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Enhancing source domain availability through data and feature transfer learning for building power load forecasting

Building Simulation 2024年第4期17卷 625-638页

作者： Fanyue Qian Yingjun Ruan Huiming Lu hua meng Tingting Xu College of Mechanical and Energy Engineering Tongji UniversityShanghai200092China United Automotive Electronic Systems Co. LtdShanghai201206China

During the initial phases of operation following the construction or renovation of existing buildings,the availability of historical power usage data is limited,which leads to lower accuracy in load forecasting and hinders normal ***,by transferring load data from similar buildings,it is possible to enhance forecasting ***,indiscriminately expanding all source domain data to the target domain is highly likely to result in negative transfer *** study explores the feasibility of utilizing similar buildings(source domains)in transfer learning by implementing and comparing two distinct forms of multi-source transfer ***,this study focuses on the Higashita area in Kitakyushu City,Japan,as the research *** buildings that exhibit the highest similarity to the target buildings within this area were selected for ***,the two-stage TrAdaBoost.R^(2) algorithm is used for multi-source transfer learning,and its transfer effect is ***,the application effects of instance-based(IBMTL)and feature-based(FBMTL)multi-source transfer learning are compared,which explained the effect of the source domain data on the forecasting accuracy in different transfer *** results show that combining the two-stage TrAdaBoost.R^(2) algorithm with multi-source data can reduce the CV-RMSE by 7.23%compared to a single-source domain,and the accuracy improvement is *** the same time,multi-source transfer learning,which is based on instance,can better supplement the integrity of the target domain data and has a higher forecasting ***,IBMTL tends to retain effective data associations and FBMTL shows higher forecasting *** findings of this study,which include the verification of real-life algorithm application and source domain availability,can serve as a theoretical reference for implementing transfer learning in load forecasting.

关键词： building power load multi-source transfer learning two-stage TrAdaBoost.R2 source domain availability

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Artificial selection shapes the lower genomic diversity and higher selective pressures on the sex chromosomes of domestic animals

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Science China(Life Sciences) 2024年第5期67卷 1072-1075页

作者： Meiming Wu Dongfeng Wang meng-hua Li Fenghua Lv College of Animal Science and Technology China Agricultural UniversityBeijing 100193China CAS Key Laboratory of Animal Ecology and Conservation Biology Institute of ZoologyChinese Academy of Science(CAS)Beijing 100101China College of Life Sciences University of Chinese Academy of SciencesBeijing 100049China Sanya Institute of China Agricultural University Sanya 572024China

Dear Editor,Sheep and goats were among the earliest domestic animals(Zeder,2008).During the transition from being hunted to being herded,excess males not involved in propagation were slaughtered at young ages under th... 详细信息

关键词： earliest harvest young

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基于水化学和氢氧同位素的泰安城区岩溶地下水补给来源及演化过程

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环境科学 2024年第4期45卷 2096-2106页

作者：孟令华中化地质矿山总局山东地质勘查院泰安271000

泰安市城区岩溶地下水较丰富,是重要的地下水供水水源地.基于泰安城区岩溶水和地表水的水化学和氢氧同位素(δD、δ^(18)O和~3H)特征,结合Gibbs图解、主要离子比值,揭示岩溶地下水补给来源、补给年代、循环更新能力及主要的水-岩作用演... 详细信息

泰安市城区岩溶地下水较丰富,是重要的地下水供水水源地.基于泰安城区岩溶水和地表水的水化学和氢氧同位素(δD、δ^(18)O和~3H)特征,结合Gibbs图解、主要离子比值,揭示岩溶地下水补给来源、补给年代、循环更新能力及主要的水-岩作用演化过程.结果表明,区内岩溶地下水阳离子以Ca^(2+)和Na^(+)为主,阴离子以HCO_(3)^(-)和SO_(4)^(2-)为主,K^(+)、NO_(3)^(-)、Cl^(-)、Na^(+)和SO_(4)^(2-)的变异系数较大,空间差异性较强,Ca^(2+)和HCO_(3)^(-)的含量较稳定.水化学类型复杂多变,主要为HCO_(3)·SO_(4)-Ca型、HCO_(3)·Cl-Ca型和HCO_(3)-Ca型.大气降水是岩溶地下水和地表水的主要补给来源,地下水在径流过程中经历了一定的蒸发作用,但影响性相对较小;岩溶地下水~3H含量介于3.0~5.4 TU之间,与现代水(指1952年核爆以后)水力联系密切,循环更新能力较强,更容易遭受污染,在开发利用时应加强水资源保护.岩溶地下水水化学演化特征受岩石风化作用、阳离子交替吸附作用和人类活动的共同影响,水化学成分主要来源于碳酸盐矿物及少量硅铝酸盐矿物的风化溶解,其演化主要受方解石等贫镁矿物的溶解作用影响,白云岩风化溶解作用影响较小.

