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基于可解释性条件生成对抗网络的台风气象负荷场景生成方法 被引量:5
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作者 罗萍萍 盛奥 +3 位作者 林济铿 马骞 许琴 刘一鸣 《电力系统自动化》 北大核心 2025年第2期186-197,共12页
台风气象下电网负荷将会出现剧烈波动且威胁到电网安全稳定运行,亟需一种有效的方法来生成相应的负荷需求场景。文中提出一种面向稀少历史样本、基于可解释性条件生成对抗网络(CGAN)的台风负荷场景生成方法。首先,对历史台风负荷进行修... 台风气象下电网负荷将会出现剧烈波动且威胁到电网安全稳定运行,亟需一种有效的方法来生成相应的负荷需求场景。文中提出一种面向稀少历史样本、基于可解释性条件生成对抗网络(CGAN)的台风负荷场景生成方法。首先,对历史台风负荷进行修正,并根据台风登陆位置、等级等信息对其进行标签分类。然后,提出一种两阶段数据扩充策略以应对数据匮乏问题,第1阶段利用历史台风日负荷序列之间的横纵向相关性信息进行样本扩充,第2阶段利用台风日与非台风日负荷之间的残差信息进一步进行样本扩充。最后,提出基于特征影响指标的CGAN因果解释方法,刻画了不同特征对于模型结果的调控力度大小。算例证实了文中所提模型及方法的有效性和先进性。 展开更多
关键词 台风气象 人工智能 负荷需求 场景生成 可解释性 条件生成对抗网络
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基于CGAN台风气象下负荷场景生成 被引量:4
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作者 罗萍萍 盛奥 +3 位作者 林济铿 王忠岳 李启本 周平 《中国电力》 北大核心 2025年第2期176-185,共10页
台风天气下负荷水平的剧烈波动威胁电网平衡,相应地台风气象条件下的负荷场景生成受到电力公司的重视。因此,提出一种面向台风天气基于条件生成对抗网络(conditional generative adversarial network,CGAN)模型的负荷场景生成算法。首先... 台风天气下负荷水平的剧烈波动威胁电网平衡,相应地台风气象条件下的负荷场景生成受到电力公司的重视。因此,提出一种面向台风天气基于条件生成对抗网络(conditional generative adversarial network,CGAN)模型的负荷场景生成算法。首先,针对台风样本登陆位置分散、持续周期不同及等级不同的特点,提出一种台风下负荷样本的拆分及标签给定方法。然后,针对台风气象下负荷样本数量稀少,提出一种基于条件概率的样本扩充策略以扩充样本集。最后,为了进一步提升样本集的有效性,基于迁徙训练思想,先用正常气象下的负荷样本对CGAN进行训练,然后再采用台风样本集训练CGAN,在模型训练完成后,输入随机噪声与台风标签即可生成对应的负荷场景。算例证实了所提模型及算法的有效性和先进性。 展开更多
关键词 台风气象 负荷场景生成 数据扩充 标签 人工智能
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负荷水平约束条件下新能源出力场景生成新方法 被引量:1
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作者 许琴 刘一鸣 +3 位作者 陈志刚 庞学跃 盛奥 林济铿 《南方电网技术》 北大核心 2025年第1期51-62,共12页
场景序列是场景分析及优化的基础,其精度直接影响相关的分析及优化计算的有效性。基于此,提出了一种基于人工智能计及负荷水平约束的新能源出力场景生成新方法,可明显提升所生成场景的精度,并克服调度中心没有有效方法的困难。该新方法... 场景序列是场景分析及优化的基础,其精度直接影响相关的分析及优化计算的有效性。基于此,提出了一种基于人工智能计及负荷水平约束的新能源出力场景生成新方法,可明显提升所生成场景的精度,并克服调度中心没有有效方法的困难。该新方法的基本过程为:首先采取基于卡尔曼增益信息融合技术进行历史数据扩充,实现了对应历史样本的有效扩充;然后,基于自组织映射网络将历史日负荷曲线进行聚类得到多个日负荷类型簇,把与每个负荷簇内的日负荷曲线在同一天的新能源出力序列划分为相应的簇,得到了负荷水平约束下的源荷信息;最后,构建基于马尔科夫链(Markov chain,MC)日类型转换关系的状态转移矩阵,滚动抽样生成未来一段时间的日类型序列,并结合利用各簇源荷数据训练好的生成对抗网络(generative adversarial network,GAN),生成对应日类型下的96点源荷序列场景。算例证实了所提方法的有效性和先进性。 展开更多
关键词 场景系列生成 人工智能 数据扩展 负荷水平约束 马尔科夫链 新能源
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HOXC10 up-regulation promotes gastric cancer cell proliferation and metastasis through MAPK pathway 被引量:12
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作者 Chen Guo Jianing Hou +2 位作者 sheng ao Xingming Deng Guoqing Lyu 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2017年第6期572-580,共9页
Objective: As an important regulator of embryonic morphogenesis, homeodomain-containing gene 10 (HOXC10) has been found to promote progression of human cancers and its expression indicates poor survival outcome. Ho... Objective: As an important regulator of embryonic morphogenesis, homeodomain-containing gene 10 (HOXC10) has been found to promote progression of human cancers and its expression indicates poor survival outcome. However, very few studies are available on the role of HOXC10 in gastric carcinoma. Therefore, the aim of this study was to determine the role of HOXC10 in gastric cancer and the potential mechanism underlying its function for cancer biology. Methods: A primary gastric cancer mouse model was obtained via intra-gastric wall injection of gastric cancer cells and was used to evaluate the function of HOXC10 during gastric cancer progression in vivo. Immunohistochemistry was performed to visualize and measure HOXC10 protein expression in gastric cancer tissue. Cells were transfected with plasmids to increase the expression of HOXCIO, and siRNA transfection was performed to suppress HOXC10 expression. Reverse transcription polymerase chain reaction (RT-PCR) and western blotting were utilized to measure mRNA and protein expression, respectively. Proliferation, migration, and invasion were investigated using 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay, wound healing assay, and matrigel invasion assay in vitro, respectively. Results: HOXC10 expression was significantly increased in gastric cancer tissues compared to matched normal tissues. HOXC10 up-regulation significantly increased tumor volumes in nude mice. Plasmid transfection significantly increased HOXC10 protein and mRNA expressions and