Since the successful exfoliation of graphene in 2014,twodimensional(2D)materials have explosively increased in the past few years[1].2D pnictogen materials with intriguing properties beyond graphene are gradually comi...Since the successful exfoliation of graphene in 2014,twodimensional(2D)materials have explosively increased in the past few years[1].2D pnictogen materials with intriguing properties beyond graphene are gradually coming into eyesight,such as black phosphorous(BP)[2],arsenene[3],antimonene[4],bismuthine[5],etc.BP is a star material in 2D materials.展开更多
Background and objective Once the malignant pleural or peritoneal effusion is developed it is difficult to control.This report presents a new method for controlling the malignant effusions.Methods Forty-eight patients...Background and objective Once the malignant pleural or peritoneal effusion is developed it is difficult to control.This report presents a new method for controlling the malignant effusions.Methods Forty-eight patients,29 males and 19 females with an average age of 61.2 years old,who were satisfied with the study inclusion criteria,were recruited in this study.Twenty-seven and 21 patients had a malignant pleural and peritoneal effusion,respectively.After draining most of fluids,these patients received intra-cavity infusion of rAd-p53 once per week for 4 weeks,at dose of 2×1012 viral particles(VP) diluted into 200 mL of saline solution for pleural effusions,and 4×1012 VP diluted into 500 mL of saline solution for peritoneal effusions.Results Participants were followed up for a median time of 13.6 month.A total of 11 cases,7 with pleural effusions and 4 with peritoneal effusions achieved a complete response(CR),and 20 cases(12 pleural effusions and 8 peritoneal effusions) had a partial response(PR).The overall response rate is 64.6%.Patients' quality of life,assessed by using Karnofsky performance scale(KPS) scores,was improved by an average of 26.4.The one-year of overall survival rate was 54.2% with a median survival time of 12.5 months.There were no serious side effects observed except for self-limited fever found in 79.8% of the cases.Conclusions Intra-cavity infusion of rAd-p53 is an effective and safe treatment for the patients with malignant pleural or peritoneal effusions,especially for those patients who can't tolerate the standard treatments.展开更多
背景与目的原发性纵隔生殖细胞瘤(primary mediastinal germ cell tumor,PMGCT)是一种相对罕见且偶尔会具有高度侵袭性的纵隔肿瘤。目前对PMGCT的疾病特异性生存期(disease special survival,DSS)的相关研究报道较少,大数据分析亦相对较...背景与目的原发性纵隔生殖细胞瘤(primary mediastinal germ cell tumor,PMGCT)是一种相对罕见且偶尔会具有高度侵袭性的纵隔肿瘤。目前对PMGCT的疾病特异性生存期(disease special survival,DSS)的相关研究报道较少,大数据分析亦相对较少,DSS预后模型也较为少见。本研究旨在探讨影响PMGCT DSS的预后相关因素,并构建简便、有效、可对PMGCT患者DSS预后情况进行预测的列线图。方法回顾性分析从监测、流行病学和最终结果(Surveillance,Epidemiology,and End Results,SEER)数据库提取的1975年-2019年共347例PMGCT患者的临床病理资料。采用Kaplan-Meier法及Log-rank检验估计DSS。执行Cox比例风险回归模型筛选影响预后的独立危险因素,构建个体化列线图预测PMGCT患者的3年、5年、8年DSS。通过受试者工作特征(receiver operating characteristic,ROC)曲线、校正曲线及决策曲线分析(decision curve analysis,DCA)评估模型的预测精度。结果PMGCT患者的3年、5年、8年生存率分别为84.6%、83.6%、83.3%。单因素Cox回归分析显示组织学分型、手术与否、年龄、肿瘤大小、肿瘤转移情况及肿瘤分期6项因素可影响PMGCT的预后(P<0.05),多因素Cox回归分析显示组织学分型、手术与否、年龄、肿瘤大小是PMGCT患者预后的独立危险因素(P<0.05),利用这些独立危险因素构建了列线图模型。ROC的曲线下面积(area under the curve,AUC)为0.824,3年、5年、8年生存时间的校正曲线以及DCA曲线,三者结果提示本研究的列线图评估预测结果与真实结果之间有良好的一致性。结论PMGCT中组织学分型为精原细胞瘤的患者比非精原细胞瘤患者预后更佳,年龄>40岁、肿瘤大小≥15 cm且未进行过手术治疗的患者预后不佳。列线图模型可以对PMGCT患者的DSS进行准确直观的预测。展开更多
BACKGROUND Recently,artificial intelligence(AI)has been widely used in gastrointestinal endoscopy examinations.AIM To comprehensively evaluate the application of AI-assisted endoscopy in detecting different digestive ...BACKGROUND Recently,artificial intelligence(AI)has been widely used in gastrointestinal endoscopy examinations.AIM To comprehensively evaluate the application of AI-assisted endoscopy in detecting different digestive diseases using bibliometric analysis.METHODS Relevant publications from the Web of Science published from 1990 to 2022 were extracted using a combination of the search terms“AI”and“endoscopy”.The following information was recorded from the included publications:Title,author,institution,country,endoscopy type,disease type,performance of AI,publication,citation,journal and H-index.RESULTS A total of 446 studies were included.The number of articles reached its peak in 2021,and the annual citation numbers increased after 2006.China,the United States and Japan were dominant countries in this field,accounting for 28.7%,16.8%,and 15.7%of publications,respectively.The Tada Tomohiro Institute of Gastroenterology and Proctology was the most influential institution.