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Fault detection (FD) and diagnosis in industrial processes is essential to ensure process safety and maintain product quality. Partial least squares (PLS) has been used successfully in process monitoring because it can effectively deal with highly correlated process variables. However, the conventional PLS-based detection metrics, such as the Hotelling's T2 and the Q statistics are ill suited to detect small faults because they only use information from the most recent observations. Other univariate statistical monitoring methods, such as the exponentially weighted moving average (EWMA) control scheme, has shown better abilities to detect small faults. However, EWMA can only be used to monitor single variables. Therefore, the main objective of this paper is to combine the advantages of the univariate EWMA and PLS methods to enhance their performances and widen their applicability in practice. The performance of the proposed PLS-based EWMA FD method was compared with that of the conventional PLS FD method through two simulated examples, one using synthetic data and the other using simulated distillation column data. The simulation results clearly show the effectiveness of the proposed method over the conventional PLS, especially in the presence of faults with small magnitudes. 相似文献
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为进一步探究高地应力隧道软岩大变形控制技术,以中义隧道主洞片理化玄武岩段为工程背景,提出大变形Ⅰ型支护、大变形Ⅱ型支护、大变形Ⅱ型支护(围岩加固)3种大变形控制方案,以现场试验段监测为辅助验证,采用数值仿真对3种控制方案的控制效果进行对比分析。结果表明:适宜的支护成环时间具有减缓大变形的作用;在衬砌各部位累计最大变形控制方面,控制方案3较其他方案衬砌最大变形最少减小20.8%,且变形时程曲线最终收敛;围岩最大日变形量控制方面,经过开挖断面的进一步优化以及边墙部位塑性区围岩自承能力的提高,控制方案3最大日变形量较其他支护方案至少减小20.8%。结果显示控制方案3能够稳定控制片理化玄武岩大变形,且效果最好,研究结果可为类似工程提供设计依据。 相似文献
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张家港河凤凰段位于张家港市凤凰镇,受上游、支流水质以及区域生活污染源等影响,河道出入境断面水质达标率较低,主要超标因子为氨氮和总磷。本文通过水质现状分析和现场调研,总结了水质难达标的主要原因,提出了针对性较强的水质提升整治方案,对改善张家港河水环境具有非常重要的意义。 相似文献
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调查了油田注水泵房噪声的基本情况.根据噪声来源和特性制定了治理方案,分析了试验应用效果. 相似文献
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Ali Tighnavard Balasbaneh Abdul Kadir Bin Marsono 《International Journal of Sustainable Engineering》2017,10(3):176-184
The building sector has been regarded as a potential sector where there is large capacity to reduce the climate change effect. This study has proposed solutions to mitigate environmental impacts and achieve low CO2 emission from residential sector. Therefore, full life cycle assessment (LCA) has been run to assess the CO2 emission and its effect on the atmosphere and climate change. Based on the result, timber scheme is the best choice due to releasing less CO2 emissions to the atmosphere. However, house builders in Malaysia have almost completely neglected timber as a building material, with timber use as building components reduced to 5%. In this study, LCA Software was used to assess CO2 emissions from different wall construction. The alternative building scheme has been made by reinforce steel stud, wooden beam and timber wall (S8) to improve the scheme deficiency while releasing less CO2 emissions compared to other schemes. Therefore, S8 has a decreased CO2 effect by 85% less than precast concrete frame and 90% less than brick over their lifetime. (S8) increased the load bearing compared to conventional timber beam. Thus, new scheme S8 could be replaced by current scheme and promote more adjustable scheme for Malaysian housing. 相似文献
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Martin Drechsler Henrik G. Smith Astrid Sturm Frank Wätzold 《Conservation biology》2016,30(4):894-899
Payments to compensate landowners for carrying out costly land‐use measures that benefit endangered biodiversity have become an important policy instrument. When designing such payments, it is important to take into account that spatially connected habitats are more valuable for many species than isolated ones. One way to incentivize provision of connected habitats is to offer landowners an agglomeration bonus, that is, a bonus on top of payments they are receiving to conserve land if the land is spatially connected. Researchers have compared the cost‐effectiveness of the agglomeration bonus with 2 alternatives: an all‐or‐nothing, agglomeration payment, where landowners receive a payment only if the conserved land parcels have a certain level of spatial connectivity, and a spatially homogeneous payment, where landowners receive a payment for conserved land parcels irrespective of their location. Their results show the agglomeration bonus is rarely the most cost‐effective option, and when it is, it is only slightly better than one of the alternatives. This suggests that the agglomeration bonus should not be given priority as a policy design option. However, this finding is based on consideration of only 1 species. We examined whether the same applied to 2 species, one for which the homogeneous payment is best and the other for which the agglomeration payment is most cost‐effective. We modified a published conceptual model so that we were able to assess the cost‐effectiveness of payment schemes for 2 species and applied it to a grassland bird and a grassland butterfly in Germany that require the same habitat but have different spatial‐connectivity needs. When conserving both species, the agglomeration bonus was more cost‐effective than the agglomeration and the homogeneous payment; thus, we showed that as a policy the agglomeration bonus is a useful conservation‐payment option. 相似文献
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第24届冬季奥运会将于2022年2月4—20日在我国北京市和河北省张家口市联合举办,主要会场有北京奥体中心、北京延庆县和张家口市崇礼县.为了模拟分析冬奥会空气质量情况,利用冬奥会同期(2006—2016年2月)北京市和张家口市空气质量资料及韩国气象厅天气图资料(2013—2016年2月),分析该时段重污染发生的频次,统计不利于污染物扩散的天气形势出现概率及污染传输路径,并结合嵌套网格空气质量预报模式(NAPQMS),评估不同减排方案对ρ(PM2.5)的影响.结果表明:① 2006—2016年冬奥会同期,北京奥体中心和延庆县发生重污染天气的概率分别为17%和9%,污染发生的风险频率为北京奥体中心>延庆县>张家口市,并且北京奥体中心和延庆县在2月13—16日易出现持续的重污染天气过程;② 2013—2016年2月不利于污染扩散的天气形势出现概率较为频繁,尤其在850 hPa高度和地面,不利天气形势出现的概率分别为35%和41%;地面偏南风易将在北京西南方滞留较长时间的污染气团沿太行山输送至北京;③ 冬奥会期间,若于2月2—12日及17—20日将京津冀及周边城市污染物排放量在当前的基础上减排50%、2月13—16日减排75%,将可能不出现重污染日.严格控制北京及周边地区的大气污染物排放是保障冬奥会期间空气质量的必要措施. 相似文献