智能成本估计:超高压传输塔的实证案例
Diana Wahyu Hayati1, Jieh-Haur Chen2, Yu-Chun Chen3
1Department of Civil Engineering, National Central University, Jhongli, 320317, Taoyuan, Taiwan.
Heliyon
|May 30, 2024
概括
这项研究开发了一种支持向量回归 (SVR) 模型,以准确预测超高压 (EHV) 传输塔建设成本. 自动化工具显著减少了估计时间,并提高了输电网络的可靠性.
科学领域:
- 工程 工程师 工程师 工程师
- 计算机科学 计算机科学
背景情况:
- 电力对于现代生活至关重要,需要强大的基础设施,如超高压 (EHV) 传输塔.
- 对于EHV塔的手动成本估计是劳动密集型和耗时的.
- 需要一个自动化,精确的成本预测工具来提高效率.
研究的目的:
- 开发支持向量回归 (SVR) 模型,准确预测EHV传输塔建设成本.
- 为了自动化和简化EHV传输项目的成本估计过程.
- 通过高效的成本管理,提高输电网络系统的弹性和稳定性.
主要方法:
- 文献审查以确定EHV传输塔的成本影响属性.
- 从台湾的238个EHV传输塔建设项目 (2009-2019) 收集数据.
- 使用5倍交叉验证开发和验证具有优化参数 (C=0.2, γ=0.1) 的SVR模型.
主要成果:
- 该SVR模型实现了97.91%的平均预测准确度.
- 开发的模型有效地预测了EHV传输塔项目建设费用.
- 与手动方法相比,大大减少了成本估计所需的时间.
结论:
- 提出的基于SVR的模型为EHV传输塔建设成本估计提供了准确和高效的解决方案.
- 自动化这一过程有助于改善电力传输部门的规划和资源配置.
- 改进的成本预测支持开发更有弹性和更强大的电力传输网络.
相关概念视频
Transmission Line Design Considerations
133
Aluminum has become the material of choice for overhead transmission lines, surpassing copper due to its abundance and cost-effectiveness. The most prevalent type is the aluminum conductor, steel-reinforced (ACSR), which combines aluminum strands around a steel core. Other variants include all-aluminum conductors (AAC), all-aluminum alloy conductors (AAAC), aluminum conductor alloy-reinforced (ACAR), and aluminum-clad steel conductors. Advanced designs, such as aluminum conductors with steel...
133
Cable Subjected to a Distributed Load
675
The analysis of suspension bridges is a complex and critical process that involves multiple factors, including the shape and tension of the main cables. The main cables of suspension bridges are subjected to distributed loads, which result in changes in tensile forces and deformation of the cable. These loads must be carefully considered to ensure that the bridge is safe and capable of supporting the weight of different loads.
675
Cable Subjected to Its Own Weight
448
Overhead power transmission lines rely on cables to carry electricity across large distances. To ensure the stability and functionality of these lines, it is crucial to understand the shape and tension experienced by the cables under the influence of their weight.
A generalized loading function is employed to analyze a cable subjected to its own weight. This function considers the force acting along the cable's arc length rather than its projected length, providing a more accurate...
A generalized loading function is employed to analyze a cable subjected to its own weight. This function considers the force acting along the cable's arc length rather than its projected length, providing a more accurate...
448
Maximum Power Flow and Line Loadability
107
The maximum power flow for lossy transmission lines is derived using ABCD parameters in phasor form. These parameters create a matrix relationship between the sending-end and receiving-end voltages and currents, allowing the determination of the receiving-end current. This relationship facilitates calculating the complex power delivered to the receiving end, from which real and reactive power components are derived.
107
Electric Field at the Surface of a Conductor
4.6K
Consider a conductor in electrostatic equilibrium. The net electric field inside a conductor vanishes, and extra charges on the conductor reside on its outer surface, regardless of where they originate.
In the 19th century, Michael Faraday conducted the famous ice pail experiment to prove that the charges always reside on the surface of a conductor. The experimental set-up consists of a conducting uncharged container mounted on an insulating stand. The outer surface of the container is...
In the 19th century, Michael Faraday conducted the famous ice pail experiment to prove that the charges always reside on the surface of a conductor. The experimental set-up consists of a conducting uncharged container mounted on an insulating stand. The outer surface of the container is...
4.6K
Transformers with Off-Nominal Turns Ratios
149
In scenarios involving parallel transformers with disparate ratings, developing per-unit models requires accommodating off-nominal turns ratios. This situation arises when the selected base voltages are not proportional to the transformer’s voltage ratings. Consider a transformer where the rated voltages are related by the term a. If the chosen voltage bases satisfy a relationship involving term b, term c is defined as the ratio of these bases. This ratio is then substituted into the...
149


