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1.
Online configuration of large-scale systems such as networks requires parameter optimization within a limited amount of time, especially when configuration is needed as a response to recover from a failure in the system. To quickly configure such systems in an online manner, we propose a Probabilistic Trans-Algorithmic Search (PTAS) framework which leverages multiple optimization search algorithms in an iterative manner. PTAS applies a search algorithm to determine how to best distribute available experiment budget among multiple optimization search algorithms. It allocates an experiment budget to each available search algorithm and observes its performance on the system-at-hand. PTAS then probabilistically reallocates the experiment budget for the next round proportional to each algorithm’s performance relative to the rest of the algorithms. This “roulette wheel” approach probabilistically favors the more successful algorithm in the next round. Following each round, the PTAS framework “transfers” the best result(s) among the individual algorithms, making our framework a trans-algorithmic one. PTAS thus aims to systematize how to “search for the best search” and hybridize a set of search algorithms to attain a better search. We use three individual search algorithms, i.e., Recursive Random Search (RRS) (Ye and Kalyanaraman, 2004), Simulated Annealing (SA) (Laarhoven and Aarts, 1987), and Genetic Algorithm (GA) (Goldberg, 1989), and compare PTAS against the performance of RRS, GA, and SA. We show the performance of PTAS on well-known benchmark objective functions including scenarios where the objective function changes in the middle of the optimization process. To illustrate applicability of our framework to automated network management, we apply PTAS on the problem of optimizing link weights of an intra-domain routing protocol on three different topologies obtained from the Rocketfuel dataset. We also apply PTAS on the problem of optimizing aggregate throughput of a wireless ad hoc network by tuning datarates of traffic sources. Our experiments show that PTAS successfully picks the best performing algorithm, RRS or GA, and allocates the time wisely. Further, our results show that PTAS’ performance is not transient and steadily improves as more time is available for search. 相似文献
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《International Journal of Hydrogen Energy》2021,46(73):36515-36527
Numerical investigation on the premixed H2/air combustion in a micro heat-recirculation combustor inserted with/without block is conducted. Effects of block setting, heat-recirculation, and flow rate on combustion characteristics and thermal performance are depicted and analyzed. The results demonstrate that the block enhances the flame stability and preheating effect, which also reduces the heat loss via exhaust gas, while it shortens reactants residence time. The combustor setting with a transverse block gains a better thermal performance than that inserted with a longitudinal block. With the increase of transverse block height, the high-temperature zone is broadened and radiation is improved. However, the block with a height of 10 mm separates the fluid field and weakens the effects of heat recirculation, leading to a lower outer wall temperature. Furthermore, the appropriate block insertion method and height contribute to the significant improvement of heat transfer, radiant efficiency and further optimization of micro power generator. 相似文献
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在传统的三段式继电保护离线整定的定值性能分析过程中,常因定值选择不合理而导致定值计算准确度低。为此,在确定影响分支系数大小的因素的基础上,将分支系数看作为预计算变量,建立故障分析模型,计算三段式继电保护过程后备保护定值;设定三段式继电保护离线整定定值优化约束条件,采用滑膜变结构控制方法设定控制策略,结合惩罚函数的形式将约束条件添加到目标函数中,将定值性能分析问题转化为无约束优化问题,实现基于滑模变结构控制的三段式继电保护离线整定的定值性能分析。实验结果表明,相比于传统方法,该方法的定值准确度更高,定值性能更好。 相似文献
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通过正交实验的方法,以地聚合物稠度、凝结时间、胶砂强度为研究依据,以偏高岭土、矿渣、磷渣、碱激发剂用量为研究对象,每个因素取3个水平,分析4个因素在各自水平上对地聚合物性能的影响。试验结果表明,偏高岭土用量是地聚合物稠度的最主要影响因素;偏高岭土和碱激发剂用量是初凝时间的主要影响因素,磷渣和偏高岭土用量是终凝时间的主要影响因素;偏高岭土用量是3 d 抗压强度的主要影响因素,矿渣用量是28 d 抗压强度的主要影响因素。按30%偏高岭土-40%矿渣-30%磷渣-10%碱激发剂制备的地聚合物具有良好的抗碳化性能,但收缩率较普通硅酸盐水泥高。 相似文献
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以粉煤灰为原料,系统研究了水玻璃模数及掺量、水胶比、温度、外掺剂等参数对粉煤灰基地质聚合物凝结时间的影响。研究结果表明,随着温度升高,地质聚合物凝结时间显著降低; 在10 ℃条件下,地质聚合物凝结时间随着水玻璃掺量增加而增加,随水玻璃模数增加先增加后减小,水胶比对地质聚合物凝结时间影响较小,掺入Ca(OH)2会促进地质聚合物的凝结。在粉煤灰掺量100%、水玻璃模数1.2、水玻璃掺量8%、水胶比0.35、养护温度10 ℃条件下,地质聚合物的初凝及终凝时间分别为65 min和114 min,在养护3 d和28 d后,地质聚合物的强度分别为23 MPa和51.7 MPa。 相似文献
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Ambient light luminance (i.e., brightness or dimness) is a frequently used tool by managers to enhance the overall ambience in their restaurants. The current research explores how a change in a restaurant’s ambient brightness influences the overall taste intensity perception of the food that is being served there. We conducted a between-group experiment in a field setting (i.e., a fine-dining restaurant), where we manipulated the illuminance level of the ambient light (dim vs. bright). Guests were served a dish—tailored to our research question—and asked to evaluate its overall taste intensity. The results demonstrate that guests exposed to the bright ambient light perceived the overall taste of the dish as more intense as opposed to guests exposed to the dim ambient light. The results thus show that modifying the ambient illuminance level in a restaurant does not only affect the overall ambience but also changes the overall taste experience of the food being served. This finding is not only theoretically relevant for research on multisensory integration, but it also provides tools for taste modulation, and—as such—for strategies to decrease salt and sugar consumption among diners. 相似文献
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为调动学生自主学习兴趣,培养其解决工程实际问题的能力和创新能力,我们对化工原理课程(理论课、实验课和课程设计)的授课方式等进行了改进,即在教师的配备、教学内容及时间的设置上,进行了改进,并提出了改进的具体措施,取得了成效。 相似文献
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根据酶工程课程的特点,在某些章节教学中采取了学生自主命题、自我考察的方式。文章主要介绍了这种教学实践的实施方案,对实施结果进行总结,并分析其特点,为进一步改进提供了依据。 相似文献