I doubt even the police could book you for that on public roads, more likely obstruction, I would definitely argue the case that you weren’t parking so a parking notice wouldn’t be valid, you were looking for signs to see if you could park, besides iirc it isn’t a parking fine, it is an invoice for any losses they may have incurred.