高校化学工程学报
高校化學工程學報
고교화학공정학보
JOURNAL OF CHEMICAL ENGINEERING OF CHINESE UNIVERSITIES
2013年
5期
872-876
,共5页
连续域蚁群%流程工业%有限中间存储%连续域编码%调度
連續域蟻群%流程工業%有限中間存儲%連續域編碼%調度
련속역의군%류정공업%유한중간존저%련속역편마%조도
ant colony algorithm%process industry%limited buffer%continuous domain coding%scheduling
流程工业具有连续性,实时性,复杂性等特点,其生产调度的优化一直是行业内的热点问题。利用蚁群算法进行了深入的研究,提出了适用于流程工业中的连续域蚁群算法方案。该算法采用连续域网格对流程工业问题进行建模,利用缩小范围重新划分的方法提高了算法精度,同时引入最大-最小蚁群算法保证收敛速度,并通过限制解的范围和估算产值的方法引导蚂蚁走向可行,高效的路线。最后通过隔膜烧碱车间的算例验证了该方法在实用性、精度及速度方面有着明显的优势。
流程工業具有連續性,實時性,複雜性等特點,其生產調度的優化一直是行業內的熱點問題。利用蟻群算法進行瞭深入的研究,提齣瞭適用于流程工業中的連續域蟻群算法方案。該算法採用連續域網格對流程工業問題進行建模,利用縮小範圍重新劃分的方法提高瞭算法精度,同時引入最大-最小蟻群算法保證收斂速度,併通過限製解的範圍和估算產值的方法引導螞蟻走嚮可行,高效的路線。最後通過隔膜燒堿車間的算例驗證瞭該方法在實用性、精度及速度方麵有著明顯的優勢。
류정공업구유련속성,실시성,복잡성등특점,기생산조도적우화일직시행업내적열점문제。이용의군산법진행료심입적연구,제출료괄용우류정공업중적련속역의군산법방안。해산법채용련속역망격대류정공업문제진행건모,이용축소범위중신화분적방법제고료산법정도,동시인입최대-최소의군산법보증수렴속도,병통과한제해적범위화고산산치적방법인도마의주향가행,고효적로선。최후통과격막소감차간적산례험증료해방법재실용성、정도급속도방면유착명현적우세。
The process industry covers many industries, it has the characteristics of continuity, timeliness, and complexity, so the process industry optimization is a hot issue in industry. Ant colony algorithm(ACO) is highly accurate, fast and flexible to implement. But due to lack of appropriate coding method and the guidance of heuristic algorithm, ACO has not been applied to the process industry scheduling problem before. In order to take advantage of ACO to solve the problem, this paper proposed a continuous domain ACO map system based on Uniform time Discretization Model (UDM), and the significance of each node can be expressed through the processing capability. Most of the illegal solution could be avoided by real-time monitoring of the storage status and production capacity, and the illegal solution couldn’t be avoided would be punished either. For the difficulties to get the output directly during the calculation, intimidate results are estimated by intimidate products to evaluate the solution. Meanwhile, MAX-MIN ACO and 2-way convergence ACO were introduced to reduce the possibility of appearing local optimum and to accelerate the convergence speed. Finally, in order to examine the practicabilility of ACD, the calculation of the process of diaphragm caustic soda shop with ACO was conducted. It shows that solving the process industry problem by ACO is practical and profitable.