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Machine learning assisted prediction for hydrogen production of advanced photovoltaic technologies 被引量:1
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作者 Qiang Yang Zhu Ma +18 位作者 Lihong Bai Qiuyue Yuan Fuchun Gou Yanlin Li Zhuowei Du Yi Chen Xingchong liu Jian Yu Xiaoqian Zhou Cheng Qian zichen liu Zilu Tian Anan Zhang Kuan Sun Liming Ding Chun Tang Taoli Meng Fan Min Ying Zhou 《DeCarbon》 2024年第2期76-89,共14页
The photovoltaic(PV)water electrolysis method currently stands as the most promising approach for green hydrogen production.The rapid iteration of photovoltaic technologies has significantly affected on the technical ... The photovoltaic(PV)water electrolysis method currently stands as the most promising approach for green hydrogen production.The rapid iteration of photovoltaic technologies has significantly affected on the technical and economic evaluation for photovoltaic hydrogen production.In this work,the photovoltaic hydrogen production of three most advanced silicon photovoltaic technologies is systematically compared for the first time under the climatic conditions of the Kucha region.All-weather stable hydrogen production control system with optimal charging and discharging strategies is constructed to realize stable and efficient hydrogen energy production.Seven machine learning(ML)algorithms are used to forecast the performance in power generation and hydrogen production of a 100 MW photovoltaic hydrogen production and energy storage(PH-S)system throughout its operational life.The long short-term memory(LSTM)algorithm exhibits the best performance,achieving mean absolute error(MAE)of 0.0415,root mean square error(RMSE)of 0.0891,and coefficient of determination(R2)of 0.8402.In terms of cost-effectiveness,heterojunction with intrinsic thin layer(HJT)PV technology achieves the lowest levelized cost of electricity(LCOE)and hydrogen(LCOH)at 0.025$/kWh and 6.95$/kg,respectively.According to the sensitivity analysis,when the cost of proton exchange membrane electrolysis(PEMEC)reduced 50%,the LCOH for PH-S system decreased 21.40%.This study provides valuable insights for the practical implementation of large-scale photovoltaic hydrogen production and cost reduction in PH-S systems. 展开更多
关键词 Photovoltaic technology MACHINE-LEARNING Hydrogen production Economic evaluation
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EGFR突变晚期非小细胞肺癌患者后线接受免疫治疗的疗效分析 被引量:13
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作者 马丽 秦娜 +5 位作者 张新勇 吴羽华 李浩洋 俞孟军 刘子臣 王敬慧 《中国肺癌杂志》 CAS CSCD 北大核心 2021年第5期338-344,共7页
背景与目的免疫检查点抑制剂单药治疗在驱动基因阳性的晚期非小细胞肺癌(non-small cell lung cancer, NSCLC)患者中疗效甚微。研究表明,部分驱动基因阳性患者靶向治疗耐药后对免疫联合治疗仍有效。国内研究甚少。本研究旨在分析人表皮... 背景与目的免疫检查点抑制剂单药治疗在驱动基因阳性的晚期非小细胞肺癌(non-small cell lung cancer, NSCLC)患者中疗效甚微。研究表明,部分驱动基因阳性患者靶向治疗耐药后对免疫联合治疗仍有效。国内研究甚少。本研究旨在分析人表皮生长因子(epidermal growth factor receptor, EGFR)敏感突变NSCLC患者后线接受免疫治疗的疗效,评价真实世界免疫联合化疗在EGFR突变晚期患者后线治疗中的价值。方法收集2018年6月-2020年11月在首都医科大学附属北京胸科医院确诊的EGFR突变的初治晚期肺腺癌患者共27例,均在靶向治疗进展后接受了程序性死亡受体1(programmed cell death protein 1, PD-1)检查点抑制剂联合化疗以及抗血管生成药物治疗。结果27例晚期NSCLC患者中,未合并T790M突变的有19例(70.4%),合并T790M点突变的有8例(29.6%)。总客观缓解率为40.7%。Kaplan-Meier生存分析显示,不同EGFR突变类型之间接受含PD-1单抗治疗的无进展生存期(progression-free survival, PFS)均无统计学差异(χ^(2)=4.15, P=0.23)。未合并T790M突变的患者PFS较合并T790M突变的患者显著延长(9.2个月vs 3.3个月,χ^(2)=2.81,P=0.041),两者总生存时间未见统计学差异(12.2个月vs 7.3个月,χ^(2)=3.22,P=0.062)。未合并T790M的客观缓解率明显优于合并T790M的患者(52.63%vs 12.5%, P=0.045)。结论 EGFR突变患者人群能从后线免疫联合治疗中获益,但合并T790M突变的患者后线接受免疫联合治疗疗效差。因此,这部分患者的后续治疗和全程化管理需要探索更优的治疗策略来提高获益。 展开更多
