This paper addresses the challenge of optimally sizing and planning stand-alone microgrids in remote areas. focusing on generating sources using a novel algorithm based on the Lagrange multiplier optimization technique. The study centers on the Gulf of Aqaba. Egypt. https://www.roneverhart.com/Chromatic-Ire-West-Non-Ladder/