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Environmental & Climate Analysis2024

Haramain Train Stations

A comprehensive statistical analysis of climatic conditions across Haramain high-speed railway stations in Mecca. The study examined temperature, humidity, wind patterns, and other environmental variables to support operational and safety decisions.

Haramain Train Stations

Project highlights

3
Eras analyzed
12
Climate variables
GIS
Spatial mapping
SPSS
Analysis tool

Methods & Tools

Climatological trend analysisTime-series decompositionMann–Kendall trend testsGeospatial analysis (GIS)Kriging interpolationR (sf, terra)Python (xarray, pandas)QGIS / ArcGIS
The challenge

Characterizing long-term climate and dust-exposure trends along the Haramain corridor required harmonizing multi-decadal records and quantifying spatial patterns with defensible statistical trend tests.

What we did

We assembled and quality-controlled multi-era climate records, tested for monotonic trends, and mapped spatial variation across the full corridor.

01

Harmonized and quality-controlled climate records across 3 eras and 12 variables, screening for inhomogeneities and gaps before analysis.

02

Decomposed the time series and tested for monotonic change with Mann–Kendall and Sen's-slope estimators, accounting for seasonality and autocorrelation.

03

Modeled and interpolated spatial variation with kriging and produced corridor-wide GIS exposure maps in R (sf/terra) and QGIS.

What we delivered

Quality-controlled, analysis-ready multi-era climate dataset.

Trend-analysis report with significance testing and effect sizes.

Geospatial exposure maps with reproducible analysis code.

Methodology & Quality Assurance

Records screened for inhomogeneity and gaps before any trend test.

Trend tests adjusted for seasonality and autocorrelation.

Spatial interpolation cross-validated (leave-one-out) for accuracy.

Reproducible R/QGIS workflow with documented data provenance.

Project gallery
Haramain Train Stations
Haramain Train Stations
Haramain Train Stations

Our work was not medical at all — we were studying the climate around the Haramain train stations: temperature, humidity and wind across different periods. They built the statistical analysis and the GIS maps together, and the results helped us in real operational and safety decisions. Very professional people.

K
Eng. Khaled Al-Rashid
Operations & Environment — Haramain Rail

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