关键词 肺肿瘤 表皮生长因子受体 基因突变 免疫治疗
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1990—2017年中国伤害负担:2017年全球疾病负担研究结果(摘译) 被引量:24
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作者 林泽婷(译) 吕来文(译) +20 位作者 黄晓晴(译) 李丽萍(审校) Duan Leilei Ye Pengpeng Juanita A Haagsma Jin Ye Wang Yuan Er Yuliang Deng Xiao Gao Xin Ji Cuirong Wang Linhong Marlena S Bannick W Cli Mountjoy-Venning Caitlin N Hawley zichen liu Mari Smith Spencer L James Theo Vos Christopher J L Murray 《伤害医学(电子版)》 2020年第2期52-59,共8页
伤害是全球性的公共卫生挑战,涉及各年龄组和不同性别的人群。过去三十年来,中国经济快速发展,人口老龄化趋势加重,社会呈现出城镇化、机动化和老龄化等特征。随着人们生活环境和生活方式的改变,伤害已跃居人群致死原因第五位,仅排在恶... 伤害是全球性的公共卫生挑战,涉及各年龄组和不同性别的人群。过去三十年来,中国经济快速发展,人口老龄化趋势加重,社会呈现出城镇化、机动化和老龄化等特征。随着人们生活环境和生活方式的改变,伤害已跃居人群致死原因第五位,仅排在恶性肿瘤、心脑血管疾病、呼吸系统疾病和心肌梗死之后。据估计,中国每年在伤害方面消耗的直接医疗费用约为650亿元人民币. 展开更多
关键词 直接医疗费用 呼吸系统疾病 心脑血管疾病 公共卫生 心肌梗死 恶性肿瘤 致死原因 人口老龄化趋势
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Effect of sodium alginate on phosphorus recovery by vivianite precipitation 被引量:5
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作者 Cong Zhang Dexiu Hu +1 位作者 Ruijie Yang zichen liu 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2020年第7期164-169,共6页
There are good prospects for phosphorus recovery from excess sludge by vivianite crystallization while a large number of extracellular polymeric substances in sludge will have impact on vivianite precipitation.In this... There are good prospects for phosphorus recovery from excess sludge by vivianite crystallization while a large number of extracellular polymeric substances in sludge will have impact on vivianite precipitation.In this study,as a representative of extracellular polymeric substance,the effect of sodium alginate(SA)on phosphorus recovery by vivianite precipitation under different initial SA concentrations(0–800 mg/L),p H values(6.5–9.0)and Fe/P molar ratios(1:1–2.4:1)was investigated using synthetic wastewater.The results showed that SA in low concentrations(≤400 mg/L)had little inhibitory effect on the phosphorus recovery rate.However,when the concentration of SA was larger than 400 mg/L,the phosphorus recovery rate decreased significantly with increasing SA concentrations.The inhibition rate of 800 mg/L SA was about 3 times as large as that of 400 mg/L SA.It was worth noting that the inhibitory effect of SA on vivianite precipitation decreased with increasing initial p H and Fe/P molar ratios.Additionally,SA has no obvious influence on the composition of products,but the morphology of harvested crystals was transformed from branches to plates or rods in uneven sizes. 展开更多
关键词 Phosphorus recovery Excess sludge VIVIANITE Sodium alginate
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Targeting LncRNA LLNLR-299G3.1 with antisense oligonucleotide inhibits malignancy of esophageal squamous cell carcinoma cells in vitro and in vivo 被引量:2
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作者 LI TIAN YONGYI HUANG +14 位作者 BAOZHEN ZHANG YI SONG LIN YANG QIANQIAN CHEN ZHENG WANG YILING WANG QIHAN HE WENHAN YANG SHUYONG YU TIANYU LU zichen liu KAIPING GAO XIUJUN FAN JIAN SONG RIHONG ZHAI 《Oncology Research》 SCIE 2023年第4期463-479,共17页
