The auto stores (Advance) have a spray glue that should be perfect for that. 3M makes two kinds of spray glue if you want to pay more. They make the 8090 superstrength for hood liners, and then the make a weaker stuff - don't remember the number, sorry. But, the auto parts store stuff should cost about half that.

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1982 300CD Petrol/Black Leather