为有效掌握石化过程中锅炉水质变化情况并优化水处理过程,提出了一种结合双向长短期记忆网络(BiLSTM)与门控循环单元(GRU)的BiLSTM-GRU组合预测模型。该模型通过BiLSTM捕捉水质参数时间序列中的依赖关系,并结合GRU提升训练效率,实现对锅炉水质中pH、溶解氧、磷酸盐和高浓度硅酸盐等关键水质指标的精准预测。结果显示,BiLSTM-GRU组合模型的平均绝对误差(MAE)和均方根误差(RMSE)均优于LSTM和LSTM-GRU模型,表现出更高的预测精度。另外 ...
陈瑶 +5 more
doaj +2 more sources
[Berberine attenuates necrotizing enterocolitis-associated brain injury via the TLR4/MyD88/NF-κB/NLRP3 pathway]. [PDF]
Chen JQ +4 more
europepmc +1 more source
[<i>Songjie</i> Formula alleviates rheumatoid arthritis in rats with wind-cold-dampness syndrome by regulating Th17/Treg immune balance]. [PDF]
Mei X +5 more
europepmc +1 more source
基于机器学习模型的沙漠腹地地下水含盐量变化过程及模拟研究[C]
为了研究塔克拉玛干沙漠腹地的地下水盐分变化规律,模拟地下水盐分变化过程,评价适合该区域的地下水变化规律的模型。通过对研究区蒸发量、降水量、气温、气压、地下水位、地下水电导率数据的统计分析,揭示了地下水含盐量及其影响因素的特征;使用GP模型、GPLVM模型和BP人工神经网络模型以及综合模型,模拟了气候变化和人类活动双重影响下的地下水含盐量变化过程,并评价了模型的模拟结果。研究结果表明:(1)研究区地下水流动系统主要受气候变化和人类活动的影响,地下水位在局部地区随开采过程呈现波动变化 ...
雷加强 +9 more
core
[Functional requirements and research advances of antimicrobial hydrogels for combat trauma wound repair]. [PDF]
Wu B, Wei G.
europepmc +1 more source
[Research progress of cementless prosthesis in total knee arthroplasty]. [PDF]
Tai W, Qi X, Wang B, Chai W.
europepmc +1 more source
[Electroacupuncture alleviates articular chondrocyte apoptosis in rats with knee osteoarthritis by regulating the TLR4/MyD88/NF-κB signaling pathway]. [PDF]
Li C +6 more
europepmc +1 more source
[Effects of astragaloside Ⅰ on full-thickness skin defects in diabetic rats and its underlying mechanism]. [PDF]
Li Y +5 more
europepmc +1 more source
[Development of a machine learning-based model for assessing pulmonary function in elderly patients]. [PDF]
Chen C +6 more
europepmc +1 more source
[Microenvironmental dysregulation and advances in functional biomaterial-based interventions for diabetic bone defect repair]. [PDF]
Yang K, Sun Y, Bai R, Yang Y.
europepmc +1 more source

