重症监护病人脑电数据的自动聚类分析（英文）

癫痫性发作、持续状态及痫样节律性活动是常见的病理性脑部放电状态,通常会在急性脑损伤患者的脑电图（EEG）中表现出来。完成此类病理性波形的有效标记,是进一步诊断与治疗相关疾病的重要前提。为辅助神经内科专家对不同病理波形进行快速标记,文中提出了一种全新的辅助检测标记系统。该系统分别采用特征提取、PCA降维和LE映射可视化等技术,实现EEG中同质模式簇的自动检测。所提方法对哈佛医学院/麻省总医院中10例ICU患者的长时程连续脑电图进行了系统分析。数值实验结果表明,海量脑电数据能够被有效地自动聚类为多种ICU典型标准波形,而且仅通过观测类中心及若干同类成员就能够达到有效标记的目标。同时,LE可视化结果也进一步证实了\"发作间期-发作期\"连续统假设是成立的。     

Phytoremediation of heavy metal polluted soils and water: Progresses and perspectives

Environmental pollution affects the quality ofpedosphere, hydrosphere, atmosphere, lithosphere and biosphere. Great efforts have been made in the last two decades to reduce pollution sources and remedy the polluted soil and water resources. Phytoremediation, being more cost-effective and fewer side effects than physical and chemical approaches, has gained increasing popularity in both academic and practical circles. More than 400 plant species have been identified to have potential for soil and water remediation. Among them, Thlaspi, Brassica, Sedum alfredii H., and Arabidopsis species have been mostly studied. It is also expected that recent advances in biotechnology will play a promising role in the development of new hyperaccumulators by transferring metal hyperaccumulating genes from low biomass wild species to the higher biomass producing cultivated species in the times to come. This paper attempted to provide a brief review on recent progresses in research and practical applications of phytoremediation for soil and water resources.     

Physicochemical characteristics of various milk samples available in Pakistan

We report physicochemical characteristics of various kinds of liquid milk commercially available in Pakistan in comparison with those of fresh natural milk from animals. Milk samples were collected from local markets at Peshawar, Pakistan, and analyzed for their physical features, including moisture, total solids, specific gravity, conductivity, viscosity and titratable acidity （lactic acid equivalent）, and chemical components and macro-minerals, including total protein, casein, lactose, ash and minerals （Na, K and Mg）. These items were compared with the physicochemical characteristics of the fresh natural milk samples from buffalo, cow and goat. The results were also compared with reported nutritional quality of milk from various countries and World Health Organization （WHO） standards. We found that all the physical features and chemical components of commercially available milk in Pakistan markets meet WHO＇s requirements, except for Na, K, Ca and Mg, which are below the standards.     

Combined Moho Parameters Determination Using CRUST1.0 and Vening Meinesz-Moritz Model

According to Vening Meinesz-Moritz (VMM) global inverse isostatic problem, either the Moho density contrast (crust-mantle density contrast) or the Moho geometry can be estimated by solv-ing a non-linea...     

Mechanical properties of TiO2-hydroxyapatite nanostructured coatings on Ti-6Al-4V substrates by APS method

TiO₂-hydroxyapatite (HA) nanostructured coatings were produced by atmospheric plasma spray method. The effects of starting powder composition and grain size on their mechanical properties were investigated. The microstructure and morphology were characterized by X-ray diffraction and scanning electron microscopy (SEM). It is found that the coating with 10% HA has the best mechanical properties. Based on Rietveld refinement method, the mean grain size of the as-received powder (212 nm) extensively decreases to 66.4 nm after 20 h of high-energy ball milling. In spite of grain growth, the deposited coatings maintain their nanostructures with the mean grain size of 112 nm. SEM images show that there is a lower porosity in the coating with a higher HA content. Optical microscopy images show that uniform thickness is obtained for all the coatings.     

Interference-Aware Multipath Routing Protocol for QoS Improvement in Event-Driven Wireless Sensor Networks

The existing multipath routing protocols for wireless sensor networks demonstrate the efficacy of traffic distribution over multiple paths to fulfill the Quality of Service (QoS) requirements of different applications.However,the performance of these protocols is highly affected by the characteristics of the wireless channel and may be even inferior to the performance of single-path approaches.Specifically,when multiple adjacent paths are being used concurrently,the broadcast nature of wireless channels res...