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基于NGWO的光伏信息设备的状态预测
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作者 王靖程 王金明 +3 位作者 敖海 李国庆 姚玲玲 陈仓 《计算机与数字工程》 2020年第9期2097-2101,2107,共6页
光伏信息设备是光伏监控系统中的一个重要组成部分,为对其状态进行有效预测以更好地确保系统正常运转,提出了一种小生境灰狼优化(NGWO)的信息设备状态预测方法。该方法首先构建基于长短期记忆神经网络(LSTM)的光伏信息设备的状态预测模... 光伏信息设备是光伏监控系统中的一个重要组成部分,为对其状态进行有效预测以更好地确保系统正常运转,提出了一种小生境灰狼优化(NGWO)的信息设备状态预测方法。该方法首先构建基于长短期记忆神经网络(LSTM)的光伏信息设备的状态预测模型,接着利用NGWO算法确定出LSTM的网络参数,NGWO算法具有较快的收敛速度和全局寻优的能力,保证了模型对信息设备状态的准确预测。实验结果表明,该方法能够很好地表征光伏信息设备状态的变化规律,且具有较好的泛化能力和预测精度。 展开更多
关键词 状态预测 小生境灰狼优化算法 长短期记忆神经网络 全局寻优
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A promising novel local anesthetic for effective anesthesia in oral inflammatory conditions through reducing mitochondria-related apoptosis
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作者 Haofan Wang Yihang Hao +13 位作者 Wenrui Gai Shilong Hu Wencheng Liu Bo Ma Rongjia Shi Yongzhen Tan Ting Kang ao hai Yi Zhao Yaling Tang Ling Ye Jin Liu Xinhua Liang Bowen Ke 《Acta Pharmaceutica Sinica B》 2025年第11期5854-5866,共13页
Local anesthetics(LAs),such as articaine(AT),exhibit limited efficacy in inflammatory environments,which constitutes a significant limitation in their clinical application within oral medicine.In our prior research,we... Local anesthetics(LAs),such as articaine(AT),exhibit limited efficacy in inflammatory environments,which constitutes a significant limitation in their clinical application within oral medicine.In our prior research,we developed AT-17,which demonstrated effective properties in chronic inflamma-tory conditions and appears to function as a novel oral LA that could address this challenge.In the present study,we further elucidated the beneficial effects of AT-17 in acute inflammation,particularly in oral acute inflammation,where mitochondrial-related apoptosis played a crucial role.Our findings indicated that AT-17 effectively inhibited lipopolysaccharide(LPS)-induced nerve cell apoptosis by ameliorating mitochondrial dysfunction in vitro.This process involved the inhibition of mitochondrial reactive oxygen species(mtROS)production and the subsequent activation of the NRF2 pathway.Most notably,improve-ments in mitochondria-related apoptosis were key contributors to AT-17’s inhibition of voltage-gated sodium channels.Additionally,AT-17 was shown to reduce mtROS production in nerve cells through the Na+/NCLX/ETC signaling axis.In conclusion,we have developed a novel local anesthetic that exhibits pronounced anesthetic functionality under inflammatory conditions by enhancing mitochondria-related apoptosis.This advancement holds considerable promise for future drug development and deepening our understanding of the underlying mechanisms of action. 展开更多
关键词 Oral local anesthetics ARTICAINE MITOCHONDRIA INFLAMMATORY APOPTOSIS Mitochondrial reactive oxygen species NRF2 Sodium
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Deep simulated annealing for the discovery of novel dental anesthetics with local anesthesia and anti-inflammatory properties
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作者 Yihang Hao Haofan Wang +17 位作者 Xianggen Liu Wenrui Gai Shilong Hu Wencheng Liu Zhuang Miao Yu Gan Xianghua Yu Rongjia Shi Yongzhen Tan Ting Kang ao hai Yi Zhao Yihang Fu Yaling Tang Ling Ye Jin Liu Xinhua Liang Bowen Ke 《Acta Pharmaceutica Sinica B》 SCIE CAS CSCD 2024年第7期3086-3109,共24页
Multifunctional therapeutics have emerged as a solution to the constraints imposed by drugs with singular or insufficient therapeutic effects.The primary challenge is to integrate diverse pharmacophores within a singl... Multifunctional therapeutics have emerged as a solution to the constraints imposed by drugs with singular or insufficient therapeutic effects.The primary challenge is to integrate diverse pharmacophores within a single-molecule framework.To address this,we introduced DeepSA,a novel edit-based generative framework that utilizes deep simulated annealing for the modification of articaine,a wellknown local anesthetic.DeepSA integrates deep neural networks into metaheuristics,effectively constraining molecular space during compound generation.This framework employs a sophisticated objective function that accounts for scaffold preservation,anti-inflammatory properties,and covalent constraints.Through a sequence of local editing to navigate the molecular space,DeepSA successfully identified AT-17,a derivative exhibiting potent analgesic properties and significant anti-inflammatory activity in various animal models.Mechanistic insights into AT-17 revealed its dual mode of action:selective inhibition of NaV1.7 and 1.8 channels,contributing to its prolonged local anesthetic effects,and suppression of inflammatory mediators via modulation of the NLRP3 inflammasome pathway.These findings not only highlight the efficacy of AT-17 as a multifunctional drug candidate but also highlight the potential of DeepSA in facilitating AI-enhanced drug discovery,particularly within stringent chemical constraints. 展开更多
关键词 Multifunctional drugs Deep simulated annealing Molecule generation Articaine derivatives AI-enhanced drug discovery
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