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近距离爆炸下钢筋混凝土柱损伤的图像识别及快速评估
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作者 郑文言 段利亚 方辉 《防灾减灾工程学报》 CSCD 北大核心 2023年第4期712-720,751,共10页
快速准确评估工事爆炸损伤,对于战时指挥具有重要意义。传统上,爆后结构损伤评估多采用有限元法,可靠性得到广泛认可,但计算耗时较长,无法满足战场快速评估要求。为提高评估效率,提出一种由体积判断网络和损伤判断网络组成的全新卷积神... 快速准确评估工事爆炸损伤,对于战时指挥具有重要意义。传统上,爆后结构损伤评估多采用有限元法,可靠性得到广泛认可,但计算耗时较长,无法满足战场快速评估要求。为提高评估效率,提出一种由体积判断网络和损伤判断网络组成的全新卷积神经网络模型,基于体积损失率评估近距离爆炸下的损伤。为降低训练成本,采用有限元法获取爆后带损伤的钢筋混凝土柱图像制作包含8700张图片的数据集。新提出的模型在包含1740张图片的测试集上取得99.71%的准确率。在钢筋混凝土柱材料参数调整时,微调后的模型在不同材料参数的数据集上取得82.97%以上的准确率。在三维打印的模型测试中,该模型在24张图片上取得70.83%的正确率,平均每次评估测试耗时0.05 s。结果表明,提出的卷积神经网络模型准确率较高,计算用时远小于有限元方法,损伤评估流程可与结构理论对照解释。 展开更多
关键词 快速损伤评估 卷积神经网络 结构损伤 钢筋混凝土柱
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Rapid assessment of DNA damage induced by polystyrene nanosphere suspension using a photoelectrochemical DNA sensor 被引量:1
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作者 ZHANG BinTian DU Xin +2 位作者 JIA SuPing HE JunHui GUO LiangHong 《Science China Chemistry》 SCIE EI CAS 2011年第8期1260-1265,共6页
Nanomaterials have been used increasingly in a wide variety of applications, and some of them have shown toxic effects on experimental animals and cells. In this study, a previously established photoelectrochemical DN... Nanomaterials have been used increasingly in a wide variety of applications, and some of them have shown toxic effects on experimental animals and cells. In this study, a previously established photoelectrochemical DNA sensor was employed to rapidly detect DNA damage induced by polystyrene nanosphere (PSNS) suspensions. In the sensor, a double-stranded DNA film was assembled on a semiconductor electrode, and a DNA intercalator, Ru(bpy)2(dppz)2+ (bpy = 2,2'-bipyridine, dppz = dipyrido[3,2-a:2',3'-c]phenazine) was used as the photoelectrochemical signal indicator. After the DNA-modified electrode was exposed to 2.0 mg/mL PSNS suspension, photocurrent of DNA-bound Ru(bpy)2(dppz)2+ decreased by about 20%. The decrease is attributed to the chemical damage of DNA and consequently less binding of Ru(bpy)2(dppz)2+ molecules to the electrode. Gel electrophoresis of DNA samples incubated with PSNS suspension confirmed DNA damage after the chemical exposure. However, in both photoelectrochemical and gel electrophoresis experiments, extensively washed PSNS did not induce any DNA damage, and the supernatant of PSNS suspension exhibited comparable DNA damage as the unwashed PSNS suspension. Furthermore, UV-visible absorption spectrum of the supematant displayed a pattern very similar to that of styrene oxide (SO), a compound which has been shown to induce DNA damage by forming covalent DNA adducts. It is therefore suggested that styrene oxide and other residual chemicals in the PSNS may be responsible for the observed DNA damage. The results highlight the importance of full characterization of nanomaterials before their toxicity study, and demonstrate the utility of photoelectrochemical DNA sensors in the rapid assessment of DNA damage induced by chemicals and nanomaterials. 展开更多
关键词 NANOMATERIAL TOXICITY DNA damage sensor
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