机器学习在材料服役性能预测中的应用

针对材料服役性能预测存在误差大、计算复杂、适用性差等问题,提出了基于数据挖掘的机器学习预测方法。首先阐述了机器学习的应用流程,并总结了常用模型原理及其在材料性能预测中的应用。然后采用多种机器学习模型对RPV钢的辐照性能进行预测,并通过Stacking集成方法提高了模型的预测精度。结果表明,机器学习可用于材料服役性能预测,具有较高的预测精度和可靠性。根据材料服役数据的不同特征选择合适的学习模型,同时进行模型融合和参数优化,可有效提高模型的预测精度及运算速度。     

基于平面压入技术研究焊接接头单轴应力-应变关系

目的 获取异种金属焊接接头母材和热影响区局部拉伸应力-应变关系。方法 对压水堆机组蒸汽发生器接管安全端异种金属焊接接头(20MND 5-INCONEL 52-Z2 CND 18.12控氮)进行研究,通过金相检验和显微硬度测试,研究DMWJ母材、热影响区、焊缝熔合线位置的金相组织和维氏硬度分布。采用等直圆棒拉伸试验获得DMWJ低合金钢(20MND 5)母材的应力-应变关系,采用基于能量等效理论的平面压入技术获得DMWJ低合金钢母材、热影响区和焊缝局部材料应力-应变关系。结果 DMWJ材料组织、力学性能不均匀,等直圆棒拉伸试验得到的低合金钢母材拉伸应力-应变关系与平面压入技术测得结果较为吻合。结论 基于能量等效理论的平面压入技术可精确测得DMWJ低合金钢母材、热影响区和焊缝局部材料应力-应变关系,对压水堆核电站DMWJ在役检测及结构完整性评价具有重要意义。     

地质高背景区富Se耕地可利用性研究及区划建议

为了促进土地质量地球化学调查成果服务于特色土地资源开发,实现地质高背景区富Se资源的安全利用,以重庆市黔江区五里镇为研究对象,通过评价土壤-农作物的富Se水平及重金属含量,开展地质高背景区富Se耕地区划及可利用性方法研究,以期提高富Se资源利用效率,为地质高背景区富Se资源的安全利用提供思路.结果表明,研究区土壤及农作物中Se含量丰富,具备开发富Se资源的潜力,但部分样品存在Cd超标的问题.土壤pH是影响农作物Se和Cd含量的关键因素,碱性条件下有利于富Se资源安全利用.A～E(A表示可利用富硒耕地,B表示农作物不富硒但农作物安全,C表示农作物富硒但农作物不安全,D表示农作物不富硒且农作物不安全,E表示土壤硒含量小于富硒阈值且土壤重金属不超标)类耕地面积分别为0.72、0.75、0.28、0.13和0.56 km²,建议在A类耕地分布区开展安全富Se资源开发,在C和D类耕地分布区开展土壤酸化调理及作物低累积品种等农艺措施,降低农作物重金属超标风险,并加强全区耕地保护力度,防止新增污染物输入.     

春节期间烟花爆竹燃放对乌鲁木齐市区PM2.5及其组分影响分析

为了解春节期间烟花爆竹燃放对乌鲁木齐市区PM2.5及其组分的影响,利用超级站在线监测仪器(包括颗粒物分析仪、在线离子色谱、激光雷达和重金属分析仪)对环境空气中的PM2.5浓度、颗粒物水溶性离子和重金属浓度进行连续监测.结果表明,大量烟花爆竹的集中燃放造成了PM2.5短时严重污染,最高质量浓度达到了423μg/m3.烟花...     

硫化物急性毒性对曼氏无针乌贼幼体血液生理生化指标的影响

将曼氏无针乌贼幼体置于24h半致死剂量(24 h LC50=10mg/L)的硫化物溶液中,检测不同时间点曼氏无针乌贼幼体血液生理生化指标的变化.结果表明,随着处理时间的延长,血细胞数量逐步下降(p＜0.05)；血糖(p＞0.05)和总蛋白(p＜0.05)的含量先降后升；总胆固醇(p＞0.05)、甘油三酯浓度(p＞0.05)和谷草转氨酶活力(p＜0.05)的变化趋势相同,均为先升后降；谷丙转氨酶活力呈“降升降”的变化趋势(p＜0.05)；而谷草转氨酶和谷丙转氨酶活力变化的比值却呈现“升降升”的变化趋势(p＜0.05).其中血细胞数量降低可能是因为受到了硫化物胁迫及饥饿的双重压力,增加的血糖主要由血脂转化而来.而硫化物胁迫下血液中多项生理生化指标改变,其主要原因是肝细胞受损和免疫力下降,这也是最终造成乌贼幼体大量死亡的重要原因.     

Oxidative stress and genotoxicity of 1-methyl-3-octylimidazolium chloride on loach (Misgurnus anguillicaudatus)

This study was a preliminary step to evaluate the acute toxicity of 1-methyl-3-octylimidazolium chloride ([C₈mim]Cl) on loach (Misgurnus anguillicaudatus) by determining the effects on hepatic antioxidant enzyme activities and by the comet assay. The results showed that [C₈mim]Cl had acute toxicity at concentrations above 20 mg L^?1, inducing oxidative stress and genotoxicity on fish liver cells. In respect to enzyme activities, [C₈mim]Cl induced changes in the activities of superoxide dismutase, catalase, and glutathione content the livers of fish exposed at 20–80 mg L^?1. [C₈mim]Cl at the same exposure level caused a remarkable increase in malondialdehyde level. The comet assay indicated that [C₈mim]Cl at 20–80 mg L^?1 induced genotoxicity in liver cells. With increased exposure concentration and time, the two comet parameters trailing rate and tail moment were significantly increased, with significant differences (P < 0.05) observed between control group and each treatment group. The present study shows that ionic liquids can be a threat to the health of aquatic organism when accidentally released to aquatic ecosystems.     

Interactions Among the Copper Species and Forms in Sea Water/Sediments and Copper Bioaccumulation in Oysters

Abstract

Earlier papers indicated that the first incident of green discoloration in oysters (Crassostrea gigas) and the mass mortality observed in 1986 along the Taiwan Erhjin Chi coastal area were caused by the higher contents of total copper and copper species (mainly bioavailable and free ion) in sea water. the copper in sea water would be sorbed by suspended matter and transferred to sediments, and the copper in the sediments would also be desorbed to sea water. Processes of copper adsorption and desorption are the major factors influencing the contents of total copper and copper species in sea water and sediments. in this study, the Erhjin Chi sediments were mixed with sea water by a shaker technique. When the mixture was shaken for one hour, analogous to tidal mixing in estuaries, only copper desorption from sediments was observed. If the shaking time is increased for more than 3 hours, the copper released from the sediments was resorbed to the remaining solid phases. the higher the contents of mud (91.71%) and total copper (701 mg kg^?1) in sediments, the higher the copper desorption rate (1.86 ppm hr^?1) and copper adsorption rate (0.50 ppm hr^?1) were observed. in sediments containing lower mud (0.80%) and lower copper (43.5 mg kg^?1), the copper desorption and adsorption rates were 0.83 ppm hr^?1 and 0.22 ppm hr^?1, respectively. the interactions among the total copper and copper species in sea water and sediments, chemical and ecological parameters, and copper bioaccumulation in oysters in the Erhjin Chi estuarine and coastal area are also discussed.