Fluorescence imaging through the second near-infrared window(NIR-Ⅱ,1000–1700 nm) allows in-depth imaging.However, current imaging systems use wide-field illumination and can only provide low-contrast 2D information,...Fluorescence imaging through the second near-infrared window(NIR-Ⅱ,1000–1700 nm) allows in-depth imaging.However, current imaging systems use wide-field illumination and can only provide low-contrast 2D information, without depth resolution. Here, we systematically apply a light-sheet illumination, a time-gated detection, and a deep-learning algorithm to yield high-contrast high-resolution volumetric images. To achieve a large Fo V(field of view) and minimize the scattering effect, we generate a light sheet as thin as 100.5 μm with a Rayleigh length of 8 mm to yield an axial resolution of 220 μm. To further suppress the background, we time-gate to only detect long lifetime luminescence achieving a high contrast of up to 0.45 Icontrast. To enhance the resolution, we develop an algorithm based on profile protrusions detection and a deep neural network and distinguish vasculature from a low-contrast area of 0.07 Icontrast to resolve the 100μm small vessels. The system can rapidly scan a volume of view of 75 × 55 × 20 mm3and collect 750 images within 6mins. By adding a scattering-based modality to acquire the 3D surface profile of the mice skin, we reveal the whole volumetric vasculature network with clear depth resolution within more than 1 mm from the skin. High-contrast large-scale 3D animal imaging helps us expand a new dimension in NIR-Ⅱ imaging.展开更多
In the live broadcast process,eye movement characteristics can reflect people’s attention to the product.However,the existing interest degree predictive model research does not consider the eye movement characteristi...In the live broadcast process,eye movement characteristics can reflect people’s attention to the product.However,the existing interest degree predictive model research does not consider the eye movement characteristics.In order to obtain the users’interest in the product more effectively,we will consider the key eye movement indicators.We first collect eye movement characteristics based on the self-developed data processing algorithm fast discriminative model prediction for tracking(FDIMP),and then we add data dimensions to the original data set through information filling.In addition,we apply the deep factorization machine(DeepFM)architecture to simultaneously learn the combination of low-level and high-level features.In order to effectively learn important features and emphasize relatively important features,the multi-head attention mechanism is applied in the interest model.The experimental results on the public data set Criteo show that,compared with the original DeepFM algorithm,the area under curve(AUC)value was improved by up to 9.32%.展开更多
目的探讨自体富血小板凝胶(APG)结合封闭负压引流(VSD)对深Ⅱ度烧伤患者创面愈合进程及表皮生长因子(EGF)、碱性成纤维细胞生长因子(bFGF)水平的影响。方法选取2018年7月—2021年7月在南通大学附属南通第三医院就诊的82例深Ⅱ度烧伤患...目的探讨自体富血小板凝胶(APG)结合封闭负压引流(VSD)对深Ⅱ度烧伤患者创面愈合进程及表皮生长因子(EGF)、碱性成纤维细胞生长因子(bFGF)水平的影响。方法选取2018年7月—2021年7月在南通大学附属南通第三医院就诊的82例深Ⅱ度烧伤患者作为研究对象,按随机数字表法分为观察组(APG结合VSD治疗)和对照组(VSD治疗),各41例。比较两组患者的疗效、创面愈合时间、肉芽生长面积、创面愈合率、住院时间、并发症,比较两组患者治疗前后的EGF、bFGF、C反应蛋白(CRP)、白细胞介素6(IL-6)、白细胞计数(WBC)、疼痛视觉模拟评分(VAS)的差值及治疗后1个月、2个月的温哥华瘢痕量表(VSS)评分的差值。结果观察组总有效率高于对照组(P<0.05)。观察组创面愈合时间、住院时间少于对照组,肉芽生长面积大于对照组,创面愈合率高于对照组(P<0.05)。观察组治疗前后EGF、bFGF、CRP、IL-6、WBC的差值高于对照组(P<0.05)。观察组治疗前与治疗后14 d VAS评分及治疗后1个月与2个月VSS评分的差值高于对照组(P<0.05)。两组患者并发症总发生率比较,差异无统计学意义(P>0.05)。结论APG结合VSD治疗深Ⅱ度烧伤可加快患者创面愈合进程,提高EGF、bFGF水平,减轻炎症反应和疼痛,减少瘢痕增生,且并发症少。展开更多
This study presents the deep removal of copper (Ⅱ) from the simulated cobalt electrolyte using fabricated polystyrene-supported 2-aminomethylpyridine chelating resin (PS-AMP) in a fixed-bed.The effects of bed height ...This study presents the deep removal of copper (Ⅱ) from the simulated cobalt electrolyte using fabricated polystyrene-supported 2-aminomethylpyridine chelating resin (PS-AMP) in a fixed-bed.The effects of bed height (7.0–14.0 cm),feed flow rate (4.5–9.0 mL/min),initial copper (Ⅱ) concentration of the feed (250–1000 mg/L),feed temperature (25–40 ℃) and the value of pH (2.0–4.0) on the adsorption process of the PS-AMP resin were investigated.The experimental data showed that the PS-AMP resin can deeply eliminate copper (Ⅱ) from the simulated cobalt electrolyte.The bed height,feed flow rate,initial copper (Ⅱ) concentration of the feed,feed temperature and feed pH value which corresponded to the highest removal of copper (Ⅱ) were 7.0 cm with 35 mm of the column diameter,4.5 mL/min,40℃,1000 mg/L and 4.0,respectively.The breakthrough capacity,the saturated capacity of the column and the mass ratio of Cu/Co (g/g) in the saturated resin were correspondingly 16.51 mg/g dry resin,61.72 mg/g dry resin and 37.67 under the optimal experimental conditions.The copper (Ⅱ) breakthrough curves were fitted by the empirical models of Thomas,Yoon-Nelson and Adam-Bohart,respectively.The Thomas model was found to be the most suitable one for predicting how the concentration of copper (Ⅱ) in the effluent changes with the adsorption time.展开更多
基金Technology Program(KQTD20170810110913065,20200925174735005)National Natural Science Foundation of China(62005116,51720105015)Guangdong Provincial Key Laboratory of Advanced Biomaterials(2022B1212010003).