“Cancer”and“polyps”were the hotspots in this field.Colorectal polyps were the most concerning and researched disease,followed by gastric cancer and gastrointestinal bleeding.Conventional endoscopy was the most common type of examination.The accuracy of AI in detecting Barrett’s esophagus,colorectal polyps and gastric cancer from 2018 to 2022 is 87.6%,93.7%and 88.3%,respectively.The detection rates of adenoma and gastrointestinal bleeding from 2018 to 2022 are 31.3%and 96.2%,respectively.CONCLUSION AI could improve the detection rate of digestive tract diseases and a convolutional neural network-based diagnosis program for endoscopic images shows promising results.展开更多
Background:Melatonin,a natural hormone secreted by the pineal gland,has been reported to exhibit antitumor properties through diverse mechanisms of action.However,the oncostatic function of melatonin on esophageal squ...Background:Melatonin,a natural hormone secreted by the pineal gland,has been reported to exhibit antitumor properties through diverse mechanisms of action.However,the oncostatic function of melatonin on esophageal squamous cell carcinoma(ESCC) remains elusive.This study was conducted to investigate the potential effect and underlying molecular mechanism of melatonin as single anticancer agent against ESCC cells.Methods:ESCC cell lines treated with or without melatonin were used in this study.In vitro colony formation and 5-Ethynyl-2’-deoxyuridine(EdU) incorporation assays,and nude mice tumor xenograft model were used to confirm the proliferative capacities of ESCC cells.RNA-seq,qPCR,Western blotting,recombinant lentivirus-mediated target gene overexpression or knockdown,plasmids transfection and co-IP were applied to investigate the underlying molecular mechanism by which melatonin inhibited ESCC cell growth.IHC staining on ESCC tissue microarray and further survival analyses were performed to explore the relationship between target genes’ expression and prognosis of ESCC.Results:Melatonin treatment dose-dependently inhibited the proliferative ability and the expression of histone deacetylase 7(HDAC7),c-Myc and ubiquitin-specific peptidase 10(USP10) in ESCC cells(P<0.05).The expressions of HDAC7,c-Myc and USP10 in tumors were significantly higher than the paired normal tissues from 148 ESCC patients(P<0.001).Then,the Kaplan-Meier survival analysis suggested that ESCC patients with high HDAC7,c-Myc or USP10levels predicted worse overall survival(log-rank P<0.001).Co-IP and Western blotting further revealed that HDAC7physically deacetylated and activated β-catenin thus promoting downstream target c-Myc gene transcription.Notably,our mechanistic study validated that HDAC7/β-catenin/c-Myc could form the positive feedback loop to enhance ESCC cell growth,and USP10 could deubiquitinate and stabilize HDAC7 protein in the ESCC cells.Additionally,we verified that inhibition of the HDAC7/β-catenin/c-Myc axis and USP10/HDAC7 pathway mediated the anti-proliferative action of melatonin on ESCC cells.Conclusions:Our findings elucidate that melatonin mitigates the HDAC7/β-catenin/c-Myc positive feedback loop and inhibits the USP10-maintained HDAC7 protein stability thus suppressing ESCC cell growth,and provides the reference for identifying biomarkers and therapeutic targets for ESCC.展开更多
Pinus is an economically and ecologically important genus whose members are dominant components globally in low-latitude mountainous and mid-latitude temperate forests.Pinus species richness is currently concentrated ...Pinus is an economically and ecologically important genus whose members are dominant components globally in low-latitude mountainous and mid-latitude temperate forests.Pinus species richness is currently concentrated in subtropical mid-low latitudes of the Northern Hemisphere,differing from the latitudinal diversity gradient mostly recognized in woody angiosperms.How the present pattern was developing in Earth's past is still poorly studied,particularly in