Accumulating evidence has indicated that long non-coding RNAs(lncRNAs)play critical roles in the development and progression of cancers,including esophageal squamous cell carcinoma(ESCC).However,the mechanisms of lncR... Accumulating evidence has indicated that long non-coding RNAs(lncRNAs)play critical roles in the development and progression of cancers,including esophageal squamous cell carcinoma(ESCC).However,the mechanisms of lncRNAs in ESCC are still incompletely understood and therapeutic attempts for in vivo targeting cancer-associated lncRNA remain a challenge.By RNA-sequencing analysis,we identified that LLNLR-299G3.1 was a novel ESCC-associated lncRNA.LLNLR-299G3.1 was up-regulated in ESCC tissues and cells and promoted ESCC cell proliferation and invasion.Silencing of LLNLR-299G3.1 with ASO(antisense oligonucleotide)resulted in opposite effects.Mechanistically,LLNLR-299G3.1 bound to cancerassociated RNA binding proteins and regulated the expression of cancer-related genes,including OSM,TNFRSF4,HRH3,and SSTR3.ChIRP-seq(chromatin isolation by RNA purification and sequencing)revealed that these genes contained enriched chromatin binding sites for LLNLR-299G3.1.Rescue experiments confirmed that the effects of LLNLR-299G3.1 on ESCC cell proliferation were dependent on interaction with HRH3 and TNFRSF4.Therapeutically,intravenous delivery of placental chondroitin sulfate A binding peptide-coated nanoparticles containing antisense oligonucleotide(pICSA-BP-ANPs)strongly inhibited ESCC tumor growth and significantly improved animal survival in vivo.Overall,our results suggest that LLNLR-299G3.1 promotes ESCC malignancy through regulating gene-chromatin interactions and targeting ESCC by pICSA-BP-ANPs may be an effective strategy for the treatment of lncRNA-associated ESCC. 展开更多
关键词 LLNLR-299G3.1 CHROMATIN Esophageal squamous cell carcinoma(ESCC) Antisense oligonucleotide(ASO) Placental chondroitin sulfate A binding peptide(plCSA-BP)-coated nanoparticles
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Progresses of mycobacteriophage-based Mycobacterium tuberculosis detection
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作者 zichen liu SIYAO GUO +3 位作者 MENGZHI JI KAILI SUN ZHONGFANG LI XIANGYU FAN 《BIOCELL》 SCIE 2020年第4期683-694,共12页
Tuberculosis(TB)remains a major cause of morbidity and mortality worldwide,particularly in developing countries.A rapid and efficient method for TB diagnosis is indispensable to check the trend of tuberculosis expansi... Tuberculosis(TB)remains a major cause of morbidity and mortality worldwide,particularly in developing countries.A rapid and efficient method for TB diagnosis is indispensable to check the trend of tuberculosis expansion.The emergence of drug-resistant bacteria has increased the challenge of rapid drug resistance tests.Due to its high specificity and sensitivity,bacteriophage-based diagnosis is intensively pursued.In this review,we mainly described mycobacteriophage-based diagnosis in TB detection,especially two prevalent approaches:fluorescent reporter phage and phage amplified biologically assay(PhaB).The rationale of reporter phage is that phage carrying fluorescent genes can infect host bacteria specifically.Phage amplified biological assay based on the principle that phages can infect the live Mycobacterium tuberculosis in the specimen under suitable conditions and produce plaques.Other phage-based diagnostic methods,such as a combination of the amplified biologically assay and nucleic acid amplification or lateral flow assays,are also actively explored.This review will help us improve the understanding of mycobacteriophages in TB detection and better promote the development of the rapid diagnosis of M.tuberculosis. 展开更多
关键词 MYCOBACTERIOPHAGE TUBERCULOSIS DIAGNOSIS REPORTER PHAGE PHAGE amplified biologically ASSAY
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Prophages domesticated by bacteria promote the adaptability of bacterial cells
