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| 1 | Convolutional Neural Networks Based Indoor Wi-Fi Localization with a Novel Kind of CSI Images显示文摘Indoor Wi-Fi localization of mobile devices plays a more and more important role along with the rapid growth of location-based services and Wi-Fi mobile devices.In this paper,a new method of constructing the channel state information(CSI)image is proposed to improve the localization accuracy.Compared with previous methods of constructing the CSI image,the new kind of CSI image proposed is able to contain more channel information such as the angle of arrival(AoA),the time of arrival(TOA)and the amplitude.We construct three gray images by using phase differences of different antennas and amplitudes of different subcarriers of one antenna,and then merge them to form one RGB image.The localization method has off-line stage and on-line stage.In the off-line stage,the composed three-channel RGB images at training locations are used to train a convolutional neural network(CNN)which has been proved to be efficient in image recognition.In the on-line stage,images at test locations are fed to the well-trained CNN model and the localization result is the weighted mean value with highest output values.The performance of the proposed method is verified with extensive experiments in the representative indoor environment. | Haihan Li Xiangsheng Zeng Yunzhou Li Shidong Zhou Jing Wang | 2019 | China Communications2019，16，9： | 7 |
| 2 | Prediction of geological characteristics from shield operational parameters by integrating grid search and K-fold cross validation into stacking classification algorithm显示文摘This study presents a framework for predicting geological characteristics based on integrating a stacking classification algorithm(SCA) with a grid search(GS) and K-fold cross validation(K-CV). The SCA includes two learner layers: a primary learner’s layer and meta-classifier layer. The accuracy of the SCA can be improved by using the GS and K-CV. The GS was developed to match the hyper-parameters and optimise complicated problems. The K-CV is commonly applied to changing the validation set in a training set. In general, a GS is usually combined with K-CV to produce a corresponding evaluation index and select the best hyper-parameters. The torque penetration index(TPI) and field penetration index(FPI) are proposed based on shield parameters to express the geological characteristics. The elbow method(EM) and silhouette coefficient(Si) are employed to determine the types of geological characteristics(K) in a Kmeans++ algorithm. A case study on mixed ground in Guangzhou is adopted to validate the applicability of the developed model. The results show that with the developed framework, the four selected parameters, i.e. thrust, advance rate, cutterhead rotation speed and cutterhead torque, can be used to effectively predict the corresponding geological characteristics. | Tao Yan Shui-Long Shen Annan Zhou Xiangsheng Chen | 2022 | Journal of Rock Mechanics and Geotechnical Engineering2022，14，4： | 3 |
| 3 | A joint call for actions to advance taxonomy in China显示文摘Taxonomy plays an important role in understanding the origin, evolution, and ecological functionality of biodiversity. There are large number of unknown species yet to be described by taxonomists, which together with their ecosystem services cannot be effectively protected prior to description. Despite this, taxonomy has been increasingly underrated insufficient funds and permanent positions to retain young talents. Further, the impact factordriven evaluation systems in China exacerbate this downward trend, so alternative evaluation metrics are urgently necessary. When the current generation of outstanding taxonomists retires,there will be too few remaining taxonomists left to train the next generation. In light of these challenges, all co-authors worked together on this paper to analyze the current situation of taxonomy and put out a joint call for immediate actions to advance taxonomy in China. | Chaodong Zhu Arong Luo Ming Bai Michael COrr Zhonge Hou Siqin Ge Jun Chen Yibo Hu Xuming Zhou Gexia Qiao Hongzhi Kong Limin Lu Xiaohua Jin Lei Cai Xinli Wei Ruilin Zhao Wei Miao Qingfeng Wang Zhongli Sha Qiang Lin Meng Qu Jianping Jiang Jiatang Li Jing Che Xuelong Jiang Xiaoyong Chen Lianming Gao Zongxin Ren Chunlei Xiang Shixiao Luo Donghui Wu Dong Liu Yanqiong Peng Tao Su Chenyang Cai Tianqi Zhu Wanzhi Cai Xingyue Liu Hu Li Huaijun Xue Zhen Ye Xuexin Chen Pu Tang Shujun Wei Hong Pang Qiang Xie Feng Zhang Feng Zhang Xianjin Peng Aibing Zhang Taiping Gao Changfa Zhou Chen Shao Libin Ma Zhaoming Wei Yunxia Luan Ziwei Yin Wu Dai Cong Wei Xiaolei Huang Jingxian Liu Xiangsheng Chen Tianci Yi Zhisheng Zhang Zhulidezi Aishan Qin Li Hongying Hu | 2022 | Zoological Systematics2022，47，3： | 1 |