eastern Asia.Here,a new fossil species,Pinus shengxianica sp.nov.is described based on a fossil seed cone from the Late Miocene Shengxian Formation in Zhejiang,southeast China.A co-occurring cone is recognized as a known fossil species,Pinus speciosa Li.Extensive comparison of extant and fossil members of Pinus suggests P.shengxianica shares a striking cone similarity to Pinus merkusii and Pinus latteri(subsection Pinus)from tropical Southeast Asia in having annular bulges around the umbo on the apophysis.The morphological resemblance indicates these two extant low-latitude pines probably possess a close affinity with the present newly-discovered P.shengxianica and originated from East Asian mid-low latitude ancestors during this generic re-diversification in the Miocene.This scenario is consistent with the evolutionary trajectory reflected by the pine fossil history and molecular data,marking the Miocene as a key period for the origin and evolution of most extant pines globally.The co-occurrences of diverse conifers and broadleaved angiosperms preferring diverse niches demonstrate Late Miocene eastern Zhejiang was one of the hot spots for coniferophyte diversity and hosted a needled-broadleaved mixed forest with complex vegetation structure and an altitudinal zonation.展开更多
Random and fluctuating wind speeds make it difficult to stabilize the wind-power output,which complicates the execution of wind-farm control systems and increases the response frequency.In this study,a novel predictio...Random and fluctuating wind speeds make it difficult to stabilize the wind-power output,which complicates the execution of wind-farm control systems and increases the response frequency.In this study,a novel prediction model for ultrashort-term wind-speed prediction in wind farms is developed by combining a deep belief network,the Elman neural network,and the Hilbert-Huang transform modified using an improved particle swarm optimization algorithm.The experimental results show that the prediction results of the proposed deep neural network is better than that of shallow neural networks.Although the complexity of the model is high,the accuracy of wind-speed prediction and stability are also high.The proposed model effectively improves the accuracy of ultrashort-term wind-speed forecasting in wind farms.展开更多
The head-related transfer function(HRTF)plays a vital role in immersive virtual reality and augmented reality technologies,especially in spatial audio synthesis for binaural reproduction.This article proposes a deep l...The head-related transfer function(HRTF)plays a vital role in immersive virtual reality and augmented reality technologies,especially in spatial audio synthesis for binaural reproduction.This article proposes a deep learning method with generic HRTF amplitudes and anthropometric parameters as input features for individual HRTF generation.By designing fully convolutional neural networks,the key anthropometric parameters and the generic HRTF amplitudes were used to predict each individual HRTF amplitude spectrum in the full-space directions,and the interaural time delay(ITD)was predicted by the transformer module.In the amplitude prediction model,the attention mechanism was adopted to better capture the relationship of HRTF amplitude spectra at two distinctive directions with large angle differences in space.Finally,with the minimum phase model,the predicted amplitude spectrum and ITDs were used to obtain a set of individual head-related impulse responses.Besides the separate training of the HRTF amplitude and ITD generation models,their joint training was also considered and evaluated.The root-mean-square error and the log-spectral distortion were selected as objective measurement metrics to evaluate the performance.Subjective experiments further showed that the auditory source localisation performance of the proposed method was better than other methods in most cases.展开更多
