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1.
To solve the sequencing problem in mixed-model flexible assembly lines (MMFALs) with variable launching intervals, a mathematical model aiming to minimize the cost of utility and idle times is developed. To obtain high-quality sequences, an advanced scatter search (ASS) algorithm is proposed. A heuristic approach, i.e. launching intervals between products algorithm (LIBPA), is incorporated into the ASS algorithm to solve the launching interval problem for each sequence. Numerical experiments with different scales are conducted to compare the performance of ASS with genetic algorithm (GA). In addition, we compare the cost of variable launching intervals approach with fixed launching intervals approach. The results indicate that the ASS is efficient and effective, and considering variable launching intervals in mixed-model assembly lines (MMALs) sequencing problem can improve the performance of the line.  相似文献   

2.
Unit commitment(UC), as a typical optimization problem in electric power system, faces new challenges as energy saving and emission reduction get more and more important in the way to a more environmentally friendly society. To meet these challenges, we propose a UC model considering energy saving and emission reduction. By using real-number coding method, swap-window and hill-climbing operators, we present an improved real-coded genetic algorithm(IRGA) for UC. Compared with other algorithms approach to the proposed UC problem, the IRGA solution shows an improvement in effectiveness and computational time.  相似文献   

3.
An efcient approach for yard crane(YC)scheduling is proposed in this paper.The definition of task group for YC scheduling is proposed.A mixed integer programming(MIP)model is developed.In the model,objective functions are subject to the minimization of the total delay of complete time for all task groups and the minimization of block-to-block movements of YCs.Due to the computational scale of the non-deterministic polynomial(NP)complete problem regarding YC scheduling,a rolling-horizon decision-making strategy is employed to solve this problem,by converting the MIP model into another MIP model in the scheduling of each rolling period.Afterwards,a heuristic algorithm based on modified A*search is developed to solve the converted model and obtain near optimal solution.Finally,the computational experiments are used to examine the performance of the proposed approach for YC scheduling.  相似文献   

4.
By applying the auxiliary variational principle technique, the existence of solutions for a new class of generalized mixed implicit quasi-variational-like inequalities and the convergence criteria of a new iterative algorithm to compute approximate solutions are proved in Hilbert spaces. The obtained result is a improvement over and generalization of the main theorem proposed by Ding.  相似文献   

5.
This paper formulates a new framework to estimate the target position by adopting cuckoo search(CS)positioning algorithm. Addressing the nonlinear optimization problem is a crucial spot in the location system of time difference of arrival(TDOA). With the application of the Levy flight mechanism, the preferential selection mechanism and the elimination mechanism, the proposed approach prevents positioning results from falling into local optimum. These intelligent mechanisms are useful to ensure the population diversity and improve the convergence speed. Simulation results demonstrate that the cuckoo localization algorithm has higher locating precision and better performance than the conventional methods. Compared with particle swarm optimization(PSO) algorithm and Newton iteration algorithm, the proposed method can obtain the Cram′er-Rao lower bound(CRLB) and quickly achieve the global optimal solutions.  相似文献   

6.
This paper introduced an integrated allocation model for distribution centers (DCs). The facility cost,inventory cost, transportation cost and service quality were considered in the model. An improved genetic algorithm (IGA) was proposed to solve the problem. The improvement of IGA is based on the idea of adjusting crossover probability and mutation probability. The IGA is supplied by heuristic rules too. The simulation results show that the IGA is better than the standard GA(SGA) in search efficiency and equality.  相似文献   

7.
Novel Local Search Method for the Traveling Salesman Problem   总被引:1,自引:0,他引:1  
A new local search method for the traveling salesman problem based on an original greedy representation of solution space and neighborhood structure is proposed. First, a partial closed route that only consists of three cities is given; then other cities are added to this route by a greedy procedure successively. Implemented on a personal computer, this algorithm finds optimal solutions for 24 out of 27 standard benchmarks, and outperforms the Full Subpath Ejection Algorithm (F-SEC) proposed by Rego in 1998.  相似文献   

8.
A new local search method with hybrid neighborhood for Job shop scheduling problem is developed. The proposed hybrid neighborhood is not only efficient in local search, but also can help overcome entrapments while search procedure get trapped at local optima and carry the search to areas of the feasible set with better prospect. New strategies used for breaking out of entrapments are presented and they are helpful for the procedure to improve local optima. A performance comparison of the proposed method with some best-performing algorithms on all 10-job, 10-machine benchmark problems and the other two problems generated by Fisher and Thompson ( ie. , FT6 and FT20) is made. The experiment results show the better optimal performance of the proposed algorithm.  相似文献   

9.
This paper considers the parallel machines scheduling problem where jobs are subject to different releas etimes. A constructive heuristic is first proposed to solve the problem in a modest amount of computer time. In general, the quality of the solutions provided by heuristics degrades with the increase of the probiem‘s scale. Combined the global search ability of genetic algorithm, this paper proposed a hybrid heuristic to improve the quality of solutions further. The computational results show that the hybrid heuristic combines the advantages of heuristic and genetic algorithm effectively and can provide very good solutions to some large problems in a reasonable amount of computer time.  相似文献   

