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I'm looking for any link/documentation where the centre wavelengths of Landsat surface reflectance product are stated/written (i.e. the value for each centre band). Specifically, I wanted to be sure the band names are same as Landsat 8. All I've seen so far is the band 1, band 2, band 3..... naming convention without the exact value.

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This USGS page contains the wavelength range per band per sensor: https://landsat.usgs.gov/what-are-band-designations-landsat-satellites

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As, @jbdcode says, you can find wavelenghts in What are the band designations for the Landsat satellites?

Also, check LANDSAT 8 SURFACE REFLECTANCE CODE (LASRC) PRODUCT (available for Landsat 5 and 7 too). This product guide describes almost all the info that you need (range, valid range, fill value, scale factor, quality band, etc).

Finally, check .xml for each scene to be sure:

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