effectively promoted cell proliferation. Moreover, HOXC10 up-regulation significantly promoted migration and invasion of gastric cancer cells. Mechanistic investigation showed that HOXC10 up-regulation significantly increased mRNA and protein expression of mitogen-activated protein kinase (MAPK) signaling related genes, including c-myc, c-jun and p53, while also modulating the phosphorylation of c-Jun N-terminal kinase (JNK), extracellular signal-regulated kinase (ERK) and P38 but not their total protein levels. Conclusions: This study demonstrated the tight link between HOXC10 and gastric cancer cell proliferation and metastasis via involvement of the MAPK pathway. 展开更多
关键词 HOXCIO PROLIFERATION METASTASIS gastric cancer
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F-ZIF-90/PDMS混合基质膜的制备及强化乙醇传递过程的研究
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作者 盛奥 姜昊基 +4 位作者 赵亚欣 魏忠 李昊 贾昊 王贺云 《材料导报》 EI CAS CSCD 北大核心 2022年第17期223-228,共6页
本工作以五氟苯胺与咪唑-2-甲醛(ICA)为反应单体通过醛胺缩合反应制备了氟配体F-ICA,调节F-ICA与Zn^(2+)的物质的量比,通过水热合成反应成功制备了不同粒径的F-ZIF-90粒子,采用物理共混的方法制备F-ZIF-90/PDMS混合基质膜并研究其乙醇... 本工作以五氟苯胺与咪唑-2-甲醛(ICA)为反应单体通过醛胺缩合反应制备了氟配体F-ICA,调节F-ICA与Zn^(2+)的物质的量比,通过水热合成反应成功制备了不同粒径的F-ZIF-90粒子,采用物理共混的方法制备F-ZIF-90/PDMS混合基质膜并研究其乙醇分离性能。实验结果表明,掺杂F-ZIF-90粒子增强了混合基质膜的疏水性,降低了乙醇的渗透能垒,强化了乙醇分子的溶解选择性和扩散选择性。当混合基质膜中粒径为300~500 nm的F-ZIF-90纳米粒子填充量为20%(质量分数,下同)时,混合基质膜可获得最佳分离性能(40℃,5%乙醇/水溶液),渗透通量为291 g/(m^(2)·h),分离因子为16.2。 展开更多
关键词 渗透蒸发 混合基质膜 F-ZIF-90纳米粒子 溶解选择性 超疏水性
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Tumor pyruvate kinase M2:A promising molecular target of gastrointestinal cancer 被引量:3
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作者 Chen Guo Guan Li +4 位作者 Jianing Hou Xingming Deng sheng ao Zhuofei Li Guoqing Lyu 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2018年第6期669-676,共8页
Gastrointestinal(GI) cancer is one of the most common causes of cancer-related deaths worldwide.Tumor markers are valuable in detecting post-surgical recurrence or in monitoring response to chemotherapy.Pyruvate kinas... Gastrointestinal(GI) cancer is one of the most common causes of cancer-related deaths worldwide.Tumor markers are valuable in detecting post-surgical recurrence or in monitoring response to chemotherapy.Pyruvate kinase isoform M2(PKM2),a glycolytic enzyme catalyzing conversion of phosphoenolpyruvate(PEP) to pyruvate,confers a growth advantage to the tumor cells and enables them to adapt to the tumor microenvironment.In this review,we have summarized current research on the expression and regulation of PKM2 in tumor cells,and its potential role in GI carcinogenesis and progression.Furthermore,we have also discussed the potential of PKM2 as a diagnostic and screening marker,and a therapeutic target in GI cancer. 展开更多
关键词 PKM2(pyruvate kinase M2) metabolic reprogramming gene transcription gastrointestinal cancer therapy targets
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Prognostic significance of periostin in colorectal cancer 被引量:2
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作者 Xingming Deng sheng ao +3 位作者 Jianing Hou Zhuofei Li Yunpeng Lei Guoqing Lyu 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2019年第3期547-556,共10页
Accumulating evidence suggests that periostin is frequently upregulated in tissue injury, inflammation,fibrosis and tumor progression. Periostin expression in cancer cells can promote metastatic potential of colorecta... Accumulating evidence suggests that periostin is frequently upregulated in tissue injury, inflammation,fibrosis and tumor progression. Periostin expression in cancer cells can promote metastatic potential of colorectal cancer(CRC)via activating PI3 K/Akt signaling pathway. Moreover, periostin is observed mainly in tumor stroma and cytoplasm of cancer cells, which may facilitate aggressiveness of CRC. In this review, we summarize information regarding periostin to emphasize its role as a prognostic marker of CRC. 展开更多
关键词 PERIOSTIN PROGNOSTIC FUNCTIONALITY STROMAL cells COLORECTAL cancer
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Current status and future perspectives on neoadjuvant therapy in gastric cancer 被引量:2
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作者 sheng ao Yuchen Wang +2 位作者 Qingzhi Song Yingjiang Ye Guoqing Lyu 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2021年第2期181-192,共12页
