基于分形插值的城市降雨时间序列精细化估算

基于分形原理对济宁市降雨时间序列进行精细化插值,对降雨数据的分形特征进行分析,通过MATLAB软件计算降雨分形插值,最终将分形插值与传统插值进行对比;所得结果可满足当前中小型城市的城市雨洪建模的降雨数据需求。     

A Novel Beam Search to Improve Neural Machine Translation for English-Chinese

Neural Machine Translation (NMT) is an end-to-end learning approach for automated translation, overcoming the weaknesses of conventional phrase-based translation systems. Although NMT based systems have gained their popularity in commercial translation applications, there is still plenty of room for improvement. Being the most popular search algorithm in NMT, beam search is vital to the translation result. However, traditional beam search can produce duplicate or missing translation due to its target sequence selection strategy. Aiming to alleviate this problem, this paper proposed neural machine translation improvements based on a novel beam search evaluation function. And we use reinforcement learning to train a translation evaluation system to select better candidate words for generating translations. In the experiments, we conducted extensive experiments to evaluate our methods. CASIA corpus and the 1,000,000 pairs of bilingual corpora of NiuTrans are used in our experiments. The experiment results prove that the proposed methods can effectively improve the English to Chinese translation quality.     

反转构造的反转程度及其与油气聚集的关系

结合典型反转构造地震剖面，分析了断层型和褶皱型两类反转构造的反转程度，上下皆正断层型和向形褶皱型反转构造的反转程度轻微；上逆下正断层型和透镜形褶皱型反转构造的反转程度中等；上下皆逆断层型和背形褶皱型反转构造的反转程度强烈。分析了反转构造的反转程度与油气聚集的关系，处于轻微反转程度的上下皆正断层型反转和向形褶皱型反转，以及处于强烈反转程度的上下皆逆断层型反转和背形褶皱型反转不利于油气聚集；处于中等反转程度的上逆下正断层型反转和透镜形褶皱型反转类型有利于油气聚集成藏。     

Insight into an unsupervised two-step sparse transfer learning algorithm for speech diagnosis of Parkinson’s disease

Neural Computing and Applications - Speech diagnosis of Parkinson’s disease (PD) as a non-invasive and simple diagnosis method is particularly worth exploring. However, the number of samples...     

管网消毒、清洗、非开挖修复诊断与评估技术

随着城镇化和水厂集约化发展,供水管网规模逐步扩大,输配距离增加,停留时间延长,水质在管网输配过程中发生一定程度的恶化。面对高品质饮用水的供水目标和要求,亟需加强供水管网水质安全保障能力。在"十二五"水专项供水管网水质安全多级保障与漏损控制技术研究与示范的研究成果基础上,通过协同管网多级消毒、冲洗、修复,集成供水管网水质调控技术,有效保障供水管网运行安全,为供水企业提供管网运行维护和管理的措施及依据。     

A Dual Physical Cross-Linking Strategy to Construct Tough Hydrogels with High Strength,Excellent Fatigue Resistance,and Stretching-Induced Strengthening Effect

Hydrogels with excellent stiffness, toughness, anti-fatigue, and self-recovery properties are regarded as promising water-containing materials. In this work, a dual physically cross-linked (DPC) sodium alginate (SA)/poly[acrylamide (AAm)-acrylic acid (AAc)-octadecyl methacrylate (OMA)]-Fe³⁺ hydrogel is reported, which is constructed by hydrophobic association (HA) and ionic coordination (IC). The optimal DPC hydrogel demonstrates excellent mechanical performance: tensile modulus of 0.65 MPa, tensile strength of 3.31 MPa, elongation at break of 1547%, and toughness of 27.8 MJ m^–3. SA/P(AAm-AAc-OMA)-Fe³⁺ DPC hydrogels also exhibit prominent anti-fatigue and self-recovery performance (99.1–109.7% modulus recovery and 90.4–108.9% dissipated energy recovery after resting for 5 min without additional stimuli at ambient temperature) through the reconstruction of reversible physical cross-linking. Some of the SA/P(AAm-AAc-OMA)-Fe³⁺ DPC hydrogels even exhibit a stretching-induced strengthening effect, which is similar to the performance of muscle—“the more training, the more strength.” Hence, the combination of HA and IC will provide an effective approach to design DPC hydrogels with desirable mechanical performances and a longer service life for wider applications of soft materials.     

