Thanks for posting your query
Weakness in your legs may be either of neurological cause or arterial cause.
As you mention that dopler, arteriogrphy etc are normal means no arterial cause.
So you might be suffered from spinal stenosis
So you have to visit an orthopaedic surgeon
for clinical &neurological exam and inv as required.