Data · dataset · 2026
Multi-source Meteorological Dataset for Icing Forecasting of Partial 220kV Transmission Lines in Zhejiang Province
Listed in ScienceDB
This dataset is a multi-source meteorological dataset for icing forecasting of selected 220kV transmission lines in Zhejiang Province.
Description
The data is collected and generated based on the transmission line online monitoring system deployed by State Grid Zhejiang Electric Power Co., Ltd. The core acquisition equipment includes ice coating monitoring terminals, tension sensors, tilt sensors and weather stations installed on the target towers.
All equipment has been installed, debugged and calibrated in accordance with power industry standards, with a unified sampling frequency set to once every 10 minutes, realizing synchronous acquisition of line mechanical parameters and near-ground meteorological elements. The collected raw data is processed through a standardized workflow to generate the final dataset. The processing steps are as follows: First, the raw data from different lines and equipment are aligned on the time axis and uniformly converted to the UTC+8 standard time format to achieve temporal matching between meteorological data and line mechanical data.
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Second, data cleaning is carried out: abnormal extreme values caused by sensor failures are eliminated using the 3σ principle, short-term missing data due to communication interruptions are filled using linear interpolation, and temperature drift correction is performed on tension and tilt data based on tower design parameters. Finally, based on the wire mechanical equilibrium model, the wire tension and tilt data are converted into equivalent ice coating thickness, and key icing forecasting features such as icing growth rate and icing duration are derived to form structured time-series data.The overall data missing rate is less than 3%.
Missing data is mainly concentrated in the extreme rain and snow periods of remote mountainous lines, and has been filled using linear interpolation. The filled data can be normally used for time-series analysis and modeling. Data errors mainly come from two aspects: First, the inherent measurement errors of micro weather stations, tension sensors and tilt sensors, among which the temperature error is ±0.5℃, the wind speed error is ±0.3m/s, and the tension error is ±1%.
Second, the systematic errors caused by the simplification of the mechanical model in the calculation of equivalent ice coating thickness and the deviation of sensor installation positions. The overall calculation error of ice coating thickness does not exceed ±10%, which can meet the needs of engineering applications and academic research.All data files are in the universal CSV format and can be directly opened and processed using mainstream software such as Microsoft Excel, WPS Office, Python, and MATLAB, without the need to install additional niche tools.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.nyjs.00009 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Ocean & Atmospheric Science · Social Science
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.nyjs.00009 | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |