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基于多元线性回归分析和随机森林算法的水稻贮藏霉变风险控制 被引量:2
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作者 邓玉睿 程旭东 +1 位作者 唐芳 周勇 《中国科学技术大学学报》 CAS CSCD 北大核心 2022年第1期44-51,F0003,共9页
阐明真菌的生长机理对于减少储粮损失具有重要意义。在影响真菌孢子生长的因素中,最重要的因素是环境温度、稻谷含水量和储藏时间。因此,本研究基于实验数据建立了孢子数和温度、含水率和储藏天数等几个重要因素之间的多元线性回归模型... 阐明真菌的生长机理对于减少储粮损失具有重要意义。在影响真菌孢子生长的因素中,最重要的因素是环境温度、稻谷含水量和储藏时间。因此,本研究基于实验数据建立了孢子数和温度、含水率和储藏天数等几个重要因素之间的多元线性回归模型。为了建立更准确的模型,我们将随机森林算法引入稻谷储藏过程中的真菌孢子数目预测模型,用于预测储藏过程中不同温度、含水率和储藏天数下的孢子数。对于随机森林模型,99%的预测值和其对应的原始数据可以达到同一数量级,对于预测孢子数具有很高的准确性。此外,我们绘制了预测曲面图,将环境条件控制在低风险区域可以有效降低稻谷在储藏过程中的霉变风险。 展开更多
关键词 稻谷储藏 真菌生长 孢子数 多元线性回归 随机森林算法
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Fire safety challenge of lithium metal batteries and advanced strategies for improving intrinsic safety
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作者 Yuan Cheng Lihua Jiang +8 位作者 Xiangming Hu Zhiyuan Yang Hengyu Xu Biao Kong yurui deng Longfei Han Mengdan Zhang Xiaoxuan Wei Qingsong Wang 《Journal of Energy Chemistry》 2025年第11期311-335,I0009,共26页
The high energy density of lithium metal batteries(LMBs)has attracted widespread attention,which is expected to improve the endurance mileage of electric vehicles comparable to fossil fuel-powered vehicles.At present,... The high energy density of lithium metal batteries(LMBs)has attracted widespread attention,which is expected to improve the endurance mileage of electric vehicles comparable to fossil fuel-powered vehicles.At present,the main research is focused on developing advanced materials and revealing the indepth electrochemical mechanism of LMBs,while there is a significant lagging behind of attention to the safety evaluation.This review aims to emphasize the fire safety challenges faced by LMBs and summarize advanced strategies for improving intrinsic safety.Firstly,the basic chemical composition and working principle of LMBs were introduced compared with lithium-ion batteries.Moreover,we reviewed the thermal runaway problem of LMBs from the aspects of material activity,interfacial stability triggering conditions,thermal runaway behavior and mechanism,the special thermal runaway characteristics,and new safety challenges of Li-S,Li-O_(2),and the solid-state LMBs were discussed in detail.Based on the analysis of the thermal runaway mechanism,we summarized the advanced strategies,including electrolyte design,interphase film construction,separator,and anode design for improving the intrinsic safety of LMBs.Finally,we proposed the fire safety challenge at the battery level and emphasized the necessity of designing safe materials based on the thermal runaway mechanism.Blocking the thermal coupling reaction and conducting multi-strategy collaborative optimization is the key point to restrain thermal runaway. 展开更多
关键词 Lithium metal batteries Fire safety challenge Thermal runaway mechanism Intrinsic safety Materials safety design
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N-doped interconnected carbon aerogels as an efficient SeS2 host for long life Na-SeS2 batteries 被引量:1
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作者 yurui deng Lunlun Gong +4 位作者 Hoda Ahmed Yuelei Pan Xudong Cheng Siyu Zhu Heping Zhang 《Nano Research》 SCIE EI CAS CSCD 2020年第4期967-974,共8页
Selenium sulfide(SeS2)cathodes have attracted much concern as an optimized choice comparing to sulfur and selenium for lithium and sodium storage.However,it also suffers from poor cycling stability due to the dissolut... Selenium sulfide(SeS2)cathodes have attracted much concern as an optimized choice comparing to sulfur and selenium for lithium and sodium storage.However,it also suffers from poor cycling stability due to the dissolution of reaction intermediate products.In this study,N-doped Interconnected carbon aerogels was applied as an efficient SeS2 host by infiltrating selenium sulfide into its microporous structure(denoted as SeS2@NCAs),which could effectively accommodate the volume change of SeS2 during cycling and alleviate the dissolution of reaction intermediate products.Therefore,as for Na storage,the SeS2@NCAs cathode delivers a superior long-term cycling performance of 536 mA·h·g^-1 at a current density of 0.5 A·g^-1 after 1,000 cycles with only 0.04%capacity decline per cycle and a high rate performance(524 mA·h·g^-1 at 2 A·g^-1 and 745 mA·h·g^-1 at 0.1 A·g^-1 retained),indicating the remarkable cycling stability of SeS2@NCAs cathodes. 展开更多
关键词 sodium-SeS2 batteries N-doped interconnected carbon aerogels superior long-term cycling performance
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