We cannot “stop the oil peak” but we can prepare.
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Of course not, but...
... you don’t say “Minimalise the impact of peak oil in the near future by switching to alternative energy sources”...
It lacks sex appeal.
“Stop peak oil” implies there’s an issue large enough for people to want to hit it over the head, with a stick, until it whimpers and goes away.