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本文提出了一种新的基于深度负相关学习的WiFi室内定位模型.通过负相关学习约束,多个学习器能学习到不同的表征特性,从而有效降低模型的过拟合,并极大地提升其泛化能力.同时该模型将负相关学习方法应用到去噪自编码器和回归预测器上,并利用深度学习方法使其很好地适应随环境和时间变化的RSSI信号,提高了在长时间间隔内的定位性能.利用负相关学习方法使定位模型在初始时候的平均定位误差从1.57 m下降为0.77 m,60 d平均定位误差也仅为0.89 m,误差仅仅只增加0.12 m,验证了负相关学习能够削弱环境变化对定位的影响. 相似文献
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为了降低劳动强度,提升企业综合竞争力,提高不锈钢原材料利用率,增加社会经济效益,以不锈钢保温杯的生产制造为研究对象,通过焊接不锈钢管状坯料,采用旋压模具生产不锈钢保温杯.采用变薄旋压技术生产不锈钢保温杯,能够节省时间、材料和成本,保温杯零件精度高,综合性能好.生产实践证明,设计的旋压模具结构合理,实用性、经济性强. 相似文献
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Synergistic effects of α/β‐nucleating agents on propylene‐ethylene random copolymer: New clues for the pipe extrusion 下载免费PDF全文
Qihang Sun Guogui Chen Jinmao Feng Weijiao Zhang Li Gao Weilin Sun 《Polymer Engineering and Science》2016,56(10):1089-1095
Adding β‐nucleating agents (β‐NAs) has been generally considered as an effective approach to induce the formation of β‐crystals in propylene‐ethylene random copolymer (PPR). However, it is still difficult to obtain the expected percentage of β‐crystal under normal processing conditions, due to the temperature control is always a key factor no matter with or without adding β‐NAs. We assumed that simultaneously adding both α‐ and β‐NAs to PPR in rational ratios would facilitate the growth of β‐crystal. The effects of adding various amount of α‐ and/or β‐NAs on the α‐ and β‐crystallization behavior and morphology were investigated. More importantly, the influence of temperature control on inducing β‐crystal in the presence of different NAs was parallel explored by utilizing sample bars prepared via injection molding and sample pipes produced from a typical industrial extrusion line. Different crystallization situations were carefully discussed in response to various nonisothermal crystallization processes in laboratory experiments and in actual pipes extrusion. At last, the mechanical properties of PPR samples were examined to provide new clues for further study of PPR pipes. POLYM. ENG. SCI., 56:1089–1095, 2016. © 2016 Society of Plastics Engineers 相似文献
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高速铁路CFG桩筏复合地基沉降特性试验研究 总被引:2,自引:0,他引:2
对京沪高速铁路CFG(Cement Fly-ash Gravel)桩筏复合地基进行了现场试验研究,实测了桩顶、两桩中心、四桩中心处桩间土体的沉降值及路基面沉降值,深入分析了桩顶、两桩中心、四桩中心处桩间土体的沉降及路基面沉降随荷载和固结时间的变化规律,对CFG桩筏复合地基的沉降特性进行深入研究,得到以下主要结论:沉降主要发生在加载期间,即沉降快速发展阶段,期间桩顶、桩间土沉降均占总沉降的60%左右;CFG桩加固区沉降约占相应总沉降的1/4,下卧层沉降约占3/4;路基面沉降曲线成锅形分布,路基中间沉降量较大,路基两侧较小;地基沉降—荷载—时间规律可分为3个阶段,即沉降快速发展阶段、沉降发展阶段和沉降基本稳定阶段;超载预压对于减少工后沉降是必要的,预压3个月后,地基沉降基本上趋于稳定,路堤的预压静置时间应不小于3个月。 相似文献
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在机械加工和装配中,用于固定和联结的平板类零件,经常采用90°沉孔作为90°沉头螺钉或其标准件的配合孔.但是在实际加工过程中,由于两种零件分别加工,到装配现场时,经常有沉孔和沉头不匹配的问题.文中根据现场零件的返修案例,探讨沉孔和沉头螺钉在加工时应注意的工艺性. 相似文献
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