Deep Dimension Reduction for Supervised Representation Learning

The success of deep supervised learning depends on its automatic data representation abilities. Among all the characteristics of an ideal representation for high-dimensional complex data, information preservation, low dimensionality and disentanglement are the most essential ones. In this work, we propose a deep dimension reduction (DDR) approach to achieving a good data representation with these characteristics for supervised learning. At the population level, we formulate the ideal representation learning task as finding a nonlinear dimension reduction map that minimizes the sum of losses characterizing conditional independence and disentanglement. We estimate the target map at the sample level nonparametrically with deep neural networks. We derive a bound on the excess risk of the deep nonparametric estimator. The proposed method is validated via comprehensive numerical experiments and real data analysis in the context of regression and classification

PERFORMANCE COMPARISON OF SYNGAS METHANATION ON FLUIDIZED AND FIXED BED REACTORS

The performance was compared on Syngas Completely Methanation at atmospheric pressure on fluidized and fixed bed reactors. From space-time yield of CH4, coke content and hot spots of bed temperature, fluidized bed technology was demonstrated to be more applicable to Syngas Completely Methanation. Characterization results showed that different carbon deposition forms were presented on the two operation modes

rac-6-Hy­droxy-4-(4-nitro­phen­yl)-5-(2-thienyl­carbon­yl)-6-(trifluoro­meth­yl)-3,4,5,6-tetra­hydro­pyrimidin-2(1H)-one monohydrate

The title compound, C16H12F3N3O5S·H2O, was prepared by reaction of 4-nitro­benzaldehyde, 4,4,4-trifluoro-1-(thio­phen-2-yl)butane-1,3-dione and urea. The asymmetric unit contains two independent mol­ecules, with essentially identical geom­etries and conformations. The dihydro­pyrimidine rings adopt a half-chair conformation. The dihedral angles between the benzene ring and the thio­phene ring are 54.82 (8) and 58.72 (8)° in the two mol­ecules. The mol­ecular conformation of one of the mol­ecules is stabilized by two intra­molecular O—H⋯O hydrogen bonds, generating an S(6) ring. The crystal structure is stabilized by inter­molecular O—H⋯O and N—H⋯O hydrogen bonds

Clinical efficacy of radiotherapy combined with sodium glycididazole in the treatment of recurrent oesophageal carcinoma

Purpose: To assess the clinical efficacy and side effects of radiotherapy combined with sodium glycididazole in the treatment of recurrent esophageal carcinoma.Methods: Ninety patients with locally recurrent oesophageal carcinoma who were admitted to the Oncology Department at Taian City Central Hospital, Shandong, China, were randomly divided into a treatment group (treated with radiotherapy and sodium glycididazole) and a control group (treated with radiotherapy alone) in a randomized study. Short-term curative effects, median progression-free survival (PFS), and side effects were compared between the two groups.Results: The cure rate in the treatment group was 86.70 %, whereas that in the control group was 51.10 % (p < 0.05). Median PFS in the treatment group was 9.9 months versus 5.3 months in the control group (p < 0.05). Side effects in both groups included alopecia, headache, nausea, vomiting and leucopaenia, at level one or two. In this regard, the difference between the two groups was statistically insignificant (p > 0.05).Conclusion: Radiotherapy combined with sodium glycididazole shows a higher short-term curative effect in the treatment of recurrent oesophageal carcinoma than radiotherapy alone.Keywords: Alopecia, Leucopaenia, Oesophageal carcinoma, Radiotherapy, Sodium glycididazol

住院老年人误吸风险及对误吸认知的调查分析

Objective:To investigate the aspiration risk and the aspiration cognition of elderly inpatients. Method: A self-designed questionnaire about the aspiration risk and the aspiration cognition was applied to survey the hospitalized elderly. Result: The aspiration risk of the elderly was higher, up to 41.3%, characterized by coming up with various symptoms. The illnesses the elderly suffering from, types of medication, motion ability and the state of consciousness were the risk factors resulting in aspiration (P<0.05); and only 4.4% of the patients completely understood the knowledge of aspiration and aspiration pneumonitis. Conclusion: Elderly patients are at high risk of aspiration along with various symptoms coming up with, and they have poor knowledge about aspiration and aspiration pneumonitis relatively.目的  调查住院老年患者误吸风险及对误吸的认知情况。方法  采用自行设计的误吸风险及误吸认知调查表对住院老年患者进行调查。结果  老年患者误吸风险较高，高达41.3%，且以多种症状同时出现为特点。所患疾病、服药种类、活动能力及意识状态是误吸发生的危险因素（P＜0.05）；仅有4.4%的患者完全了解误吸及吸入性肺炎的知识。结论  老年患者误吸风险高，且以多种症状同时出现为特点，对误吸及吸入性肺炎的知晓率较低

Investigation on Mechanism of Coal Burst Induced by the Geological Weak Surface Slip in Coal Seam Bifurcation Area: A Case Study in Zhaolou Coal Mine, China

AbstractThe coal seam bifurcation area (CSBA) exists widely in coal measure strata, where the geological weak surface (GWS) slip in overburden structure is easy to induce coal burst. The coal mass of coal face shows overall instability failure and high-speed throwing characteristics during the coal burst, seriously threatening the safe and efficient coal mine production. In order to understand the GWS-induced coal burst caused by the slip in CSBA and find the main controlling factors of GWS slip, the GWS slip criterion in CSBA was established based on the coal burst case analysis of overburden structure in CSBA of 1305 coal face (1305CF) in Zhaolou Coal Mine. The case study showed that the angle and range of CSBA are the main controlling factors affecting GWS slip. The FLAC3D numerical model of CSBA was established to analyze the influence effect of main control factors. The results show that the increase of angle and range of CSBA will increase the influence scope and degree of coal face mining, improving coal face burst risk. However, the peak point region of abutment pressure will not be affected, gradually reaching its peak within 0 m ~10 m from the coal seam merging area. With the increase of the angle of CSBA, the integrity of the triangular wedged rock mass along the GWS slip will be enhanced, aggravating the dynamic disturbance to the coal mass. With the increase of the range of CSBA, the slip of triangular wedged rock mass along GWS gradually changes from integral slip to phased slip, which will intermittently disturb the coal mass of the coal face. The research results have certain theoretical significance and practical value for preventing and controlling coal bursts in CSBA