近40年来中国西北内陆5个典型湖泊面积变化遥感分析

在全球气候变暖的背景下,研究中国西北内陆地区湖泊的面积变化不仅对水资源管理和可持续发展战略有着重要意义,也为评价气候变化与人类活动对湖泊的影响提供参考。以中国西北内陆区5个典型湖泊为研究对象,利用1970-2015年的Landsat MSS/TM/ETM+/OLI影像数据,利用归一化差异水体指数(Normalized Difference Water Index,NDWI)和改进型归一化差异水体指数(Modified Normalized Difference Water Index,MNDWI)分别提取5个典型湖泊边界并获取湖泊面积,同时利用5个典型湖泊周边的气象站降雨量、蒸发量等气象数据,尝试分析湖泊面积发生变化的原因。结果表明:红碱淖近30年来面积呈减小趋势,入湖河流拦蓄和煤炭地下开采等是导致面积减少的原因;博斯腾湖近40年来的面积呈先增加后减少的趋势,其面积变化主要受地表径流和积雪融水的影响;呼伦湖近40年来面积呈减少的趋势,其面积变化主要受入湖径流量的影响;贝尔湖近30年来呈相对稳定的趋势,其面积变化主要入湖径流量的影响;青海湖近40年来面积呈现先减小后增大的趋势,其面积变化主要受区域降水和入湖径流量的影响。     

基于本体的工程数据关键字检索和排序方法

工程数据大量存在于现代生产制造企业。传统工程数据上沿用的关键字查询方法具有难以处理各种异构文档、无法识别关键字在工程领域的语义等缺陷。针对此,提出一种新的工程数据关键字检索方法。该方法先通过建立代表工程数据的本体,对各种异构的工程文档用适合的工具提取文本信息,建立XML快照。XML快照为索引关键字标注了相对应的本体概念。检索框架首先将用户的查询关键字匹配到本体的概念上,在匹配的过程中,提出一种算法消减关键字的语义混淆。在此基础上,提出一种排序模型,该模型对符合查询的XML快照进行打分排序,打分着重考虑了快照在语义上满足关键字查询的程度。检索框架最后排序并返回快照对应的原始文档给用户,使异构的工程数据文档能被统一处理和查询。该方法在工程数据上的检索结果查全率、查准率高,检索结果排序合理,能适用于实际企业中的大量工程数据文档,解决了传统工程数据检索的不足。实验使用了实际数据集,验证说明了该方法的实际有效性和性能上的高效性。     

Explaining similarity for SPARQL queries

World Wide Web - Knowledge graph has gained significant popularity in recent years. As one of the W3C standards, SPARQL has become the de facto standard query language to retrieve the desired data...     

受天气与交通事故影响的安全路线选择模型

为完善安全为第一因素的路线规划导航系统,突出“以人为本”的理念,基于OD（Origin-Destination）的路段选择,综合考虑贵阳市交通事故数据和天气数据两大影响线路风险系数的因素。建立泊松分布模型和马尔可夫模型,分析区域内交通事故易发点在晴天、阴天、雨天发生交通事故点概率和路线概率,构建风险系数指标。针对模型求得的路线安全系数采用最大决策法选出最优安全路线。结果表明,贵阳市不同天气下发生的交通事故频率有差异,检验每个地点发生交通事故数服从泊松分布;现有导航软件推荐的第一路线并不是最优路线,第二条路线才是安全系数最大的路线。基于泊松分布模型和马尔可夫模型计算交通事故发生概率,为现有导航软件中增添了安全系数为第一参考值的人性化设置,有较好的社会价值和推广性。