基于BIM和DynGCN的电力工程成本预测方法研究
1Shandong Electric Power Engineering Consulting Institute Corp., Ltd., Jinan, China.
PloS one
|May 9, 2025
概括
本研究介绍了建筑信息建模 (BIM) 和动态图卷积网络 (DynGCN),以改善电力工程成本管理. 综合方法提高了动态大数据环境的成本预测准确度,达到96%.
科学领域:
- 工程管理工程管理工程管理
- 人工智能的人工智能
- 数据科学数据科学数据科学
背景情况:
- 传统的电力工程成本管理在大数据环境中面临着精度和活力的挑战.
- 现有的方法难以在整个项目生命周期内提供实时监控和动态成本控制.
研究的目的:
- 通过使用BIM和DynGCN,提出一种用于精确和动态的电力工程成本管理的新方法.
- 提高单个工程阶段的成本预测的准确性,并优化整体项目施工方案.
主要方法:
- 利用建筑信息建模 (BIM) 进行全面的整个生命周期成本管理.
- 应用基于时空建模的动态图卷积神经网络 (DynGCN) 来准确预测成本.
- 将BIM数据与DynGCN集成,用于动态成本控制和方案优化.
主要成果:
- 在整个项目生命周期中,BIM技术显著提高了实时成本监测和调整能力.
- 对于工程成本,DynGCN方法实现了96%的高预测准确度,与实际值紧密结合.
- 综合方法通过为每个工程环节提供准确的成本预测来优化建筑方案.
结论:
- 整合BIM和DynGCN为解决传统电力工程成本管理的局限性提供了一个强大的解决方案.
- 这种方法提高了成本控制精度和大数据环境中的动态适应性.
- 该研究表明,先进的人工智能和数据管理技术在优化大规模工程项目的有效性.
相关概念视频
The Power Flow Problem and Solution
140
Power flow problem analysis is fundamental for determining real and reactive power flows in network components, such as transmission lines, transformers, and loads. The power system's single-line diagram provides data on the bus, transmission line, and transformer. Each bus k in the system is characterized by four key variables: voltage magnitude Vk, phase angle δk, real power Pk, and reactive power Qk. Two of these four variables are inputs, while the...
140
Multimachine Stability
103
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
103
Fast Decoupled and DC Powerflow
134
The fast decoupled power flow method addresses contingencies in power system operations, such as generator outages or transmission line failures. This method provides quick power flow solutions, essential for real-time system adjustments. Fast decoupled power flow algorithms simplify the Jacobian matrix by neglecting certain elements, leading to two sets of decoupled equations:
134
Control of Power Flow
242
There are several methods to control power flow in power systems:
242
Bus Impedance Matrix
86
Calculating subtransient fault currents for three-phase faults in an N-bus power system involves using the positive-sequence network. When a three-phase short circuit occurs at a specific bus, the analysis uses the superposition method to evaluate two separate circuits.
In the first circuit, all machine voltage sources are short-circuited, leaving only the prefault voltage source at the fault location. The positive-sequence bus impedance matrix can be determined by solving the nodal equations,...
In the first circuit, all machine voltage sources are short-circuited, leaving only the prefault voltage source at the fault location. The positive-sequence bus impedance matrix can be determined by solving the nodal equations,...
86
Load-frequency control
94
Load-frequency control (LFC) is vital for maintaining power system stability, ensuring that frequency and power flows remain within acceptable limits during load changes. Turbine-governor control eliminates rotor accelerations and decelerations following load changes. However, a steady-state frequency error persists when the change in the turbine-governor reference setting is zero. In an interconnected power system, each area agrees to export or import a scheduled amount of power through...
94