Background and Objective: Transthoracic and transabdominal approaches are commonly used for the surgical treatment of adenocarcinoma of the cardia. Which approach is better has been controversial for quite a long time...Background and Objective: Transthoracic and transabdominal approaches are commonly used for the surgical treatment of adenocarcinoma of the cardia. Which approach is better has been controversial for quite a long time. Our study aimed to compare the surgical trauma, range of lymph node dissection, and the prognosis of the transthoracic and transabdominal approaches for the treatment of adenocarcinoma of the cardia. Methods: The medical records of 331 patients with adenocarcinoma of the cardia treated in our hospital between 1994 and 2003 were analyzed. Of the 331 patients, 284 underwent operation via transthoracic approach and 47 via transabdominal approach. Surgery-related status, postoperative complications, range of removed lymph nodes and prognosis of the two groups were compared. Results: There was no significant difference in surgery-related status and postoperative complications between the two groups (P >0.05). The mean number of removed lymph nodes from the thoracic cavity was much higher in transthoracic group than in transabdominal group (P < 0.001), while that from the abdominal cavity was similar in both groups (P = 0.404). The thoracic lymph node metastasis rate was 18.8% in transthoracic group and 13.3% in transabdominal group. The median survival time was 29 months in transthoracic group and 28 months in transabdominal group, and the 5-year survival rates were 34.9% and 40.1% (P= 0.599). Conclusions: For the surgical treatment of adenocarcinoma of the cardia, the surgical trauma of the transthoracic approach is similar with that of transabdominal approach. The transthoracic approach has the advantage in thoracic lymph node dissection. The two approaches have no obvious effect on the prognosis.展开更多
基金the National Natural Science Foundation of China(22022505 and 21872069)the Fundamental Research Funds for the Central Universities of China(020514380266,020514380272,and 020514380274)+5 种基金the Scientific and Technological Innovation Special Fund for Carbon Peak and Carbon Neutrality of Jiangsu Province(BK20220008)the Scientific and Technological Achievements Transformation Special Fund of Jiangsu Province(BA2023037)the International Collaboration Research Program of Nanjing City(202201007 and 2022SX00000955)the Gusu Leading Talent Program of Scientific and Technological Innovation and Entrepreneurship of Wujiang District in Suzhou City(ZXL2021273)the National Key Research and Development Program of China(2022YFB3803300,2023YFE0116800)Beijing Natural Science Foundation(IS23037).
文摘Since the successful exfoliation of graphene in 2014,twodimensional(2D)materials have explosively increased in the past few years[1].2D pnictogen materials with intriguing properties beyond graphene are gradually coming into eyesight,such as black phosphorous(BP)[2],arsenene[3],antimonene[4],bismuthine[5],etc.BP is a star material in 2D materials.
文摘Background and objective Once the malignant pleural or peritoneal effusion is developed it is difficult to control.This report presents a new method for controlling the malignant effusions.Methods Forty-eight patients,29 males and 19 females with an average age of 61.2 years old,who were satisfied with the study inclusion criteria,were recruited in this study.Twenty-seven and 21 patients had a malignant pleural and peritoneal effusion,respectively.After draining most of fluids,these patients received intra-cavity infusion of rAd-p53 once per week for 4 weeks,at dose of 2×1012 viral particles(VP) diluted into 200 mL of saline solution for pleural effusions,and 4×1012 VP diluted into 500 mL of saline solution for peritoneal effusions.Results Participants were followed up for a median time of 13.6 month.A total of 11 cases,7 with pleural effusions and 4 with peritoneal effusions achieved a complete response(CR),and 20 cases(12 pleural effusions and 8 peritoneal effusions) had a partial response(PR).The overall response rate is 64.6%.Patients' quality of life,assessed by using Karnofsky performance scale(KPS) scores,was improved by an average of 26.4.The one-year of overall survival rate was 54.2% with a median survival time of 12.5 months.There were no serious side effects observed except for self-limited fever found in 79.8% of the cases.Conclusions Intra-cavity infusion of rAd-p53 is an effective and safe treatment for the patients with malignant pleural or peritoneal effusions,especially for those patients who can't tolerate the standard treatments.
