相关实验视频
Updated: Jan 9, 2026

06:27
Simulating Impacts of Ice Storms on Forest Ecosystems
Published on: June 30, 2020
7.4K
使用树木作为自然天气站来预测风的模式 应用于森林消防
Virgínia Vieira Aires1, Cleonilson Protasio Souza2, Orlando Rocha Baiocchi3
1Graduate Program of Electrical Engineering, Federal University of Paraíba, Joao Pessoa 58051-900, PB, Brazil.
Sensors (Basel, Switzerland)
|December 11, 2025
概括
自然树木可以监测天气! 这项研究显示了低成本传感器测量的树内部温度,准确预测风速和风向,有助于环境监测和森林火灾预防.
科学领域:
- 环境科学 环境科学
- 数据科学数据科学数据科学
- 林业林业 林业 林业 林业
背景情况:
- 极端天气事件需要先进的环境监测.
- 传统的方法可能很昂贵,在偏远地区无法使用.
- 开发低成本,创新的监控解决方案至关重要.
研究的目的:
- 调查使用树内温度来评估天气参数的可行性.
- 利用自然树木和嵌入式技术开发一个可访问的环境监测系统.
- 评估机器学习模型在解释树木温度数据的准确性,以预测天气.
主要方法:
- 实施一个低成本的嵌入式系统来测量内部树干温度.
- 应用多尺度分解技术,特别是离散波形变换.
- 使用机器学习模型,包括随机森林,梯度提升,支持向量机 (SVM) 和线性回归.
主要成果:
- 随机森林模型在从树木温度数据中预测天气参数方面表现出最高的准确性.
- 在连续47天的监测期间实现了6.60%的错误率.
- 这项研究证实了树内部温度与天气条件 (如风速和方向) 之间存在显著的相关性.
结论:
- 基于树木的环境监测系统是一个可行的和具有成本效益的解决方案.
- 这种方法为远程或难以到达的地点的天气监测提供了有前途的方法.
- 该系统对诸如森林火灾预防等应用具有特别的潜力.
相关概念视频
Survival Tree
369
Survival trees are a non-parametric method used in survival analysis to model the relationship between a set of covariates and the time until an event of interest occurs, often referred to as the "time-to-event" or "survival time." This method is particularly useful when dealing with censored data, where the event has not occurred for some individuals by the end of the study period, or when the exact time of the event is unknown.
Building a Survival Tree
Constructing a...
Building a Survival Tree
Constructing a...
369
Wind Turbine Machine Models
550
In the growing field of wind energy, incorporating wind turbine models into transient stability analysis is essential. Induction and synchronous machines are the primary models used, with induction machines being prevalent due to their simplicity and reliability.
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
550
What is Weather?
19.6K
Overview
19.6K
Precipitation Processes
4.6K
The experimental conditions in a gravimetric analysis should be optimized to maximize the particle size and purity of the obtained precipitate. Ideally, the concentration of the precipitating reagent should be low with effective stirring to maintain low relative supersaturation for the growth of large crystals. In homogeneous precipitation, the precipitant is slowly generated by a chemical reaction in the solution to avoid local reagent excesses. For example, urea decomposes gradually to...
4.6K

