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蜉蝣算法(Mayfly Algorithm,MA)作为一种新型群智能优化算法,具有较好的寻优性能.但在高维非线性复杂问题上,蜉蝣算法依然容易出现早熟收敛现象.本文提出一种基于倒位变异的蜉蝣算法(Inversion Variation Mayfly Algorithm,IVMA),改变原算法在变异上的操作,随机选择个体的随机维度向全局最优个体的随机维度靠近,同时利用精英策略保留进化成果.利用倒位操作,将最优个体某一维度段内位置发生倒转,提高了算法跳出局部最优的能力.通过对10个测试函数的结果分析,表明本文所提出的算法具有较好的收敛精度,收敛性能得到了提高. 相似文献
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随着物联网技术的飞速发展,射频识别(Radio Frequency Identification,RFID)系统因具有非接触、快速识别等优点而成为了解决物联网问题的首选方案。RFID网络规划问题要考虑多个目标,被证明是多目标优化的问题。群体智能(Swarm Intelligence,SI)算法在解决多目标优化问题方面得到了广泛的关注。文中提出了一种改进型灰狼算法(Improved Grey Wolf Optimizer,IGWO),利用高斯变异算子和惯性常量策略来实现RFID网络规划。通过建立优化模型,在满足标签100%覆盖率、部署更少的阅读器、避免信号干扰、消耗更少的功率4个目标的基础上,将所提算法与粒子群算法(Particle Swarm Optimization,PSO)、遗传算法(Genetic Algorithm,GA)、帝王蝶算法(Monarch Butterfly Algorithm,MMBO)进行了对比分析。实验结果表明,灰狼算法在RFID网络规划时表现更优异,在相同的实验环境下,相较于其他算法,IGWO的适应度值比GA提高了20.2%,比PSO提高了13.5%,比MMBO提高了9.66%;并且覆盖的标签数更多,可以更有效地求出最优化方案。 相似文献
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Margarita A. Sazonova Vasily V. Sinyov Anastasia I. Ryzhkova Marina D. Sazonova Tatiana V. Kirichenko Victoria A. Khotina Zukhra B. Khasanova Natalya A. Doroschuk Vasily P. Karagodin Alexander N. Orekhov Igor A. Sobenin 《International journal of molecular sciences》2021,22(2)
Chronic stress is a combination of nonspecific adaptive reactions of the body to the influence of various adverse stress factors which disrupt its homeostasis, and it is also a corresponding state of the organism’s nervous system (or the body in general). We hypothesized that chronic stress may be one of the causes occurence of several molecular and cellular types of stress. We analyzed literary sources and considered most of these types of stress in our review article. We examined genes and mutations of nuclear and mitochondrial genomes and also molecular variants which lead to various types of stress. The end result of chronic stress can be metabolic disturbance in humans and animals, leading to accumulation of reactive oxygen species (ROS), oxidative stress, energy deficiency in cells (due to a decrease in ATP synthesis) and mitochondrial dysfunction. These changes can last for the lifetime and lead to severe pathologies, including neurodegenerative diseases and atherosclerosis. The analysis of literature allowed us to conclude that under the influence of chronic stress, metabolism in the human body can be disrupted, mutations of the mitochondrial and nuclear genome and dysfunction of cells and their compartments can occur. As a result of these processes, oxidative, genotoxic, and cellular stress can occur. Therefore, chronic stress can be one of the causes forthe occurrence and development of neurodegenerative diseases and atherosclerosis. In particular, chronic stress can play a large role in the occurrence and development of oxidative, genotoxic, and cellular types of stress. 相似文献
5.
针对麻雀搜索算法存在的迭代过程中种群多样性减少且容易陷入局部最优以及收敛速度慢等问题,提出混合策略改进的麻雀搜索算法(MSSSA)。利用Circle映射初始化麻雀个体位置,增加初始种群的多样性。结合蝴蝶优化算法(BOA)中蝴蝶飞行方式,改进发现者的位置更新策略,增强算法全局探索能力。采用逐维变异方法对个体位置进行扰动,提升算法跳出局部最优的能力。在仿真实验中与4种基本算法和5种改进算法基于10个基准测试函数进行比较并进行Wilcoxon秩和检验,结果表明所提算法具有更好的收敛性和求解精度,全局寻优能力得到大幅提升。 相似文献
6.
