

地点

睡眠实验室。

受试者

128 名健康受试者,平均年龄(标准差)为 38(13)岁,年龄范围 19 岁至 65 岁,女性占 59%。

干预

通过扬声器暴露于飞机噪音。

测量

使用 6 状态马尔可夫状态转移睡眠模型通过一阶蒙特卡罗模拟对 3 种噪声场景进行模拟:1)2005 年法兰克福机场的交通情况,2)模拟 1,但晚上 11 点至凌晨 5 点的航班取消,3)模拟 2,将模拟 1 中晚上 11 点至凌晨 5 点的航班重新安排到晚上 11 点之前和凌晨 5 点之后的时间段。使用自回归多项逻辑回归估计睡眠阶段之间的转移概率。

结果

与无宵禁的夜晚相比,即使所有航班都重新安排在宵禁前后的时间段,宵禁期间的睡眠结构也会略有改善。对于那些在晚上 10:30 之前或凌晨 1 点之后上床睡觉的人,由于预计傍晚和清晨的空中交通量增加,这种好处可能会被抵消。

局限性

由于实验室设置和受试者样本的限制,研究的生态有效性有限。

结论

根据决策分析,法兰克福机场拟议的宵禁不太可能对睡眠结构产生重大影响。该模型的扩展可用于评估或提出法兰克福机场的替代空中交通管制策略。

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