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作者 zichen liu YUNFENG DENG +2 位作者 MENGZHI JI WENQING SUN XIANGYU FAN 《BIOCELL》 SCIE 2020年第2期157-166,共10页
Prophages are temperate phages integrated into the host bacterial genome.They play an important role in the adaptation and the pathogenicity of bacteria,especially pathogenic bacteria.In this review,we described the d... Prophages are temperate phages integrated into the host bacterial genome.They play an important role in the adaptation and the pathogenicity of bacteria,especially pathogenic bacteria.In this review,we described the distribution of prophages in different hosts and different environments,and focused on the significance of prophages.At the singlecell level,prophages can help the host adapt to harsh external environments by directly carrying virulence genes,encoding regulatory factors and activating lysogeny.At the population level,prophages can influence the overall evolutionary direction and ecological function of the host bacterial community.This review will help us understand the important role of prophages as unique organisms in individual bacteria and microbial populations. 展开更多
关键词 TEMPERATE PHAGE Adaptation Evolution Ecological function
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基于弯曲敏感石墨烯应变传感器和衍射深度神经网络的小数据手势识别
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作者 李瑾 刘子辰 陈希 《建模与仿真》 2025年第5期67-82,共16页
人工智能识别手势在认知神经科学和机械臂技术领域有着广泛的应用。最近,摄像头和应变传感器被用于收集不同手势的图片和随时间变化的响应数据,这些数据被输入人工神经网络进行识别。大量的输入数据会造成算力的浪费、大量的能源消耗和... 人工智能识别手势在认知神经科学和机械臂技术领域有着广泛的应用。最近,摄像头和应变传感器被用于收集不同手势的图片和随时间变化的响应数据,这些数据被输入人工神经网络进行识别。大量的输入数据会造成算力的浪费、大量的能源消耗和明显的时间延迟。文章介绍了一种基于弯曲敏感石墨烯应变传感器和衍射深度神经网络(Diffraction Deep Neural Network,D2NN)的手势识别方法。应变传感器是通过激光划线技术在氧化石墨烯(Graphene Oxide,GO)薄膜上制备的,在弯曲角度调节下表现出可调的电流响应。10个应变传感器位于手指关节处,用于捕捉不同手势下的电流响应,并将其转换为10像素图像,作为衍射深度神经网络的输入。在3次迭代内,识别0~9数字手势的仿真准确率可达到100%。输入数据量仅为10个,远低于已报道的手势识别设备。石墨烯应变传感器与光学神经形态计算的结合,为实现低成本、高效率、高准确度的人机交互铺平了道路。 展开更多
关键词 手势识别 小数据 应变传感器 衍射深度神经网络 激光还原氧化石墨烯
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Bacteriophages in water pollution control:Advantages and limitations 被引量:9
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作者 Mengzhi Ji zichen liu +3 位作者 Kaili Sun Zhongfang Li Xiangyu Fan Qiang Li 《Frontiers of Environmental Science & Engineering》 SCIE EI CSCD 2021年第5期29-43,共15页
Wastewater is a breeding ground for many pathogens,which may pose a threat to human health through various water transmission pathways.Therefore,a simple and effective method is urgently required to monitor and treat ... Wastewater is a breeding ground for many pathogens,which may pose a threat to human health through various water transmission pathways.Therefore,a simple and effective method is urgently required to monitor and treat wastewater.As bacterial viruses,bacteriophages(phages)are the most widely distributed and abundant organisms in the biosphere.Owing to their capacity to specifically infect bacterial hosts,they have recently been used as novel tools in water pollution control.The purpose of this review is to summarize and evaluate the roles of phages in monitoring pathogens,tracking pollution sources,treating pathogenic bacteria,infecting bloom-forming cyanobacteria,and controlling bulking sludge and biofilm pollution in wastewater treatment systems.We also discuss the limitations of phage usage in water pollution control,including phage-mediated horizontal gene transfer,the evolution of bacterial resistance,and phage concentration decrease.This review provides an integrated outlook on the use of phages in water pollution control. 展开更多