Gastric cancer,with high morbidity and mortality rates,is one of the most heterogeneous tumors.Radical gastrectomy and postoperative chemotherapy are the standard treatments.However,the safety and efficacy of neoadjuv... Gastric cancer,with high morbidity and mortality rates,is one of the most heterogeneous tumors.Radical gastrectomy and postoperative chemotherapy are the standard treatments.However,the safety and efficacy of neoadjuvant therapy(NAT)need to be confirmed by many trials before implementation,creating a bottleneck in development.Although clinical benefits of NAT have been observed,a series of problems remain to be solved.Before therapy,more contributing factors should be offered for choice in the intended population and ideal regimens.Enhanced computed tomography(CT)scanning is usually applied to evaluate effectiveness according to Response Evaluation Criteria in Solid Tumors(RECIST),yet CT scanning results sometimes differ from pathological responses.After NAT,the appropriate time for surgery is still empirically defined.Our review aims to discuss the abovementioned issues regarding NAT for GC,including indications,selection of regimens,lesion assessment and NAT-surgery interval time. 展开更多
关键词 Gastric cancer neoadjuvant therapy REGIMENS lesion assessment NAT-surgery interval time
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Characteristics of cancer susceptibility genes mutations in 282 patients with gastric adenocarcinoma
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作者 Ke Ji sheng ao +3 位作者 Liu He Li jiao Zhang Li Feng Guoqing Lyu 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2020年第4期508-515,共8页
Objective:To reveal the distribution signature of cancer susceptibility genes in patients with gastric adenocarcinoma,offering a diagnostic and prognostic surrogate for disease risk management and therapeutic decision... Objective:To reveal the distribution signature of cancer susceptibility genes in patients with gastric adenocarcinoma,offering a diagnostic and prognostic surrogate for disease risk management and therapeutic decisions.Methods:A total of 282 patients with gastric adenocarcinoma(182 males and 100 females)were enrolled in this study,with peripheral blood genomic DNA extracted.Mutations of 69 canonical cancer susceptibility genes or presumably tumor-related genes were analyzed by targeted capture-based high-throughput sequencing.Candidate mutations were particularly selected for discussion on tumor pathogenesis according to the American College of Medical Genetics and Genomics(ACMG)guidelines.Results:In this study,7.1%(20/282)of patients with gastric adenocarcinoma were found to harbor mutations of canonical or presumable cancer susceptibility genes.The detection rate in male patients(3.8%,7/182)was significantly lower than that in female patients(13%,13/100)(P=0.004).The most recurrent mutations were in AT mutated(ATM)(1.1%,3/282),followed by BRCA1,BRIP1 and RAD51D,all showed a detection rate of 0.7%(2/282).Mutations in three genes associated with hereditary gastric cancer syndromes were detected,namely,PMS2 and EP CAM associated with Lynch syndrome and CDH1 associated with hereditary di ffuse gastric cancer.The detection frequencies were all 0.4%(1/282).Notwithstanding no significant difference observed,the age of patients with pathogenic mutations or likely pathogenic mutations is slightly younger than that of non-carriers(median age:58.5 vs.60.5 years old),while the age of patients with ATM mutations was the youngest overall(median age:49.3 years old).Conclusions:Our study shed more light on the distribution signature and pathogenesis of mutations in gastric cancer susceptibility genes,and found the detection rate of pathogenic and likely pathogenic mutations in male patients was significandy lower than that in female patients.Some known and unidentified mutations were found in gastric cancer,which allowed us to gain more insight into the hereditary gastric cancer syndromes from the molecular perspective. 展开更多
关键词 Gastric adenocarcinoma cancer-susceptibility-associated genes pathogenic mutations
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