概括
本研究介绍了一种使用深度学习来提高测量精度的智能激光三角测距方法. 这种新的方法最大限度地减少了对系统参数的依赖,大大提高了距离系统的精度.
科学领域:
- 光学和光子学 在光学和光子学.
- 人工智能的人工智能
- 计量学 计量学 计量学
背景情况:
- 激光三角测距系统容易产生由于结构参数不准确导致的测量误差.
- 这些系统的不对称性使得精确的校准和参数估计变得复杂.
- 现有的方法经常与非线性错误和对系统设计的敏感性作斗争.
研究的目的:
- 开发一种智能激光三角测距方法,以提高测量精度.
- 为了减少系统对精确结构参数的依赖.
- 为了提高激光三角系统的稳定性和可靠性.
主要方法:
- 利用非线性编程遗传算法与精英的系统设计策略.
- 开发了一个深度神经网络来估计距离,绕过传统的移位方程.
- 实施了深度学习方法,直接估计来自传感器数据的距离.
主要成果:
- 与传统方法相比,非线性误差减少了一个数量级.
- 实现的微微根平均平方误差 (RMSE) 和平均绝对误差 (MAE).
- 证明显著降低RMSE (5的因素) 和MAE (3的因素).
结论:
- 拟议的深度学习方法大大提高了激光三角测量中的测量精度.
- 这种智能方法减轻了设计和系统参数设置错误的影响.
- 该技术为激光三角测距应用提供了更强大,更准确的解决方案.
相关概念视频
Distance Measurements by Taping
98
Tapes are essential in surveying for accurate, durable, and short-distance measurements. Made from lightweight, nylon-coated steel, they offer flexibility and strength for rugged outdoor use. The nylon coating protects against rust and wear, extending the tape's life. Standard lengths, around 30 meters, are marked in meters and millimeters for precision.Surveyors select tapes based on site conditions and accuracy needs. Lightweight, nylon-coated tapes are commonly used for ease of handling and...
98
Electronic Distance Measuring Instruments
118
Electronic Distance Measuring Instruments (EDMs) are essential tools in modern surveying, offering precise distance measurements by emitting electromagnetic signals and calculating the time required for these signals to travel to a target and return. Two primary types of signals are used in EDMs — light waves and microwaves — each suited to specific environmental and distance requirements. Light-wave-based EDMs utilize either infrared or laser light, providing high accuracy over...
118
Displacement Current
3.0K
Ampère's law, in its usual form, does not work in places where the current changes with time and is not steady. Thus, Maxwell suggested including an additional contribution, called the displacement current, Id, to the real conduction current I.
3.0K
Significance of Displacement Current
4.8K
A displacement current is analogous to a real current in Ampère's law, participating in Ampère's law the same way as the usual conduction current. However, it is produced by a changing electric field. Displacement current is defined in terms of a time-varying electric field, and also has an associated displacement current density. By adding a term accounting for displacement current, Maxwell modified the existing Ampère's law, which is now called generalized Ampère's law.
4.8K
Field Application of Global Positioning System
88
The Global Positioning System (GPS) has become an indispensable tool in fieldwork, offering unparalleled precision and efficiency for surveying, navigation, and infrastructure development. By harnessing signals from a constellation of satellites, GPS receivers determine the location of objects with remarkable speed and accuracy, often completing calculations within a second.Advantages of Modern GPS TechnologyContemporary GPS receivers are designed to meet the practical demands of field...
88


