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Craig M. Schiffries, Andrea Johnson Mangum, Jennifer L. Mays, Michelle Hoon-Starr, Robert M. Hazen
《工程(英文)》 2019年 第5卷 第3期 页码 372-378 doi: 10.1016/j.eng.2019.03.004
蒸汽裂解建模中的人工智能——详细流出物预测深度学习算法 Article
Symoens, Ismaël Amghizar, Guy B. Marin, Christian V. Stevens, Kevin M. Van Geem
《工程(英文)》 2019年 第5卷 第6期 页码 1027-1040 doi: 10.1016/j.eng.2019.02.013
化工过程可以从快速准确的流出物成分预测中获益良多,以进行工厂设计、控制和优化。工业4.0革命宣称,通过将机器学习引入这些领域,就可实现可观的经济收益和环境收益。高频优化和工艺控制的瓶颈往往是按要求对原料和产品等进行详细分析所需的时间。为解决这些问题,已为最大的化工品生产工艺——蒸汽裂解——建立由四个深度学习人工神经网络(DL ANNs)组成的框架。所提出的方法可根据有限数量的石脑油商业指标和可快速获得的工艺特性,确定石脑油原料的详细特性和蒸汽裂解炉流出物的详细组成。根据沸点曲线上的三个点和PIONA(烷烃、异链烷烃、烯烃、环烷烃和芳香烃)特性预测石脑油的详细特性。若沸点不可用,则同时对沸点进行估计。即使在估计沸点的情况下,所建立的深度学习人工神经网络仍优于已有的香农信息熵最大化和传统人工神经网络等方法。对于原料重构,在测试集得到的平均绝对误差(MAE)为0.3 wt%,流出物预测的平均绝对误差为0.1 wt%。结合所有网络时——使用前一网络的输出作为下一网络的输入——流出物平均绝对误差增大至0.19 wt%。除这些网络具有高精度外,主要好处是获得预测值所需的计算成本可忽略不计。在标准的英特尔i7处理器上,预测值以毫秒为单位。COILSIM1D等商业软件在精度方面表现稍好一些,但每个反应所需的中央处理器时间以秒为单位。速度大大提高,精度损失极小,使所提出的框架非常适用于连续监控难以获取的工艺参数,且非常适用于预想的高频实时优化(RTO)策略或工艺控制。然而,缺乏基本依据意味着几乎完全丧失基本的理解,而这并不总是被工程界广泛接受。此外,对于那些与训练集内石脑油非常不同的石脑油,所建立网络的性能有明显下降。
Sarah M. L. HUBBARD, Bryan HUBBARD
《工程管理前沿(英文)》 2019年 第6卷 第3期 页码 433-452 doi: 10.1007/s42524-019-0052-1
Sustainability has become increasingly important, however, relatively little attention has focused on metrics for the construction and operation of airport and roadway infrastructure. Most attention has focused on buildings, with high profile BREEAM and LEED projects taking center stage. Sustainability is also important in airport and roadway infrastructure projects, which have significant public impact but have a much lower profile than vertical construction when it comes to sustainability. Sustainable infrastructure is important in China and India where new infrastructure is under construction to meet growing and developing economies, and in the US, where infrastructure is in substandard condition and requires reconstruction. The purpose of this paper is to provide an overview and discussion of sustainability rating systems for airport and roadway infrastructure, including both construction and operation. Specific projects that highlight both proven and innovative sustainable practices are included to illustrate the application of these concepts. Finally, the relationship between sustainable transportation infrastructure and resilient transportation infrastructure is addressed since resiliency is of growing interest and there is overlap between these concepts.
关键词: sustainable construction infrastructure airport roadway resiliency sustainability
Rita Rebelo,Ana Isabel Barbosa,Vitor M. Correlo,Rui L. Reis
《工程(英文)》 2021年 第7卷 第12期 页码 1696-1699 doi: 10.1016/j.eng.2021.08.010
LIU, M. PIETZSCH, J. ULRICH
《化学科学与工程前沿(英文)》 2013年 第7卷 第1期 页码 37-42 doi: 10.1007/s11705-013-1303-z
L. ARUN, M. P. SELVAN
《能源前沿(英文)》 2019年 第13卷 第4期 页码 715-730 doi: 10.1007/s11708-018-0538-2
关键词: smart grid demand side management (DSM) demand response (DR) smart building smart appliances energy storage
D’ Intino,B. de Caprariis,M.L. Santarelli,N. Verdone,A. Chianese
《化学科学与工程前沿(英文)》 2014年 第8卷 第2期 页码 156-160 doi: 10.1007/s11705-014-1427-9
Ismaël Amghizar,Laurien A. Vandewalle,Kevin M. Van Geem,Guy B. Marin
《工程(英文)》 2017年 第3卷 第2期 页码 171-178 doi: 10.1016/J.ENG.2017.02.006
在未来10 年内,蒸汽裂解仍将是主要的烯烃( 如乙烯和丙烯) 生产方式。由于日用品市场较大的不确定性,尽管原油储量下降和全球变暖在定程度上制约了裂解工艺,但其他替代技术和原料因为较低的经济可行,尚无法在化学工业界得到足够的投资。本文将些最有潜力的替代术与传统的蒸汽裂解工艺进行了对比,着重强调了这些替代术的主要瓶颈。部分上述工艺主要得益于页岩气和闲置天然气中大量廉价的丙烷乙烷和甲烷。从经济的角度来看,以甲烷为原料生产化工产品的路线如果行得,其经济效益将会十分显著原油的巨大储量以及未来市场对燃料需求下跌的预期则表明,些拥有成熟路线的工艺如费托合成或甲醇制汽油的前景并不光明。另方面,丰富廉价的乙烷和储量巨大的原油导致了蒸汽裂解工艺两极分化的趋势,这也给低碳烯烃的定向生产工艺,如丙烷催化脱氢,创了空间。
A simple, azulene-based colorimetric probe for the detection of nitrite in water
Murfin, Carlos M. López-Alled, Adam C. Sedgwick, Jannis Wenk, Tony D. James, Simon E. Lewis