关键词：岩溶地下水水化学特征氢氧同位素水-岩作用泰安城区

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Effect of microalloying on wettability and interface characteristics of Zr-based bulk metallic glasses with W substrate

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China Foundry 2024年第4期21卷 352-359页

作者： Zhen Zhang Lin-na Feng Jin-he Wang Zheng-kun Li hua-meng Fu Hong Li Zheng-wang Zhu Hai-feng Zhang School of Materials Science and Engineering Shenyang University of TechnologyShenyang 110870China Shi-changxu Innovation Center for Advanced Materials Institute of Metal ResearchChinese Academy of SciencesShenyang 110016China School of Materials Science and Engineering University of Science and Technology of ChinaShenyang 110016China School of Metallurgy Northeastern UniversityShenyang 110004China

The infiltration casting method is widely employed for the preparation of ex-situ composite ***,the production of composite materials using this method must necessitates a comprehensive understanding of the wettability and interface characteristics between the reinforcing phase and the bulk metallic glasses(BMGs).This work optimized the composition of Zr-based BMGs through microalloying methods,resulting in a new set of Zr-based BMGs with excellent glass-forming *** experiments between the Zr-based BMGs melts and W substrates were conducted using the traditional sessile drop method,and the interfaces were characterized utilizing a scanning electron microscope(SEM)equipped with energy dispersive X-ray spectroscopy(EDS).The work demonstrates that the microalloying method substantially enhances the wettability of the Zr-based BMGs ***,the incorporation of Nb element impedes the formation of W-Zr phases,but the introduction of Nb element does not alter the extent of interdiffusion between the constituent elements of the amorphous matrix and W element,indicating that the influence of Nb element on the diffusion of individual elements is minute.

关键词： Zr-based BMGs infiltration casting method wettability interface characteristics W-Zr phases

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Preoperative prediction of hepatocellular carcinoma microvascular invasion based on magnetic resonance imaging feature extraction artificial neural network

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World Journal of Gastrointestinal Surgery 2024年第8期16卷 2546-2554页

作者： Jing-Yi Xu Yu-Fan Yang Zhong-Yue huang Xin-Ye Qian Fan-hua meng Center of Hepatobiliary Pancreatic Disease Beijing Tsinghua Changgung HospitalSchool of Clinical MedicineTsinghua UniversityBeijing 102218China Department of Surgical Beijing Tsinghua Changgung HospitalSchool of Clinical MedicineTsinghua UniversityBeijing 102218China Department of Anesthesiology Huashan HospitalFudan UniversityShanghai 200040China

BACKGROUND Hepatocellular carcinoma(HCC)recurrence is highly correlated with increased *** invasion(MVI)is indicative of aggressive tumor biology in *** To construct an artificial neural network(ANN)capable of accurately predicting MVI presence in HCC using magnetic resonance *** This study included 255 patients with HCC with tumors<3 *** annotated the tumors on the T1-weighted plain MR ***,a three-layer ANN was constructed using image features as inputs to predict MVI status in patients with *** pathological examination is considered the gold standard for determining *** operating characteristic analysis was used to evaluate the effectiveness of the *** Using the bagging strategy to vote for 50 classifier classification results,a prediction model yielded an area under the curve(AUC)of ***,correlation analysis revealed that alpha-fetoprotein values and tumor volume were not significantly correlated with the occurrence of MVI,whereas tumor sphericity was significantly correlated with MVI(P<0.01).CONCLUSION Analysis of variable correlations regarding MVI in tumors with diameters<3 cm should prioritize tumor *** ANN model demonstrated strong predictive MVI for patients with HCC(AUC=0.79).