| 4 | Fabrication of photonic crystals with functional defects by one-step holographic lithography显示文摘 | Juntao Li Yikun Liu Xiangsheng Xie Peiqing Zhang Bing Liang Li Yan Jianying Zhou Gershon Kurizki Daniel Jacobs Kam Sing Wong and Yongchun Zhong | 2008 | Optics Express2008，16，12： | 1 |
| 5 | End End-to to-End Chinese Entity Recognition Based on BERT BERT-BiLSTM BiLSTM-ATT ATT-CRF显示文摘Traditional named entity recognition methods need professional domain knowl-edge and a large amount of human participation to extract features,as well as the Chinese named entity recognition method based on a neural network model,which brings the prob-lem that vector representation is too singular in the process of character vector representa-tion.To solve the above problem,we propose a Chinese named entity recognition method based on the BERT-BiLSTM-ATT-CRF model.Firstly,we use the bidirectional encoder representations from transformers(BERT)pre-training language model to obtain the se-mantic vector of the word according to the context information of the word;Secondly,the word vectors trained by BERT are input into the bidirectional long-term and short-term memory network embedded with attention mechanism(BiLSTM-ATT)to capture the most important semantic information in the sentence;Finally,the conditional random field(CRF)is used to learn the dependence between adjacent tags to obtain the global optimal sentence level tag sequence.The experimental results show that the proposed model achieves state-of-the-art performance on both Microsoft Research Asia(MSRA)corpus and people’s daily corpus,with F1 values of 94.77% and 95.97% respectively. | LI Daiyi TU Yaofeng ZHOU Xiangsheng ZHANG Yangming MA Zongmin | 2022 | ZTE Communications2022，20，S01： | 1 |
| 6 | Direct and continuous synthesis of concentrated hydro- gen peroxide by the gaseous reaction of HJO2 non-equi-librium plasma 显示文摘 | Zhou Juneheng Guo Hongchen Wang Xiangsheng | 2005 | Chem Commun2005，，： | 1 |
| 7 | Direct and continuous synthesis of concentrated hydrogen peroxide by the gaseous reaction of H2/O2 nonequilibrium plasma显示文摘 | Zhou Juncheng Guo Hongchen Wang Xiangsheng | 2005 | Chem Commun2005，，： | 1 |
| 8 | Direct and continuous synthesis of concentrated hydrogen peroxide by the gaseous reaction of H2/O2 non-equilibrium plasma显示文摘 | Guo Hongchen Wang Xiangsheng | 2005 | Chem Commun2005，，： | 1 |
| 9 | Dietary cholesterol promotes growth and ecdysone signalling pathway by modulating cholesterol transport in swimming crabs(Portunus trituberculatus)显示文摘Cholesterol,as an indispensable nutrient,regulates molting and growth in crustacean.As crustaceans are unable to biosynthesize cholesterol de novo,it is central to understand how dietary cholesterol affects molting in crustaceans.An 8-week feeding trial was conducted to evaluate the effects of dietary cholesterol level(0.12%,0.43%,0.79%,1.00%,1.30%and 2.50%)on growth,cholesterol metabolism and expression of genes related to lipid and ecdysone metabolism in female swimming crabs(Portunus trituberculatus).A total of 192 crabs(1.41±0.05 g)were randomly distributed into 192 aquaria.Each treatment had 4 replicates with each replicate containing 8 crabs.Crabs fed the 1.00%cholesterol diet showed best growth performance,and thus based on percent weight gain,the optimal dietary cholesterol requirement was calculated at 1.01%.Tissue cholesterol concentrations were positively correlated with dietary cholesterol level.The contents of functional fatty acids in hepatopancreas significantly increased as dietary cholesterol increased from 0.12%to 2.50%(P<0.05).The expression levels of genes related to lipogenesis pathway,lipid catabolism and fatty acid oxidation were significantly downregulated with increased dietary cholesterol level(P<0.05).The highest expression levels of cholesterol transport genes,low-density lipoprotein receptor(ldlr)and low-density lipoprotein receptorrelated protein 2(lrp2)occurred in crabs fed the 1.30%cholesterol diet.Moreover,hormones related to molting such as crustacean hyperglycemic hormone(CHH),methyl farnesoate(MF),molt-inhibiting hormone(MIH),and ecdysone in hemolymph were significantly influenced by dietary cholesterol level(P<0.05).The highest expression levels of ecdysone receptor(ecr)and chitinase 1(chi1)in eyestalk and hepatopancreas were found in crabs fed the diet containing 1.00%cholesterol(P<0.05).In conclusion,the optimal dietary level was beneficial to functional fatty acid accumulation,regulated lipid metabolism,promoted the ecdysone signalling pathway by improving the cholesterol transport,and improved the molting rate and growth of swimming crabs. | Tingting Zhu Qicun Zhou Zheng Yang Yingying Zhang Jiaxiang Luo Xiangsheng Zhang Yuedong Shen Lefei Jiao Douglas R.Tocher Min Jin | 2022 | Animal Nutrition2022，，3： | 1 |
