Yes it is possible what is already known since October 2009.
Excerpt:
The steel pipelines installed in the German gas network are suitable for transporting hydrogen. They do not show any differences in terms of basic suitability for the transport of hydrogen compared to natural gas. Both operational aging and the required fracture toughness meet the expectations for decades of safe availability.
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