关键词： Hepatocellular carcinoma Microvascular invasion Artificial neural network Magnetic resonance imaging Tumor sphericity Area under the curve

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Prevalence and clinical impact of sarcopenia in liver transplant recipients:A meta-analysis

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World Journal of Gastroenterology 2024年第8期30卷 956-968页

作者： Min-Jie Jiang Mu-Chen Wu Zhong-Hui Duan Jing Wu Xiao-Tong Xu Juan Li Qing-hua meng Department of Hepatology Beijing You-An HospitalCapital Medical UniversityBeijing 100069China Department of Emergency Beijing You-An HospitalCapital Medical UniversityBeijing 100069China

BACKGROUND The prevalence of sarcopenia in patients undergoing liver transplantation(LT)remains to be determined partly because of different diagnostic *** has recently been recognized as a new prognostic factor for predicting outcomes in LT *** To estimate the prevalence of sarcopenia and evaluate its clinical effect on LT *** This systematic search was conducted in PubMed,Web of Science,Embase,and Cochrane Library for original English-language articles that investigated the prevalence and influence of sarcopenia in patients undergoing LT from database inception to November 30,*** studies of the definition of sarcopenia that estimate sarcopenia prevalence and evaluate its effect on clinical outcomes and the risk of mortality were *** Twenty-five studies involving 7760 patients undergoing LT were *** pooled prevalence of sarcopenia in patients undergoing LT was 40.7%[95%confidence intervals(95%CI):32.1-49.6].The 1-,3-,and 5-year cumulative probab-ilities of post-LT survival in patients with preoperative sarcopenia were all lower than those without sarcopenia(P<0.05).Sarcopenia was associated with an increased risk of post-LT mortality in patients undergoing LT(adjusted hazard ratio:1.58;95%CI:1.21-2.07).Patients with preoperative sarcopenia had a longer intensive care unit stay,a high risk ratio of sepsis,and serious post-LT complications than those without *** Sarcopenia is prevalent in a substantial proportion of patients undergoing LT and is strongly and independently associated with higher a risk of mortality risk.

关键词： Sarcopenia Liver transplantation Mortality Clinical outcomes

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资源编排与攀附型融入:县如何通过资源运作融入毗邻大城市?

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公共管理学报 2024年第3期21卷 79-90,171,172页

作者：孟华厦门大学公共政策研究院福建厦门361005

为了谋求发展机遇,毗邻大城市且与其无行政隶属关系的县会迫切希望融入大城市,形成了各县之间的攀附型融入竞争。然而,各县融入大城市的效果存在显著差异。县如何才能取得良好的融入效果?本文在解析攀附型融入概念的基础上,结合资源编... 详细信息

为了谋求发展机遇,毗邻大城市且与其无行政隶属关系的县会迫切希望融入大城市,形成了各县之间的攀附型融入竞争。然而,各县融入大城市的效果存在显著差异。县如何才能取得良好的融入效果?本文在解析攀附型融入概念的基础上,结合资源编排理论构建分析框架,并利用N县积极融入A市的案例,分析县如何通过资源编排实现融入大城市的目标。研究发现:为了更好地融入大城市,县需要在不同领域、不同时间、不断迭代地实施资源编排。通过资源结构化丰富和增加自身资源,再通过资源捆绑将资源转化为能力,最后借助资源杠杆化提升地方竞争力。在资源结构化与资源杠杆化阶段,县可以借助于不同样态的攀附型融入联结机制,抓住资源编排提供的契机融入大城市发展。研究认为,县融入大城市的效果受到其是否实施资源编排、资源编排的时机选择以及资源编排能力的影响。本文从资源编排视角解读县如何成功融入大城市,为理解地方政府间的跨级斜向协作提供了新的视角,丰富了有关政府间协作的研究。

关键词：资源编排攀附型融入县融入大城市区域协作

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Andrographolide Attenuates Noise-Induced Hearing Loss by Ameliorating Cochlear Inflammation

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World Journal of Traditional Chinese Medicine 2024年第2期10卷 204-212页

作者： meng-hua Li Wan-Qi Wang Li-Ting Zheng meng Bing Chen Yang Chu Miao Qiao Zuo-Li Zhang Konduru Naveena Yong Pan Yun-Shi Zhang He Sun Xiao-Hui Ma Xi Shi Artificial Auditory Laboratory of Jiangsu Province Xuzhou Medical UniversityXuzhouChina Key Laboratory of Tropical Biological Resources of Ministry of Education School of Pharmaceutical SciencesHainan UniversityHaikouChina Department of ENT Beijing Friendship HospitalCapital Medical UniversityBeijingChina National Key Laboratory of Chinese Medicine Modernization Tasly AcademyTasly Pharmaceutical Group Co.Ltd.TianjinChina Endoscopy Center Ankang People's HospitalAnkangChina Department of Respiratory Medicine Xuzhou Infectious Diseases HospitalAffiliated Hospital of Xuzhou Medical UniversityXuzhouChina Department of ENT The People's Hospital of Rongchang DistrictChongqingChina

Objective:This study aimed to explore andrographolide's mechanism of action and its protective effect on noise-induced hearing loss(NIHL).Materials and Methods:A mice animal model for NIHL was established through exposure to broadband noise at 120 d B sound pressure level for 4 *** analysis and pharmacodynamic experiments were carried ***:Andrographolide enters the inner ear and effectively prevents hearing damage following noise exposure in the mice model for permanent hearing ***,treatment with andrographolide inhibited the excessive activation of inflammatory factors in the cochleae of noise-exposed ***:Andrographolide might be a promising candidate for auditory protective drug investigation.