| 10 | Exploiting the point spread function for optical imaging through a scattering medium based on deconvolution method显示文摘Visual perception of humans penetrating turbid medium is hampered by scattering.Various techniques have been prompted recently to recover optical imaging through turbid materials.Among them,speckle correlation based on deconvolution is one of the most attractive methods taking advantage of high imaging quality,robustness,eas-of-use,and ease-of-integration.By exploiting the point spread function(PSF)of the scattering system,large Field-of-View,extended Depth-of-Field,noninvasiveness and spectral resoluation are now available as successful solutions for high quality and multifunctional image reconstruction.In this paper,we review the progress of imaging through a scattering medium based on deconvolution method,including the principle,the breakthrough of the limitation of the optical memory ffect,the improvement of the deconvolution algorithm and innovative applications. | Hexiang He Xiangsheng Xie Yikun Liu Haowen Liang Jianying Zhou | 2019 | Journal of Innovative Optical Health Sciences2019，，4： | 0 |
| 11 | High dietary lipid level promotes low salinity adaptation in the marine euryhaline crab(Scylla paramamosain)显示文摘The physiological processes involved in adaptation to osmotic pressure in euryhaline crustaceans are highly energy demanding,but the effects of dietary lipids(fat)on low salinity adaptations have not been well evaluated.In the present study,a total of 120 mud crabs(Scylla paramamosain,BW=17.87±1.49 g)were fed control and high-fat(HF)diets,at both medium salinity(23‰)and low salinity(4‰)for 6 wk,and each treatment had 3 replicates with each replicate containing 10 crabs.The results indicated that a HF diet significantly mitigated the reduction in survival rate,percent weight gain and feed efficiency induced by low salinity(P<0.05).Low salinity lowered lipogenesis and activated lipolysis resulting in lipid depletion in the hepatopancreas of mud crabs(P<0.05).Thus,HF diets enhanced the process of lipolysis to supply more energy.In the gills,low salinity and the HF diet increased the levels of mitochondrial biogenesis markers,the activity of mitochondrial complexes,and the expression levels of genes related to energy metabolism(P<0.05).Consequently,the positive effects of the HF diet on energy metabolism in mud crabs at low salinity promoted osmotic pressure regulation.Specifically,significantly higher haemolymph osmotic pressure and inorganic ion content,as well as higher osmotic pressure regulatory enzyme activity in gills,and gene and protein expression levels of NaK-ATPase were observed in crabs fed the HF diet at low salinity(P<0.05).In summary,high dietary lipid levels improved energy provision to facilitate mitochondrial biogenesis,which increased ATP provision for osmotic pressure regulation of mud crabs.This study also illustrates the importance of dietary lipid nutrition supplementation for low salinity adaptations in mud crabs. | Jiaxiang Luo Chen Ren Tingting Zhu Chen Guo Shichao Xie Yingying Zhang Zheng Yang Wenli Zhao Xiangsheng Zhang Jingjing Lu Lefei Jiao Qicun Zhou Douglas R.Tocher Min Jin | 2023 | Animal Nutrition2023，，1： | 0 |
| 12 | Isolation of exogenous fungi from Notoginseng Radix et Rhizoma and preliminary analysis of toxigenic fungi显示文摘Notoginseng Radix et Rhizoma(Sanqi in Chinese)is a precious traditional Chinese herbal medicine.It has the effect of dispersing blood stasis and stopping bleeding,reducing swelling and fixing pain.However,it tends to contaminate with harmful fungi during storage,which may make it much less effective.In order to understand the fungal contamination of Notoginseng Radix et Rhizoma and master its composition of the exogenous fungi.The surface fungi of Notoginseng Radix et Rhizoma samples collected from six Chinese provinces and districts were investigated by using dilution plate method.Detection of aflatoxins by UPLC-MS/MS.The results showed that Penicillium citrinum was dominantly isolated from Notoginseng Radix et Rhizoma samples from No.1 to No.4.Aspergillus flavus,which produces aflatoxin,was dominantly isolated from Notoginseng Radix et Rhizoma samples from No.5 and No.6.In addition,kinds of mycotoxin were assayed which were produced by three of those identified A.flavus.All three fungi strains produced aflatoxin B1(AFB1)and one strain HBSQ1-5 additionally produced other three kinds of mycotoxin,AFB2,AFG1 and AFG2.It is the results implied that it will be very important to take serious cautions when using Notoginseng Radix et Rhizoma.As well as,understanding the composition of the exogenous fungi of Notoginseng Radix et Rhizoma and the strains of toxin-producing fungi,which can play an important role in guiding the storage of Notoginseng Radix et Rhizoma. | Lei Zhou Xiangsheng Zhao Xiaomin Liu Hefang Wan Chun Sui Xuyu Chen | 2024 | Journal of Future Foods2024，4，2： | 0 |
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