Here's why:
* Singular nouns ending in "s" generally add an apostrophe after the "s" to form the possessive.
* Plural nouns ending in "s" also add an apostrophe after the "s" to form the possessive.
Therefore, even though "Peters" sounds like a plural noun, it is actually a singular name.