文摘背景与目的原发性纵隔生殖细胞瘤(primary mediastinal germ cell tumor,PMGCT)是一种相对罕见且偶尔会具有高度侵袭性的纵隔肿瘤。目前对PMGCT的疾病特异性生存期(disease special survival,DSS)的相关研究报道较少,大数据分析亦相对较少,DSS预后模型也较为少见。本研究旨在探讨影响PMGCT DSS的预后相关因素,并构建简便、有效、可对PMGCT患者DSS预后情况进行预测的列线图。方法回顾性分析从监测、流行病学和最终结果(Surveillance,Epidemiology,and End Results,SEER)数据库提取的1975年-2019年共347例PMGCT患者的临床病理资料。采用Kaplan-Meier法及Log-rank检验估计DSS。执行Cox比例风险回归模型筛选影响预后的独立危险因素,构建个体化列线图预测PMGCT患者的3年、5年、8年DSS。通过受试者工作特征(receiver operating characteristic,ROC)曲线、校正曲线及决策曲线分析(decision curve analysis,DCA)评估模型的预测精度。结果PMGCT患者的3年、5年、8年生存率分别为84.6%、83.6%、83.3%。单因素Cox回归分析显示组织学分型、手术与否、年龄、肿瘤大小、肿瘤转移情况及肿瘤分期6项因素可影响PMGCT的预后(P<0.05),多因素Cox回归分析显示组织学分型、手术与否、年龄、肿瘤大小是PMGCT患者预后的独立危险因素(P<0.05),利用这些独立危险因素构建了列线图模型。ROC的曲线下面积(area under the curve,AUC)为0.824,3年、5年、8年生存时间的校正曲线以及DCA曲线,三者结果提示本研究的列线图评估预测结果与真实结果之间有良好的一致性。结论PMGCT中组织学分型为精原细胞瘤的患者比非精原细胞瘤患者预后更佳,年龄>40岁、肿瘤大小≥15 cm且未进行过手术治疗的患者预后不佳。列线图模型可以对PMGCT患者的DSS进行准确直观的预测。
基金Supported by the National Natural Science Foundation of China,No.82000531Project for Academic and Technical Leaders of Major Disciplines in Jiangxi Province,No.20212BCJL23065+1 种基金Key Research and Development Program of Jiangxi Province,No.20212BBG73018Youth Project of the Jiangxi Natural Science Foundation,No.20202BABL216006.
文摘BACKGROUND Recently,artificial intelligence(AI)has been widely used in gastrointestinal endoscopy examinations.AIM To comprehensively evaluate the application of AI-assisted endoscopy in detecting different digestive diseases using bibliometric analysis.METHODS Relevant publications from the Web of Science published from 1990 to 2022 were extracted using a combination of the search terms“AI”and“endoscopy”.The following information was recorded from the included publications:Title,author,institution,country,endoscopy type,disease type,performance of AI,publication,citation,journal and H-index.RESULTS A total of 446 studies were included.The number of articles reached its peak in 2021,and the annual citation numbers increased after 2006.China,the United States and Japan were dominant countries in this field,accounting for 28.7%,16.8%,and 15.7%of publications,respectively.The Tada Tomohiro Institute of Gastroenterology and Proctology was the most influential institution.“Cancer”and“polyps”were the hotspots in this field.Colorectal polyps were the most concerning and researched disease,followed by gastric cancer and gastrointestinal bleeding.Conventional endoscopy was the most common type of examination.The accuracy of AI in detecting Barrett’s esophagus,colorectal polyps and gastric cancer from 2018 to 2022 is 87.6%,93.7%and 88.3%,respectively.The detection rates of adenoma and gastrointestinal bleeding from 2018 to 2022 are 31.3%and 96.2%,respectively.CONCLUSION AI could improve the detection rate of digestive tract diseases and a convolutional neural network-based diagnosis program for endoscopic images shows promising results.
