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基于长短期记忆神经网络的电力用电量预测
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作者 陈伟伟 荆世博 +2 位作者 边家瑜 易庚 安琪 《机械与电子》 2024年第5期18-23,共6页
为解决现有用电量预测精确度较低等问题,提出了基于长短期记忆神经网络的电力用电量预测方法。分析了电力负荷分类以及典型负荷曲线,说明了支持向量回归以及长短期记忆神经网络的基本原理,提出了基于支持向量回归和长短期记忆神经网络... 为解决现有用电量预测精确度较低等问题,提出了基于长短期记忆神经网络的电力用电量预测方法。分析了电力负荷分类以及典型负荷曲线,说明了支持向量回归以及长短期记忆神经网络的基本原理,提出了基于支持向量回归和长短期记忆神经网络结合的预测方法,说明了预测流程,给出了预测结果统计评价标准。根据所提出的方法进行了案例分析,论证了所提方法的有效性。 展开更多
关键词 负荷特征 用电量预测 长短期记忆神经网络 支持向量回归
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基于迁移学习算法的电力数据挖掘模型 被引量:2
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作者 易庚 何琳 +1 位作者 刘锦明 赵学花 《沈阳工业大学学报》 CAS 北大核心 2023年第5期510-515,共6页
为了提高智能电网的电力数据挖掘精确度,基于迁移学习算法提出了一种具有故障检测、诊断等多种功能的电力数据挖掘模型.利用栈式稀疏自编码器和循环神经网络,提出了基于PCA与SVM的智能电网线路故障检测模型;基于长短期记忆网络等循环神... 为了提高智能电网的电力数据挖掘精确度,基于迁移学习算法提出了一种具有故障检测、诊断等多种功能的电力数据挖掘模型.利用栈式稀疏自编码器和循环神经网络,提出了基于PCA与SVM的智能电网线路故障检测模型;基于长短期记忆网络等循环神经网络理论,建立具有较高精确度的故障诊断模型.在此基础上,通过引入最大均值差异算法,提出基于迁移学习的数据挖掘模型.仿真结果表明,与传统模型相比,在不同的最大均值差异值和采样间隔时,所提出的模型具有更高的数据挖掘精确度. 展开更多
关键词 智能电网 深度学习 迁移学习 故障检测 故障诊断 神经网络 自编码器 最大均值差异
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Semantic segmentation of pyramidal neuron skeletons using geometric deep learning 被引量:1
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作者 Lanlan Li Jing Qi +1 位作者 yi geng Jingpeng Wu 《Journal of Innovative Optical Health Sciences》 SCIE EI CSCD 2023年第6期69-76,共8页
Neurons can be abstractly represented as skeletons due to the filament nature of neurites.With the rapid development of imaging and image analysis techniques,an increasing amount of neuron skeleton data is being produ... Neurons can be abstractly represented as skeletons due to the filament nature of neurites.With the rapid development of imaging and image analysis techniques,an increasing amount of neuron skeleton data is being produced.In some scienti fic studies,it is necessary to dissect the axons and dendrites,which is typically done manually and is both tedious and time-consuming.To automate this process,we have developed a method that relies solely on neuronal skeletons using Geometric Deep Learning(GDL).We demonstrate the effectiveness of this method using pyramidal neurons in mammalian brains,and the results are promising for its application in neuroscience studies. 展开更多
关键词 Pyramidal neuron geometric deep learning neuron skeleton semantic segmentation point cloud.