《化学科学与工程前沿(英文)》 2020年 第14卷 第1期 页码 90-96 doi: 10.1007/s11705-019-1790-7
关键词: azulene nitrite diazoquinone
GARZÓN,Luis M. LÓPEZ
《机械工程前沿(英文)》 2015年 第10卷 第3期 页码 287-293 doi: 10.1007/s11465-015-0346-x
A polymeric natural fiber-reinforced composite is developed by extrusion and injection molding process. The shrinkage and warpage of high-density polyethylene reinforced with short natural fibers of Guadua angustifolia Kunth are analyzed by experimental measurements and computer simulations. Autodesk Moldflow® and Solid Works® are employed to simulate both volumetric shrinkage and warpage of injected parts at different configurations: 0 wt.%, 20 wt.%, 30 wt.% and 40 wt.% reinforcing on shrinkage and warpage behavior of polymer composite. Become evident the restrictive effect of reinforcing on the volumetric shrinkage and warpage of injected parts. The results indicate that volumetric shrinkage of natural composite is reduced up to 58% with fiber increasing, whereas the warpage shows a reduction form 79% to 86% with major fiber content. These results suggest that it is a highly beneficial use of natural fibers to improve the assembly properties of polymeric natural fiber-reinforced composites.
关键词: biocomposite natural fiber shrinkage simulation warpage
Role of nitric oxide in biological effects of vascular endothelial growth factor
Qigong LIU M D , Yan ZENG , Jiani LIU , Shan YE , Yongdong LI , Zaiying LU M D ,
《医学前沿(英文)》 2009年 第3卷 第3期 页码 284-286 doi: 10.1007/s11684-009-0062-1
关键词: vascular endothelial growth factor nitric oxide N-nitro-L-arginine methyl ester vascular endothelial cells
采用内点算法的灰狼优化程序阵列纠错 None
Shafqat Ullah KHAN, M. K. A. RAHIM, Liaqat ALI
《信息与电子工程前沿(英文)》 2018年 第19卷 第9期 页码 1191-1202 doi: 10.1631/FITEE.1601694
Ahmad Kalbasi Ashtari, Amir M. Samani Majd, Gerald L. Riskowski, Saqib Mukhtar, Lingying Zhao
《环境科学与工程前沿(英文)》 2016年 第10卷 第6期 doi: 10.1007/s11783-016-0869-3
关键词: Ammonia Spray wet scrubber Slightly acidic scrubbing solution Controlled pH Removal efficiency
Seismic performance of composite moment-resisting frames achieved with sustainable CFST members
JIANG,L. MACEDO,J. M. CASTRO,R. MONTEIRO,N. SILVESTRE
《结构与土木工程前沿(英文)》 2016年 第10卷 第3期 页码 312-332 doi: 10.1007/s11709-016-0345-y
关键词: concrete filled steel tubes rubberized concrete composite frames seismic performance assessment
标题 作者 时间 类型 操作
深碳观测计划——对地球内部碳的十年探索
Craig M. Schiffries, Andrea Johnson Mangum, Jennifer L. Mays, Michelle Hoon-Starr, Robert M. Hazen
期刊论文
蒸汽裂解建模中的人工智能——详细流出物预测深度学习算法
Symoens, Ismaël Amghizar, Guy B. Marin, Christian V. Stevens, Kevin M. Van Geem
期刊论文
A review of sustainability metrics for the construction and operation of airport and roadway infrastructure
Sarah M. L. HUBBARD, Bryan HUBBARD
期刊论文
Smart residential energy management system for demand response in buildings with energy storage devices
L. ARUN, M. P. SELVAN
期刊论文
Best operating conditions to produce hydroxyapatite nanoparticles by means of a spinning disc reactor
D’ Intino,B. de Caprariis,M.L. Santarelli,N. Verdone,A. Chianese
期刊论文
A simple, azulene-based colorimetric probe for the detection of nitrite in water
Murfin, Carlos M. López-Alled, Adam C. Sedgwick, Jannis Wenk, Tony D. James, Simon E. Lewis
期刊论文
Experimental evaluation and simulation of volumetric shrinkage and warpage on polymeric composite short natural fibers reinforced injection molded
GARZÓN,Luis M. LÓPEZ
期刊论文
Role of nitric oxide in biological effects of vascular endothelial growth factor
Qigong LIU M D , Yan ZENG , Jiani LIU , Shan YE , Yongdong LI , Zaiying LU M D ,
期刊论文
Removing ammonia from air with a constant pH, slightly acidic water spray wet scrubber using recycled scrubbing solution
Ahmad Kalbasi Ashtari, Amir M. Samani Majd, Gerald L. Riskowski, Saqib Mukhtar, Lingying Zhao
期刊论文