高效率地使用工程车辆是工程项目管理中节约成本的有效方法,无人监管环境下工程车辆的工况识别,是实现工程车辆高效率使用的有效手段。目前以GPS等技术为核心的车辆智能管理系统未对工程车辆进行工况识别,提出一种基于GRU循环神经网络的工程车辆工况识别方法,通过对工程车辆在不同工况下产生的音频信号进行分析,从中提取Mel倒谱系数作为主要特征,构建GRU循环神经网络模型进行训练和识别。实验结果表明,该方法可以实现对工程车辆工况的有效识别。 相似文献
7.
Efficient electricity price forecasting plays a significant role in our society. In this paper, a novel influencer-defaulter mutation (IDM) mutation operator has been proposed. The IDM operator has been combined with six well-known optimization algorithms to create mutated optimization algorithms whose performance has been tested on twenty-four standard benchmark functions. Further, the artificial neural network is integrated with mutated optimization algorithms to solve the electricity price prediction problem. The policymakers can identify appropriate variables based on the predicted prices to help future market planning. The statistical results prove the efficacy of the IDM operator on the recent optimization algorithms. 相似文献
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为探究不同热杀菌条件对酱卤鸭脖品质的影响,采用氨基酸分析仪、高效液相色谱仪、电子鼻和电子舌等分析3 种热杀菌条件(90 ℃、15 min,90 ℃、30 min和121 ℃、15 min)和未杀菌酱卤鸭脖的品质指标变化。结果表明:随热杀菌温度或时间的增加,酱卤鸭脖中蛋白质、脂肪、硫胺素和氯化钠含量均减少,而高温杀菌(121 ℃、15 min)组含量显著减少(P<0.05);感官评价结果显示,高温杀菌减少鸭脖的肉香味并产生异味,鲜味和咸味评分显著降低(P<0.05);电子鼻对未杀菌组和90 ℃、15 min组区分能力较弱,对其余处理组均能有效区分;电子舌结合呈味核苷酸和氨基酸分析可知,热杀菌条件对鸭脖的鲜味和咸味影响显著(P<0.05),而引起鲜味改变的主要滋味物质是谷氨酸、5’-鸟苷酸和5’-肌苷酸。低温长时杀菌对酱卤鸭脖品质有积极作用,而高温热杀菌对鸭脖品质易产生不良影响。 相似文献
10.
《Journal of dairy science》2022,105(5):4547-4564
The objective of this study was to characterize the association between body condition score (BCS) and BCS change (ΔBCS), determined by an automated camera system at multiple time points, and the subsequent pregnancy per first artificial insemination (P/AI1) of Holstein cows. A retrospective observational study was completed using data collected from 11,393 lactations in 7,928 Holstein cows calving between April 2019 and March 2021 in a commercial dairy operation located in Colorado. Cows were classified as primiparous or multiparous. Scores generated by BCS cameras at dry-off, calving, 21 days in milk (DIM), 56 DIM, and first artificial insemination were selected for the analyses and subsequently categorized as low (≤lower quartile), moderate (interquartile range), and high (≥upper quartile). Changes in BCS were calculated by periods of interest as change from dry-off to calving (multiparous cows); change from calving to 21 DIM; change from calving to 56 DIM; and change from calving to first artificial insemination and assigned into categories as large loss of BCS (top 25% of cows losing BCS); moderate loss (bottom 75% of cows losing BCS); no change (ΔBCS = 0); or gain of BCS (ΔBCS > 0). Data were examined in primiparous and multiparous cows separately using logistic regression and time-to-event analyses. Initial univariable models were followed by multivariable models that considered calving season, occurrence of disease, and milk yield up to 60 DIM as covariables. The logistic regression analyses indicated that in both parity groups the associations between BCS category and P/AI1 were more evident at 21 DIM, 56 DIM, and first artificial insemination, with lower odds of P/AI1 in cows in the low BCS category. Likewise, cows with large loss in BCS between calving and 21 DIM, calving and 56 DIM, and calving and first artificial insemination had lower odds of P/AI1 compared with other categories of ΔBCS within the same period of interest. Similarly, survival analyses evidenced that cows in the low BCS category required more time to get pregnant. In agreement, differences in the dynamics of the average daily BCS during the first 90 DIM were evident when cows were grouped by first AI outcome (pregnant vs. nonpregnant) and by their time to pregnancy category (<90 DIM; 91–150 DIM; or >150 DIM), with cows with reduced fertility showing lower BCS up to 90 DIM. Overall, low BCS and more pronounced reductions in BCS occurring closer to first artificial insemination resulted in lower odds of pregnancy per artificial insemination. 相似文献