关键词： Andrographolide anti-inflammatory auditory protection noise-induced hearing loss traditional Chinese medicine compound

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Effect of electroacupuncture combined with rehabilitation techniques on shoulder function in patients with rotator cuff injuries

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World Journal of Clinical Cases 2024年第21期12卷 4582-4589页

作者： Zhi-Ying Chen meng-hua Wang Zhong Ye Department of Rehabilitation The People's Hospital of YuhuanYuhuan 317600Zhejiang ProvinceChina Department of Rehabilitation Medicine Yuhuan Hospital of Traditional Chinese MedicineYuhuan 317600Zhejiang ProvinceChina

BACKGROUND The rotator cuff is located below the acromion and deltoid muscles and comprises multiple tendons that wrap around the humeral head,maintaining shoulder joint *** To explore the effect of electroacupuncture combined with rehabilitation techniques on shoulder function in patients with rotator cuff *** We selected 97 patients with rotator cuff injuries treated in the People's Hospital of Yuhuan from February 2020 to May *** were grouped using the envelope *** After treatment,the study group’s treatment effective rate was 94.90%(46/49 patients),significantly higher than that in the control group(79.17%,38/48 cases;P0.05).Compared with those before treatment,the CMS scores(including pain,daily living ability,shoulder mobility,and muscle strength),all aspects of shoulder mobility(forward flexion,posterior extension,external rotation,internal rotation),and SF-36 scale scores(including physiological,psychological,emotional,physical,vitality,and health status)were higher in both groups after treatment and significantly higher in the study group(P0.05).CONCLUSION Electroacupuncture combined with rehabilitation techniques has a good treatment effect on patients with rotator cuff injuries,helps accelerate the recovery of shoulder function,improves the quality of life,and is highly safe.

关键词： Electroacupuncture therapy Rehabilitation technique Rotator cuff injury Shoulder joint function

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Transcutaneous electrical acupoint stimulation benefits postoperative pain relief of oocyte retrieval:A randomized controlled trial

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Journal of Integrative Medicine 2024年第1期22卷 32-38页

作者： Li-ying Liu Yang Su Rong-rong Wang Yuan-yuan Lai Lei huang Yi-ting Li Xin-yue Tao meng-hua Su Xiao-yan Zheng Shi-chen huang Yong-na Wu Si-yi Yu Fan-rong Liang Jie Yang Acupuncture and Tuina School Chengdu University of Traditional Chinese MedicineChengdu 610000Sichuan ProvinceChina Traditional Chinese Medicine Department Sichuan Jinxin Xi’nan Women's and Children's HospitalChengdu 610000Sichuan ProvinceChina

Background Transvaginal oocyte retrieval is frequently followed by adverse events related to anesthesia and the *** research showed that transcutaneous electrical acupoint stimulation(TEAS)can relieve intraoperative pain and postoperative *** This study examined whether TEAS can alleviate pain and relieve adverse symptoms after oocyte ***,setting,participants and interventions Altogether 128 patients were randomly divided into the TEAS group and the mock TEAS *** two groups received a 30-minute-long TEAS or mock TEAS treatment that began 30 min after oocyte *** outcome measures The primary outcome was the visual analog scale(VAS)pain *** outcomes were pressure pain threshold,McGill score,pain rating index(PRI),present pain intensity(PPI),VAS stress score,VAS anxiety score,and postoperative adverse *** The baseline characteristics of the two groups were comparable(P>0.05).The VAS pain scores of the TEAS group were lower than those of the mock TEAS group at 60 and 90 min after oocyte retrieval(P0.05).The TEAS group was superior to the mock TEAS group for relieving postoperative adverse symptoms(P<0.05).Conclusion TEAS treatment can relieve postoperative pain and postoperative adverse symptoms for patients undergoing oocyte retrieval.

关键词： Transcutaneous electrical acupoint stimulation Fertilization Embryo transfer Oocyte retrieval Pain Randomized controlled trial

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