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择期结肠癌术前机械性肠道准备的研究 被引量:1
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作者 耿燚 杨振淮 李关宁 《心电图杂志(电子版)》 2017年第2期159-162,共4页
目的评估择期结肠癌手术前无机械性肠道准备的安全性和有益性。方法对照组采用回顾性研究,回顾2010年1月-2014年12月间我科结肠癌手术患者42例,常规行机械性肠道准备(MBP);研究组采用前瞻性研究,选取2015年1月-2016年12月间42例患者不... 目的评估择期结肠癌手术前无机械性肠道准备的安全性和有益性。方法对照组采用回顾性研究,回顾2010年1月-2014年12月间我科结肠癌手术患者42例,常规行机械性肠道准备(MBP);研究组采用前瞻性研究,选取2015年1月-2016年12月间42例患者不行机械性肠道准备(NMBP),术后比较两组患者感染指标:切口感染、腹腔脓肿、吻合口漏发生率;肠功能恢复指标:首次肛门排气时间、开始半流饮食时间及术后第一次大便中益生菌双岐杆菌和乳酸杆菌的数量。结果两组切口感染率和吻合口瘘的发生率相比无显著差异(P>0.05);术后腹腔脓肿发生率相比有显著差异(P<0.05),MBP组大于NMBP组。术后首次肛门排气时间和开始半流饮食时间比较,两组均有显著差异(P<0.05),MBP组大于NMBP组。术后比较肠道益生菌双歧杆菌和乳酸杆菌,两组均有显著差异(P<0.05),MBP组小于NMBP组。结论 NMBP不会升高切口感染率和吻合口瘘的发生率,但可以降低腹腔脓肿的发生率。NMBP可以使患者术后更早排气排便,更早进食。NMBP术后对肠道菌群影响小恢复快,利于肠功能恢复。所以,择期结肠癌术前无机械性肠道准备是安全有益的。 展开更多
关键词 结肠癌 机械性肠道准备 感染 肠功能
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基于改进鸡群算法的微电网协同优化运行研究 被引量:18
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作者 李静雅 易庚 +1 位作者 胡汉梅 黄景光 《高压电器》 CAS CSCD 北大核心 2019年第7期203-210,共8页
文中考虑了含风、光、微型燃气轮机、火电机组、蓄电池、燃料电池的典型微电网系统协同优化运行问题。综合考虑出力源的发电成本、燃料成本、环境治理成本、购电成本和售电收益后,建立了典型微电网系统并网和孤网两种运行方式下的优化函... 文中考虑了含风、光、微型燃气轮机、火电机组、蓄电池、燃料电池的典型微电网系统协同优化运行问题。综合考虑出力源的发电成本、燃料成本、环境治理成本、购电成本和售电收益后,建立了典型微电网系统并网和孤网两种运行方式下的优化函数,采用粒子群算法和改进鸡群算法对其优化函数进行求解,得出优化周期内各电源出力情况,并对仿真分析比较,得出具有普适性的控制策略,并验证改进鸡群算法的优点。 展开更多
关键词 微网 经济运行 优化 改进鸡群算法
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Development and Evaluation of a Loop-mediated Isothermal Amplification(LAMP) Assay for Rapid Detection of Chinese Giant Salamander Ranavirus 被引量:3
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作者 yi geng Xingxing LIU +5 位作者 Yan ZHOU Kaiyu WANG Xi PENG Zhijun ZHONG Xiaoli HUANG Defang CHEN 《Asian Herpetological Research》 SCIE CSCD 2015年第1期59-65,共7页
Loop-mediated isothermal ampliifcation (LAMP) is a novel nucleic acid diagnostic method that can amplify rapidly a target template under isothermal conditions. In this study, a LAMP assay for rapid detection of Chin... Loop-mediated isothermal ampliifcation (LAMP) is a novel nucleic acid diagnostic method that can amplify rapidly a target template under isothermal conditions. In this study, a LAMP assay for rapid detection of Chinese giant salamander ranavirus(CGSRV) was developed from culture isolates and clinical samples. The LAMP assay was developed by designing one set of four speciifc primers, targeting the major capsid protein (MCP) gene of CGSRV. Reaction time and temperature were optimal for 40 min at 62°C. The developed LAMP assay is speciifc and highly sensitive for CGSRV detection, the detection limit could reach about 5 copies of cloned viral genomic fragments. The sensitivity of the LAMP assay was about 1000 and 10-fold higher than that of both conventional and nested PCR, respectively. The LAMP ampliifcation produces a typical ladder-like pattern of products on an agarose gel that can be visually inspected after addition of ethidium bromide. The LAMP assay was evaluated further with clinical samples, and the results indicated the suitability and simplicity of the test as a rapid diagnostic tool for the detection of CGSRV. 展开更多
关键词 CGSRV Loop-mediated isothermal ampliifcation (LAMP) RANAVIRUS Chinese giant salamander
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Pathological Changes in Andrias davidianus Infected with Chinese Giant Salamander Ranavirus 被引量:2
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作者 yi geng Matthew James GRAY +6 位作者 Kaiyu WANG Defang CHEN Ping OUYANG Xiaoli HUANG Changliang HE Zhijun ZHONG Zexiao YANG 《Asian Herpetological Research》 SCIE CSCD 2016年第4期258-264,共7页