10.
To efficiently solve the materialized view selection problem, an optimal genetic algorithm of how to select a set of views to be materialized is proposed so as to achieve both good query performance and low view maintenance cost under a storage space constraint. First, a pre-processing algorithm based on the maximum benefit per unit space is used to generate initial solutions. Then, the initial solutions are improved by the genetic algorithm having the mixture of optimal strategies. Furthermore, the generated infeasible solutions during the evolution process are repaired by loss function. The experimental results show that the proposed algorithm outperforms the heuristic algorithm and canonical genetic algorithm in finding optimal solutions.  相似文献   

11.
终端区飞机排序的混合人工鱼群算法   总被引:3,自引:0,他引:3  
为了保障飞行安全,对终端区着陆飞机进行有效的排序,建立了以航班延误总时间最小为目标函数的规划模型,以人工鱼群算法为基础,融合了遗传算法的选择操作和模拟退火算法的依概率接受的思想,形成混合人工鱼群算法,对着陆飞机排序问题进行了仿真计算,并与先到先服务算法、模拟退火算法以及蚁群算法进行了对比研究。仿真结果表明:与先到先服务相比,使用人工鱼群算法使得单跑道、双跑道延误分别减少了9·3%和48·0%,计算时间小于3s;与蚁群算法和模拟退火算法相比,求解的延误与时间最小,因此,提出的混合算法可行。  相似文献   

12.
Introduction The enlargement of the Internet user commu-nity has generated the need for IP-based applica-tions requiring guaranteed quality of service (QoS)characteristics. For providing per-flow serviceguarantees without a per-flow state in the corerouters, the integration of DiffServ and multi-pro-tocol label switching (MPLS)[1]architecture hasbeen proposed. The MPLS architecture provides adistributed way for resource reservation and QoSpath setup through the use of a Label Distribut…  相似文献   

13.
针对车辆路径问题提出一种新的混合遗传算法。在遗传各个阶段引入不同交叉、变异策略的扩大对解空间搜索,提高遗传算法的寻优能力,避免单一交叉、变异策略的遗传算法"早熟"收敛。在进化后期对个体进行低温退火,提高遗传算法的求解精度。通过对国际标准测试数据的仿真,表明该算法是有效的。  相似文献   

14.
传统的DWRR(defic itwe ighted round rob in)调度算法不能满足变速率实时多媒体业务时延要求.为此,提出了改进的DWRR调度算法(improved DWRR).该算法在DWRR的轮询过程中插入1个新的服务优先等级,从而有效地保证变速率实时多媒体业务的时延要求,并且也可有效地调度非实时业务.仿真结果表明,对变速率多媒体实时业务,改进的DWRR算法的平均队列时延为3.4 m s,比传统DWRR算法的平均队列时延(4.9 m s)降低了30.6%.  相似文献   

15.
震后恢复期的物资配送是一项复杂的系统工程,针对震后恢复期两级救援物资 配送系统中的多品种物资、多运输方式、多周期决策等特征,提出了一个以系统总费用最 小为目标的混合整数线性规划模型,用以解决震后恢复期救援物流系统中的选址-联运 问题.针对该模型的特点,设计了一种结合启发式规则的分周期、分阶段解码的混合遗传 算法. 以“5.12”汶川大地震恢复期救援物资保障过程构建算例,对该模型和算法进行了实 例验证. 结果表明,该算法具有较好的性能,可以有效解决震后恢复期物资配送中的多周 期选址-联运问题.  相似文献   

16.
为了提高SAT (boolean satisfiability) 问题求解效率,在OpenMP (open multi-processing) 编程框架下,将遗传算法与局部搜索算法结合,改进了混合遗传算法中的选择算法,将原有选择操作的时间复杂度降低到O(N)级别. 算法采用OpenMP中的编译制导语句#pragma omp parallel粗粒度并行化驱动混合遗传算法,采用#pragma omp single语句块实现了子种群间个体的同步迁移操作. 与同类算法HCGA (hybrid cloud genetic algorithm)比较分析表明:改进算法HGA (hybrid genetic algorithm)以及并行后的混合遗传算法CGPHGA (coarse-grained parallel hybrid genetic algorithm)在求解成功率和求解效率上都有显著提高,部分问题求解成功率提高达5倍.   相似文献   

17.
研究遗传算法求解非传统的交货期Job-shop调度问题,其染色体编码采用基于工序的编码。为了减少搜索空间,利用插入式贪婪解码机制将染色体解码至主动调度。为了克服传统遗传算法易于早熟收敛的缺点,运用一种优先交叉操作POX(precedence operation crossover)和设计了一种子代产生模式的遗传算法。将提出的遗传算法求解交货期调度问题,试验结果验证提出算法的有效性。  相似文献   

18.
为降低干扰事件对班轮运输服务的不良影响,本文研究了班轮运输中的船期干扰恢复问题.涉及4种船期恢复策略:调整航速、缩短在港时间、交换港口挂靠顺序和取消港口挂靠.当采取"取消港口挂靠"策略时,考虑集装箱流恢复问题,建立了船期恢复问题的混合整数非线性规划数学模型,并采用LINGO软件和遗传算法分别对模型进行求解.利用来自中远集装箱公司的实际案例,对模型和求解方法进行了验证,结果表明,所提模型和求解方法是正确有效的,能够为班轮公司提供科学的干扰管理决策支持.  相似文献   

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