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Determining temperature load values for slab ballastless tracks in cold-temperate climates is essential for assessing track performance. Using historical meteorological data from the Shenyang-Baicheng high-speed railway and heat transfer principles, a thermal model for the CRTS III slab ballastless track was developed to analyse temperature field distribution under extreme conditions. A predictive formula for maximum positive and negative temperature gradients was derived and validated through numerical simulation and scaled model tests. Results indicate that in north-eastern China’s cold-temperate zone, the CRTS III track’s temperature gradient ranges from −43.5°C/m to 104.5°C/m. The maximum positive gradient occurs under large temperature differences, while the maximum negative gradient appears in low-temperature conditions. Solar radiation, wind speed, and daily temperature variation were used to fit the gradients by way of multiple linear regression. The maximum positive gradient is directly proportional to temperature difference and solar radiation but inversely proportional to wind speed. Conversely, the maximum negative gradient is directly proportional to temperature difference but inversely proportional to wind speed and solar radiation. These findings provide guidance for evaluating temperature effects on track structures and offer a reference for ballastless track temperature gradients in different regions.

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