Chinese giant salamander ranavirus (CGSRV) is an emerging pathogen in captive populations of the Chinese giant salamander (Andrias davidianus). We processed 140 morbid Chinese giant salamanders from seven captive ... Chinese giant salamander ranavirus (CGSRV) is an emerging pathogen in captive populations of the Chinese giant salamander (Andrias davidianus). We processed 140 morbid Chinese giant salamanders from seven captive breeding populations over five years, and describe the disease associated with CGSRV infection. The most common gross signs were significant swelling of the legs and coelomic cavity, erythema of the legs and ventrum in juveniles; cutaneous erosions and ulcerations in adults, particularly the limbs and the head; and marked petechial or ecchymotic hemorrhages of the internal organs, particularly the liver, spleen and kidney. Histological examination showed degeneration, necrosis, and inflammation in many organs, particularly in the organs where hemorrhage was observed. There was evidence of eosinophilic inclusion bodies in degenerated and necrotic cells. We identified virus particles and empty capsids without viral nucleoid in the inclusion bodies using electron microscopy. Virus particles were hexagonal or round shape, and appeared in paracrystalline arrays, aggregates, or singly. All enveloped viral particles were 140-160 nm. Polymerase chain reaction followed by sequencing verified that the virus particles were CGSRV. These results collectively support that CGSRV was the etiologic agent responsible for these mass die-offs of the Chinese giant salamander. The pathology described herein will be useful in diagnosing cases of ranaviral disease caused by CGSRV, and provide evidence that this pathogen is a significant threat to the Chinese giant salamander. 展开更多
关键词 PATHOLOGY CGSRV Andrias davidianus RANAVIRUS China
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一种配电线路漏电流精确计算方法 被引量:2
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作者 周连凯 张颖 +3 位作者 伏睿 易庚 崔翔 李彦彦 《工业仪表与自动化装置》 2022年第2期112-115,共4页
漏电流的准确计算对于保证人身和设备安全是非常重要的。由于非线性电力电子器件的广泛应用,配电线路的漏电流为交直流混合复杂信号,目前的计算方法难以精确计算。为此,提出了一种结合全相位傅里叶变换的方均根值算法。以漏电流仿真值... 漏电流的准确计算对于保证人身和设备安全是非常重要的。由于非线性电力电子器件的广泛应用,配电线路的漏电流为交直流混合复杂信号,目前的计算方法难以精确计算。为此,提出了一种结合全相位傅里叶变换的方均根值算法。以漏电流仿真值作为基准值,根据采样数据的方均根值、基准值以及全相位傅里叶变换的计算值来计算配电线路的漏电流,高效准确。算例证明了算法的准确性与有效性,为配电网漏电流的准确计算提供了一种新方法。 展开更多
关键词 漏电流 配电线路 方均根值法 全相位傅里叶变换
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新疆农村电网三级剩余电流动作保护器配置的可行性
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作者 周连凯 张颖 +3 位作者 崔翔 易庚 徐其丹 周会宾 《农村电气化》 2021年第12期14-16,共3页
在新疆农村低压台区,剩余电流动作保护器频繁跳闸的现象时有发生,严重影响了新疆农村供用电的可靠性。文章分析了新疆农村低压台区剩余电流动作保护器配置的现状及其误动的原因,提出了配置三级剩余电流动作保护器的解决方案,并从保护器... 在新疆农村低压台区,剩余电流动作保护器频繁跳闸的现象时有发生,严重影响了新疆农村供用电的可靠性。文章分析了新疆农村低压台区剩余电流动作保护器配置的现状及其误动的原因,提出了配置三级剩余电流动作保护器的解决方案,并从保护器的安装位置、动作电流整定、动作时间设置等方面给出了三级剩余电流动作保护器级间的配合原则,以期解决新疆农村低压台区漏电保护器配置不合理导致的误跳、越级跳闸等问题,以提高新疆农村电网的供电可靠性。 展开更多
关键词 新疆农村电网 供电可靠性 三级剩余电流动作保护 分级配合
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Annulare With Tuberculosis and Cutis Laxa: A Rare Case Report
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作者 yi-Fei Wang yi geng Xiu-Lian Xu 《International Journal of Dermatology and Venereology》 CSCD 2023年第3期172-174,共3页
Introduction:Granuloma annulare(GA)is a benign,noninfectious granulomatous disorder of unknown etiology,characterized by an annular arrangement of erythematous small nodules and plaques,classically localized on dorsal... Introduction:Granuloma annulare(GA)is a benign,noninfectious granulomatous disorder of unknown etiology,characterized by an annular arrangement of erythematous small nodules and plaques,classically localized on dorsal surfaces of the hands and feet.GA shows palisading granulomas with a central zone of necrobiotic collagen and mucin deposition surrounded by a palisade of histiocytes.Here,we reported a 24-year-old man with GA combined with tuberculosis and cutis laxa.Case presentation:A 24-year-old man was presented with skin annular lesions on the trunk and extremities without subjective symptoms for three years.The annular lesions first