文摘Fluorescence imaging through the second near-infrared window(NIR-Ⅱ,1000–1700 nm) allows in-depth imaging.However, current imaging systems use wide-field illumination and can only provide low-contrast 2D information, without depth resolution. Here, we systematically apply a light-sheet illumination, a time-gated detection, and a deep-learning algorithm to yield high-contrast high-resolution volumetric images. To achieve a large Fo V(field of view) and minimize the scattering effect, we generate a light sheet as thin as 100.5 μm with a Rayleigh length of 8 mm to yield an axial resolution of 220 μm. To further suppress the background, we time-gate to only detect long lifetime luminescence achieving a high contrast of up to 0.45 Icontrast. To enhance the resolution, we develop an algorithm based on profile protrusions detection and a deep neural network and distinguish vasculature from a low-contrast area of 0.07 Icontrast to resolve the 100μm small vessels. The system can rapidly scan a volume of view of 75 × 55 × 20 mm3and collect 750 images within 6mins. By adding a scattering-based modality to acquire the 3D surface profile of the mice skin, we reveal the whole volumetric vasculature network with clear depth resolution within more than 1 mm from the skin. High-contrast large-scale 3D animal imaging helps us expand a new dimension in NIR-Ⅱ imaging.
文摘In the live broadcast process,eye movement characteristics can reflect people’s attention to the product.However,the existing interest degree predictive model research does not consider the eye movement characteristics.In order to obtain the users’interest in the product more effectively,we will consider the key eye movement indicators.We first collect eye movement characteristics based on the self-developed data processing algorithm fast discriminative model prediction for tracking(FDIMP),and then we add data dimensions to the original data set through information filling.In addition,we apply the deep factorization machine(DeepFM)architecture to simultaneously learn the combination of low-level and high-level features.In order to effectively learn important features and emphasize relatively important features,the multi-head attention mechanism is applied in the interest model.The experimental results on the public data set Criteo show that,compared with the original DeepFM algorithm,the area under curve(AUC)value was improved by up to 9.32%.
文摘目的探讨自体富血小板凝胶(APG)结合封闭负压引流(VSD)对深Ⅱ度烧伤患者创面愈合进程及表皮生长因子(EGF)、碱性成纤维细胞生长因子(bFGF)水平的影响。方法选取2018年7月—2021年7月在南通大学附属南通第三医院就诊的82例深Ⅱ度烧伤患者作为研究对象,按随机数字表法分为观察组(APG结合VSD治疗)和对照组(VSD治疗),各41例。比较两组患者的疗效、创面愈合时间、肉芽生长面积、创面愈合率、住院时间、并发症,比较两组患者治疗前后的EGF、bFGF、C反应蛋白(CRP)、白细胞介素6(IL-6)、白细胞计数(WBC)、疼痛视觉模拟评分(VAS)的差值及治疗后1个月、2个月的温哥华瘢痕量表(VSS)评分的差值。结果观察组总有效率高于对照组(P<0.05)。观察组创面愈合时间、住院时间少于对照组,肉芽生长面积大于对照组,创面愈合率高于对照组(P<0.05)。观察组治疗前后EGF、bFGF、CRP、IL-6、WBC的差值高于对照组(P<0.05)。观察组治疗前与治疗后14 d VAS评分及治疗后1个月与2个月VSS评分的差值高于对照组(P<0.05)。两组患者并发症总发生率比较,差异无统计学意义(P>0.05)。结论APG结合VSD治疗深Ⅱ度烧伤可加快患者创面愈合进程,提高EGF、bFGF水平,减轻炎症反应和疼痛,减少瘢痕增生,且并发症少。
基金Project(2014CB643401)supported by the National Basic Research Program of ChinaProjects(51134007,51474256)supported by the National Natural Science Foundation of ChinaProject(2017TP1001)supported by the Hunan Provincial Science and Technology Plan Project,China
文摘This study presents the deep removal of copper (Ⅱ) from the simulated cobalt electrolyte using fabricated polystyrene-supported 2-aminomethylpyridine chelating resin (PS-AMP) in a fixed-bed.The effects of bed height (7.0–14.0 cm),feed flow rate (4.5–9.0 mL/min),initial copper (Ⅱ) concentration of the feed (250–1000 mg/L),feed temperature (25–40 ℃) and the value of pH (2.0–4.0) on the adsorption process of the PS-AMP resin were investigated.The experimental data showed that the PS-AMP resin can deeply eliminate copper (Ⅱ) from the simulated cobalt electrolyte.The bed height,feed flow rate,initial copper (Ⅱ) concentration of the feed,feed temperature and feed pH value which corresponded to the highest removal of copper (Ⅱ) were 7.0 cm with 35 mm of the column diameter,4.5 mL/min,40℃,1000 mg/L and 4.0,respectively.The breakthrough capacity,the saturated capacity of the column and the mass ratio of Cu/Co (g/g) in the saturated resin were correspondingly 16.51 mg/g dry resin,61.72 mg/g dry resin and 37.67 under the optimal experimental conditions.The copper (Ⅱ) breakthrough curves were fitted by the empirical models of Thomas,Yoon-Nelson and Adam-Bohart,respectively.The Thomas model was found to be the most suitable one for predicting how the concentration of copper (Ⅱ) in the effluent changes with the adsorption time.