基金supported by the National Natural Science Foundation of China (82103508, 81871866, 82173252, 81672996)the Natural Science Foundation of Shaanxi Province (2022JQ?862)。
文摘Background:Melatonin,a natural hormone secreted by the pineal gland,has been reported to exhibit antitumor properties through diverse mechanisms of action.However,the oncostatic function of melatonin on esophageal squamous cell carcinoma(ESCC) remains elusive.This study was conducted to investigate the potential effect and underlying molecular mechanism of melatonin as single anticancer agent against ESCC cells.Methods:ESCC cell lines treated with or without melatonin were used in this study.In vitro colony formation and 5-Ethynyl-2’-deoxyuridine(EdU) incorporation assays,and nude mice tumor xenograft model were used to confirm the proliferative capacities of ESCC cells.RNA-seq,qPCR,Western blotting,recombinant lentivirus-mediated target gene overexpression or knockdown,plasmids transfection and co-IP were applied to investigate the underlying molecular mechanism by which melatonin inhibited ESCC cell growth.IHC staining on ESCC tissue microarray and further survival analyses were performed to explore the relationship between target genes’ expression and prognosis of ESCC.Results:Melatonin treatment dose-dependently inhibited the proliferative ability and the expression of histone deacetylase 7(HDAC7),c-Myc and ubiquitin-specific peptidase 10(USP10) in ESCC cells(P<0.05).The expressions of HDAC7,c-Myc and USP10 in tumors were significantly higher than the paired normal tissues from 148 ESCC patients(P<0.001).Then,the Kaplan-Meier survival analysis suggested that ESCC patients with high HDAC7,c-Myc or USP10levels predicted worse overall survival(log-rank P<0.001).Co-IP and Western blotting further revealed that HDAC7physically deacetylated and activated β-catenin thus promoting downstream target c-Myc gene transcription.Notably,our mechanistic study validated that HDAC7/β-catenin/c-Myc could form the positive feedback loop to enhance ESCC cell growth,and USP10 could deubiquitinate and stabilize HDAC7 protein in the ESCC cells.Additionally,we verified that inhibition of the HDAC7/β-catenin/c-Myc axis and USP10/HDAC7 pathway mediated the anti-proliferative action of melatonin on ESCC cells.Conclusions:Our findings elucidate that melatonin mitigates the HDAC7/β-catenin/c-Myc positive feedback loop and inhibits the USP10-maintained HDAC7 protein stability thus suppressing ESCC cell growth,and provides the reference for identifying biomarkers and therapeutic targets for ESCC.
基金This work was funded in part by the National Natural Science Foundation of China(No.41872017)the Foundation of State Key Laboratory of Palaeobiology and Stratigraphy(Nanjing Institute of Geology and Palaeontology,CAS)(Nos.193113 and 183125)+1 种基金the Fundamental Research Funds for the Central Universities,CHD(Nos.300102272206,300102271402 and 300102271403)the Undergraduate Innovation and Entrepreneurship Project(No.S202210710194).
文摘Pinus is an economically and ecologically important genus whose members are dominant components globally in low-latitude mountainous and mid-latitude temperate forests.Pinus species richness is currently concentrated in subtropical mid-low latitudes of the Northern Hemisphere,differing from the latitudinal diversity gradient mostly recognized in woody angiosperms.How the present pattern was developing in Earth's past is still poorly studied,particularly in eastern Asia.Here,a new fossil species,Pinus shengxianica sp.nov.is described based on a fossil seed cone from the Late Miocene Shengxian Formation in Zhejiang,southeast China.A co-occurring cone is recognized as a known fossil species,Pinus speciosa Li.Extensive comparison of extant and fossil members of Pinus suggests P.shengxianica shares a striking cone similarity to Pinus merkusii and Pinus latteri(subsection Pinus)from tropical Southeast Asia in having annular bulges around the umbo on the apophysis.The morphological resemblance indicates these two extant low-latitude pines probably possess a close affinity with the present newly-discovered P.shengxianica and originated from East Asian mid-low latitude ancestors during this generic re-diversification in the Miocene.This scenario is consistent with the evolutionary trajectory reflected by the pine fossil history and molecular data,marking the Miocene as a key period for the origin and evolution of most extant pines globally.The co-occurrences of diverse conifers and broadleaved angiosperms preferring diverse niches demonstrate Late Miocene eastern Zhejiang was one of the hot spots for coniferophyte diversity and hosted a needled-broadleaved mixed forest with complex vegetation structure and an altitudinal zonation.
