制造浪潮:生成AI在水利设施运营中的潜力
Lina Sela1, Robert B Sowby2, Elad Salomons3
1Maseeh Department of Civil, Architectural and Environmental Engineering, University of Texas at Austin, USA.
Water research
|December 14, 2024
概括
人工智能 (AI) 可以增强水利设施运营. 生成性AI提供了更容易获得的自然语言交互,克服了水系统中专门的AI工具的采用障碍.
科学领域:
- 环境工程 环境工程
- 计算机科学 计算机科学
- 水资源管理 水资源管理
背景情况:
- 水利公司面临复杂的基础设施和运营挑战.
- 专门的人工智能 (AI) 助力水系统的数据处理和模式识别.
- 目前的人工智能采用受限于可用性,可访问性和可训练性问题.
研究的目的:
- 探索与水利设施相关的新兴AI主题.
- 检查部署人工智能工具用于水系统的挑战和机遇.
- 在水系统运营中展示实用的AI应用.
主要方法:
- 审查当前的人工智能研究在水分系统工程.
- 分析水务部门采用人工智能的障碍.
- 探索生成人工智能的潜力,以提高可访问性.
- 人工智能集成的案例研究:数据归算,资产处理和需求分析.
主要成果:
- 生成性AI承诺更直观,自然语言交互,增加AI可访问性.
- 实际的人工智能应用包括缺失数据归算,资产数据处理和水需求分析.
- 解决可用性,可访问性和可训练性是更广泛的人工智能采用的关键.
结论:
- 优先考虑负责任的,以用户为中心的AI解决方案对于水研究社区至关重要.
- 建立信任,将人工智能集成到工作流程中,并确保数据隐私是必不可少的.
- 加强伙伴关系对于在人工智能时代推进水系统研究至关重要.
相关概念视频
Gradually Varying Flow
32
Gradually varying flow (GVF) in open channels describes situations where water depth changes slowly along the channel due to factors like non-uniform bed slope, channel shape variations, or obstructions. This flow type occurs when the depth adjusts gradually to balance gravitational forces, shear forces, and energy requirements, resulting in a low rate of depth change.Characteristics of Gradually Varying FlowGVF is commonly observed in natural streams, rivers, and canals, where flow depth...
32
Underflow Gates
41
Underflow gates are vital for controlling water flow in irrigation canals. The three main types of underflow gates — vertical, radial, and drum gates — serve different purposes while ensuring effective flow management. Vertical gates move up and down, generating a free-flowing water jet; radial gates pivot to regulate the flow; and drum gates rotate for precise adjustments. The flow through these gates is influenced by downstream conditions, resulting in free or drowned outflow.Free and...
41
Non-equilibrium in the Cell
4.1K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.1K
Design Example: Creating a Hydraulic Model of a Dam Spillway
124
Scaled hydraulic models of dam spillways provide a practical way to replicate and study the intricate flow dynamics of these structures. Often built to a 1:15 ratio, these models allow for observing critical water behavior, such as velocity distribution, flow patterns, and energy dissipation.
124
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
40
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
40
Levels of Use of a GIS
41
Geographic Information Systems (GIS) operate across three levels of application, each representing an increasing degree of complexity: data management, analysis, and prediction. These levels reflect the expanding functionality and versatility of GIS technology in handling spatial data for diverse purposes.Data ManagementAt its foundational level, GIS serves as a tool for data management, enabling the input, storage, retrieval, and organization of spatial data. This level is often employed in...
41