arose in the trunk that slowly progressed to most parts of the body and cutis laxa-like lesions appeared on the left inguinal region with inguinal hernia two years ago.At the same time,the patient was diagnosed with pulmonary tuberculosis due to the hemoptysis for two years and the sputum culture for tuberculosis bacillus was positive.He was treated with triple anti-tuberculosis drugs regularly.Partial remission of the skin lesions was noted since then.Pathological examination showed similar histological changes in the interstitial pattern of GA.Discussion:Tuberculosis was a possible etiologic factor in GA because of the coincidental occurrence,granulomatous histologic features,and positive tuberculin skin tests.In fact,some cases of GA with chronic pulmonary tuberculosis responding to a specific anti-tuberculosis therapy were reported.It is worth noting that tuberculids,generalized exanthems in the skin of tuberculous patients possibly resulting from hypersensitivity reactions to the tubercle bacillus,may mimic GA.Furthermore,our patient also showed extremely characteristic slack skin in posterior lumbar and groin,which was deemed to be related to reduction and destruction of elastic fibers.Conclusion:Generalized interstitial GA with tuberculosis and cutis laxa is vary rare,which is worth being aware of the possibility of such a occurrence. 展开更多
关键词 case report cutis laxa interstitial granuloma annulare
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Round-trip imaging through scattering media based on optical transmission matrix 被引量:2
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作者 庄斌 许程访 +5 位作者 耿燚 赵广智 陈慧 贺正权 吴朝新 任立勇 《Chinese Optics Letters》 SCIE EI CAS CSCD 2018年第4期66-69,共4页
Traditional one-way imaging methods become invalid when a target object is completely hidden behind scattering media. In this case, it has been much more challenging, since the light wave is distorted twice.To solve t... Traditional one-way imaging methods become invalid when a target object is completely hidden behind scattering media. In this case, it has been much more challenging, since the light wave is distorted twice.To solve this problem, we propose an imaging method, so-called round-trip imaging, based on the optical transmission matrix of the scattering medium. We show that the object can be recovered directly from the distorted output wave, where no scanning is required during the imaging process. We predict that this method might improve the imaging speed and have potential application for real-time imaging. 展开更多
关键词 Round-trip imaging through scattering media based on optical transmission matrix
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Interstitial Mycosis Fungoides with Systemic Sclerosis-Like Features: A Case Report
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作者 Qiu-Ju Miao yi-Fei Wang +1 位作者 yi geng Xiu-Lian Xu 《International Journal of Dermatology and Venereology》 2019年第3期183-185,共3页
Introduction Mycosis fungoides (MF) is the most common form of cutaneous lymphoma,accounting for almost 50% of all types.1 MF occasionally manifests as the interstitial lymphocytic infiltrate that mimics inflammatory ... Introduction Mycosis fungoides (MF) is the most common form of cutaneous lymphoma,accounting for almost 50% of all types.1 MF occasionally manifests as the interstitial lymphocytic infiltrate that mimics inflammatory morphea,interstitial granulomatous dermatitis,and interstitial granuloma annulare,and this rare histopathological variant has been termed interstitial mycosis fungoides (IMF).IMF can be considered as a transient histopathological pattern in conventional MF,with common clinical presentation as patches and plaques. 展开更多
关键词 Introduction MYCOSIS fungoides (MF) CUTANEOUS lymphoma Systemic Sclerosis-Like FEATURES
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