Vishwamitra Research Institute: Center for Uncertain Systems Tools for Optimization and Management, Clarendon Hills, Illinois 60514, USA.
Environ Sci Technol. 2011 May 15;45(10):4645-51. doi: 10.1021/es1043062. Epub 2011 Apr 25.
Coal-fired power plants are large water consumers. Water consumption in thermoelectric generation is strongly associated with evaporation losses and makeup streams on cooling and contaminant removal systems. Thus, minimization of water consumption requires optimal operating conditions and parameters, while fulfilling the environmental constraints. Several uncertainties affect the operation of the plants, and this work studies those associated with weather. Air conditions (temperature and humidity) were included as uncertain factors for pulverized coal (PC) power plants. Optimization under uncertainty for these large-scale complex processes with black-box models cannot be solved with conventional stochastic programming algorithms because of the large computational expense. Employment of the novel better optimization of nonlinear uncertain systems (BONUS) algorithm, dramatically decreased the computational requirements of the stochastic optimization. Operating conditions including reactor temperatures and pressures; reactant ratios and conditions; and steam flow rates and conditions were calculated to obtain the minimum water consumption under the above-mentioned uncertainties. Reductions of up to 6.3% in water consumption were obtained for the fall season when process variables were set to optimal values. Additionally, the proposed methodology allowed the analysis of other performance parameters like gas emissions and cycle efficiency which were also improved.
燃煤电厂是耗水大户。火力发电的用水量与蒸发损失和冷却及污染物去除系统的补充水流密切相关。因此,要最大限度地减少用水量,就需要优化运行条件和参数,同时满足环境约束。有几个不确定性因素会影响工厂的运行,本工作研究了与天气有关的不确定性因素。空气条件(温度和湿度)被纳入煤粉(PC)电厂的不确定因素。对于这些具有黑盒模型的大规模复杂过程,由于计算费用很高,常规随机规划算法无法解决不确定性下的优化问题。新颖的非线性不确定系统的更好优化(BONUS)算法的应用,大大降低了随机优化的计算要求。计算了包括反应堆温度和压力、反应物比例和条件以及蒸汽流量和条件在内的操作条件,以在上述不确定性下获得最小的用水量。当过程变量设置为最佳值时,秋季用水量可减少 6.3%。此外,所提出的方法还允许分析其他性能参数,如气体排放和循环效率,这些参数也得到了提高。