基金This study was supported by the Research and Application of Key Technologies in the Design of Large Onshore Smart Wind Power Base(Grant No.XBY-ZDKJ-2020-05)the Scientific Research Project of the China Electric Power Construction Corporation:Research and Application of Key Technologies in the Design of an Onshore Smart Wind Power Base(Grant No.DJ-ZDXM-2020-52)+2 种基金the Danish Energy Agency(Grant No.64013-0405)the Fundamental Research Funds for the Central Universities(Grant No.B210201018)the Jiangsu Province Policy Guidance Program(Grant No.BZ2021019).
文摘Random and fluctuating wind speeds make it difficult to stabilize the wind-power output,which complicates the execution of wind-farm control systems and increases the response frequency.In this study,a novel prediction model for ultrashort-term wind-speed prediction in wind farms is developed by combining a deep belief network,the Elman neural network,and the Hilbert-Huang transform modified using an improved particle swarm optimization algorithm.The experimental results show that the prediction results of the proposed deep neural network is better than that of shallow neural networks.Although the complexity of the model is high,the accuracy of wind-speed prediction and stability are also high.The proposed model effectively improves the accuracy of ultrashort-term wind-speed forecasting in wind farms.
基金National Key Research&Development,R&D Program of China,Grant/Award Number:2021YFB3201702National Natural Science Foundation of China,Grant/Award Number:12074403。
文摘The head-related transfer function(HRTF)plays a vital role in immersive virtual reality and augmented reality technologies,especially in spatial audio synthesis for binaural reproduction.This article proposes a deep learning method with generic HRTF amplitudes and anthropometric parameters as input features for individual HRTF generation.By designing fully convolutional neural networks,the key anthropometric parameters and the generic HRTF amplitudes were used to predict each individual HRTF amplitude spectrum in the full-space directions,and the interaural time delay(ITD)was predicted by the transformer module.In the amplitude prediction model,the attention mechanism was adopted to better capture the relationship of HRTF amplitude spectra at two distinctive directions with large angle differences in space.Finally,with the minimum phase model,the predicted amplitude spectrum and ITDs were used to obtain a set of individual head-related impulse responses.Besides the separate training of the HRTF amplitude and ITD generation models,their joint training was also considered and evaluated.The root-mean-square error and the log-spectral distortion were selected as objective measurement metrics to evaluate the performance.Subjective experiments further showed that the auditory source localisation performance of the proposed method was better than other methods in most cases.
文摘Background and Objective: Transthoracic and transabdominal approaches are commonly used for the surgical treatment of adenocarcinoma of the cardia. Which approach is better has been controversial for quite a long time. Our study aimed to compare the surgical trauma, range of lymph node dissection, and the prognosis of the transthoracic and transabdominal approaches for the treatment of adenocarcinoma of the cardia. Methods: The medical records of 331 patients with adenocarcinoma of the cardia treated in our hospital between 1994 and 2003 were analyzed. Of the 331 patients, 284 underwent operation via transthoracic approach and 47 via transabdominal approach. Surgery-related status, postoperative complications, range of removed lymph nodes and prognosis of the two groups were compared. Results: There was no significant difference in surgery-related status and postoperative complications between the two groups (P >0.05). The mean number of removed lymph nodes from the thoracic cavity was much higher in transthoracic group than in transabdominal group (P < 0.001), while that from the abdominal cavity was similar in both groups (P = 0.404). The thoracic lymph node metastasis rate was 18.8% in transthoracic group and 13.3% in transabdominal group. The median survival time was 29 months in transthoracic group and 28 months in transabdominal group, and the 5-year survival rates were 34.9% and 40.1% (P= 0.599). Conclusions: For the surgical treatment of adenocarcinoma of the cardia, the surgical trauma of the transthoracic approach is similar with that of transabdominal approach. The transthoracic approach has the advantage in thoracic lymph node dissection. The two approaches have no obvious effect on the prognosis.