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深海的战略部署:以三维声学图为原则的水下传感器位置优化
Xiaohan Zhu1, Ye Wang1, Zeyu Fang1
1College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, 310027, China.
The Journal of the Acoustical Society of America
|October 18, 2024
概括
使用原理建模和整数线性编程优化水下声学传感器的放置,大大提高了海洋环境监测和目标检测. 一个高效的替代算法可以快速实现接近最佳的覆盖范围.
科学领域:
- 海洋学 海洋学 海洋学
- 声学 声学 在声学上
- 运营研究 运营研究
背景情况:
- 水下声学传感器对于海洋监测和目标检测至关重要.
- 最佳的传感器放置,特别是在深海环境中,仍然是一个重大挑战.
- 现有的启发式方法往往无法利用声环境的复杂性.
研究的目的:
- 为确定最佳的水下声学传感器放置制定一个原则化的优化方法.
- 为了利用三维声学环境,改进传感器部署策略.
- 将拟议的方法与启发式和随机放置策略进行比较.
主要方法:
- 为每个传感器构建复杂的三维多方向声学图.
- 将传感器放置问题作为整数线性编程模型的表述.
- 为接近最佳的解决方案开发和评估一种替代高效算法.
主要成果:
- 与南中国海的随机和实证策略相比,拟议的方法显著增加了检测覆盖范围.
- 替代快速算法快速接近最佳解决方案,达到99%以上的覆盖率.
- 拟议方法的简化导致性能下降,突出其有效性.
结论:
- 基于原则的建模和量身定制的优化为水下声学传感器安置提供了一个卓越的框架.
- 整数线性编程和高效的替代算法为复杂的海洋监测任务提供了实际解决方案.
- 开发的方法显示了对现实应用的检测覆盖范围和效率的显著改进.
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