memoir without chapters

You could use the article option to simulate an article class. You don't need to call\chapter, though it's still possible, having a \section-like effect: similar heading, no page break. If this option has been set, numbering of figures, tables etc. is continuous.

Example:

\documentclass[11pt,article,oneside]{memoir}