I. Introduction
The MAIN purpose of the optimal power dispatch problems [1]– [3] has so far been confined to minimize the total electricity generation cost of a power system. However, the existing energy production processes [4] are not ecologically clean. Worldwide, coal-fired electric power stations [5] built two decades before generate half of the world's electricity, but emit 80–85% of the NOx generated by utilities. In order to meet environmental regulations enforced in recent years, emission control has become one of the important operational objectives of power systems. Extensive research [5]–[8] has been focused on different methods for reducing the emission levels of fossil fueled power stations. Though all these methods are realistic and cost effective, the due consideration for weather effects for day-to-day operation of the power systems is not yet given.