实时发现森林砍伐异常,使用YOLO和LangChain代理来进行可持续的环境监测
Shakti Kundu1, Shalini Zanzote Ninoria2, Ravi Prakash Chaturvedi3
1Department of Computer Science and Engineering, NIIT University, Neemrana, 301705, Rajasthan, India.
Scientific reports
|November 14, 2025
概括
这项研究引入了一个新的AI框架,将YOLOv8和LangChain结合起来,用于实时检测森林砍伐异常. 该系统提高了监测的准确性和适应性,这对于全球生态系统的保护至关重要.
科学领域:
- 环境科学 环境科学
- 人工智能的人工智能
- 计算机视觉 计算机视觉
背景情况:
- 森林砍伐对全球生态系统,生物多样性和气候弹性构成重大威胁.
- 智能及时的监测解决方案对于有效的森林管理和保护工作至关重要.
研究的目的:
- 开发和评估用于实时森林砍伐异常检测的新型框架.
- 将YOLOv8对象检测与基于LangChain的Agentic AI集成,以增强语境推理和决策.
主要方法:
- 使用YOLOv8快速视觉识别森林砍伐指标 (树干,机械,人类存在).
- 集成的LangChain代理用于动态值调整,强化学习反和GIS驱动的报告.
- 使用注释的卫星和无人机图像进行实验.
主要成果:
- 在训练损失方面取得了显著的减少 (box_loss,cls_loss,分布焦点损失>50%).
- 通过代理人工智能集成,提高了高达24%的回忆力,并减少了与基线YOLO模型相比的假阳性.
- 在培训表现和适应性学习能力方面取得了明显的改进.
结论:
- 新的框架为环境监测提供了一个可扩展,可解释和实时的方法.
- 将深度学习速度与代理人工智能自主性相结合,提供可操作的,地理位置的森林砍伐警报.
- 该研究为未来的多模式数据融合和可持续森林管理的边缘部署研究奠定了基础.
相关概念视频
Masking and Demasking Agents
3.4K
EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
3.4K
Ecological Disturbance
20.6K
An ecological disturbance is a temporary disruption in the environment resulting from abiotic, biotic, or anthropogenic factors, causing a pronounced change in an ecosystem. The impact of an ecological disturbance, which can depend on its intensity, frequency, and spatial distribution, plays a significant role in shaping the species diversity within the ecosystem.
20.6K
Difference from Background: Limit of Detection
8.0K
The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
The LOD indicates the presence or absence...
The LOD indicates the presence or absence...
8.0K
Lumber Defects
468
Lumber defects, which can affect both the appearance and structural integrity of wood, include a variety of growth and manufacturing flaws. Growth defects such as knots and knotholes occur where branches were once attached to the tree trunk, with knotholes forming when these knots fall out. Other natural defects include decay and insect damage, which compromise the wood's strength and durability.
Shakes are minor fractures that run along or across the wood's annual rings, while wane is...
Shakes are minor fractures that run along or across the wood's annual rings, while wane is...
468
Force Classification
2.3K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
2.3K
Habitat Fragmentation
20.9K
Habitat fragmentation describes the division of a more extensive, continuous habitat into smaller, discontinuous areas. Human activities such as land conversion, as well as slower geological processes leading to changes in the physical environment, are the two leading causes of habitat fragmentation. The fragmentation process typically follows the same steps: perforation, dissection, fragmentation, shrinkage, and attrition.
20.9K
