The Jog On initiative is aiming to put an end to predatory behaviour.
The tactics have been trialled in Reigate and Banstead and are now being rolled out at different jogging hotspots across the county.
The female officers have volunteered to take part, and are not running in their uniforms, so are not readily identifiable.
If they are subject to harassment, there are support crews on hand nearby to deal with the perpetrators.
A recent survey by Surrey County Council revealed that of 450 female residents surveyed, 49% never reported this type of harassment.
Reigate and Banstead Borough Commander, Inspector Jon Vale, said: “This type of harassment isn’t just being experienced by communities in Reigate and Banstead, but communities across the whole of Surrey, and it’s unacceptable.
“We have female officers and staff members who have been the subject to such behaviour when off duty. The message I would like to impart to perpetrators is this; your actions will not be tolerated. Please reflect and ask yourself ‘is this how you would treat or want your partner, mother, siter to be treated’?
“The next time you see a female jogger, just think, they could be a police officer with colleagues nearby ready to stop you. Your behaviour is not welcome in Surrey.”