To remove the advanced search globally from the property pages navigate to Theme options > Search > Advanced Search Display and set NO to Show Advanced Search in Property Page option.
To remove the advanced search from blog posts use the below custom CSS:
.single-post #search_wrapper,
.single-post #adv-search-header-mobile{
display: none!important;
}