关键词 PHAGE Water pollution monitoring Harmful bacteria biocontrol Horizontal gene transfer Bacterial resistance
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Superconductivity in ThMo_2Si_2C with Mo_2C square net 被引量:1
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作者 zichen liu BaiZhuo Li +16 位作者 YuSen Xiao QingChen Duan YanWei Cui YuXue Mei Qian Tao ShuLi Wei ShuGang Tan Qiang Jing Qing Lu YuPing Sun YunYan liu ShengGui Fu Hao Jiang Zhi Ren ZhuAn Xu Cao Wang GuangHan Cao 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2021年第7期120-125,共6页
We report the superconductivity of a new quaternary compound ThMo_(2)Si_(2)C, synthesized with the arc-melting technique. The compound crystallizes in a tetragonal CeCr_(2)Si_(2)C-type structure with cell parameters o... We report the superconductivity of a new quaternary compound ThMo_(2)Si_(2)C, synthesized with the arc-melting technique. The compound crystallizes in a tetragonal CeCr_(2)Si_(2)C-type structure with cell parameters of a = 4.2296A and c = 5.3571 A. An interlayer Si–Si covalent bonding is suggested by the atomic distance. The electrical resistivity and magnetic susceptibility measurements indicate a Pauli-paramagnetic metal with dominant electron-electron scattering in the normal-state. Bulk superconductivity at 2.2 K is demonstrated with a dimensionless specific-heat jump of △C/γnT = 0.98. The superconducting parameters of the critical magnetic fields, coherence length, penetration depth, and superconducting energy gap are given. 展开更多
关键词 SUPERCONDUCTIVITY quaternary compound physical properties
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Effect of contamination and relative humidity on the function of thyristor voltage monitoring board
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作者 zichen liu Liming Wang +6 位作者 Hongwei Mei Bin Cao Fanghui Yin Yongsheng Xu Fuzeng Zhang Yi Jiang Masoud Farzaneh 《High Voltage》 SCIE EI 2022年第6期1165-1174,共10页
In recent years,shutdown accidents caused by thyristor voltage monitoring(TVM)board failure have occurred several times in converter stations.With the increase of operation time,the working reliability problem of TVM ... In recent years,shutdown accidents caused by thyristor voltage monitoring(TVM)board failure have occurred several times in converter stations.With the increase of operation time,the working reliability problem of TVM board becomes a challenge to the safe operation.This paper studies the effects of pollution severity and relative humidity(RH)on the function of TVM board.The results show that the increase of RH can lead to the advance or even disappearance of check-back signals.Furthermore,the increase of pollution severity can decrease the failure RH threshold.Through simulation and equivalent experiment,it is verified that the resistance decrease of the voltage balancing resistor under the combined effect of contamination and RH is the main reason for the advance of check-back signals.According to the experiments,it is found that the upper surface contamination has a greater effect on the function of TVM board than the lower surface contamination,resulting in more decrease of the failure RH threshold.In addition,leakage current at different RH is also measured.Results show that the pulse peak of leakage current is closely related to check-back signals.When the pulse peak is too small or disappears,check-back signals also disappear,indicating that the TVM board fails. 展开更多
关键词 FUNCTION humidity TVM
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