Differences between cost control and cost reduction?

Cost Control - Taking Steps to ensure that the cost expenditure in the project is in line with what was planned during the planning phase. If the expenditure looks like exceeding the planned value, then steps are taken to reduce the cost to bring it back in line with the plan

Cost Reduction - Taking steps to reduce the amount of money spent on any activity or project