首页 > 最新文献

Foundations and Trends in Electronic Design Automation最新文献

英文 中文
Smart Connected Buildings Design Automation: Foundations and Trends 智能互联建筑设计自动化:基础与趋势
Q1 Computer Science Pub Date : 2016-01-05 DOI: 10.1561/1000000043
Mehdi Maasoumy, A. Sangiovanni-Vincentelli
Buildings are the result of a complex integration of multi-physics subsystems. Besides the obvious civil engineering infrastructure, thermal, electrical, mechanical, control, communication and computing subsystems must co-exist and be operated so that the overall operation is smooth and efficient. This is particularly important for commercial buildings but is also very relevant for residential buildings especially apartment buildings. Unfortunately, the design and deployment of these subsystems is rarely synchronized: lighting, security, heating, ventilation and air conditioning systems are often designed independently. However, simply putting together a collection of sub-systems, albeit optimized, has led to the inefficient buildings of today. Worldwide, buildings consume 42% of all electrical power - more than any other asset - and it can be proven that much of this can be reduced if a holistic approach to design, deployment, and operation is taken. Government agencies, academic institutions, building contractors and owners have realized the significant impact of buildings on the global environment, the electrical grid, and the mission of their organizations. However, the economic impact for all constituencies is still difficult to assess. Government regulations can play a fundamental role, as it has been the case for the transportation industry where regulations on emission and fuel consumption have been the single most important factor of innovation in automotive design. We are convinced that by leveraging technology and utilizing a system-level approach to buildings, they will provide comfort, safety and functionality while minimizing energy cost, supporting a robust electric grid and mitigating environmental impact. Realizing this vision requires adding intelligence from the beginning of the design phase, to deployment, from commissioning to operation, all the way to the end of the building's life cycle. In this issue, we attempt to provide an as-complete-as-possible overview of the activities in the field of smart connected building design automation that attempts to make the vision a reality. The overarching range of such activities includes developing simulation tools for modeling and the design of buildings, and consequently control algorithms proposed to make buildings smarter and more efficient. Furthermore, we will review real-world and large-scale implementation of such control strategies on physical buildings. We then present a formal co-design methodology to design buildings, taking the view that buildings are prime examples of cyber-physical systems where the virtual and physical worlds meet as more traditional products such as thermostats are able to connect online and perform complicated computational tasks to control building temperature effectively. We complete the presentation describing the growing role of buildings in the operation of the smart grid where buildings are not only consumers of energy, but are themselves also
建筑物是多物理场子系统复杂集成的结果。除了明显的土木工程基础设施外,热力、电气、机械、控制、通信和计算子系统必须共存并运行,以使整体运行平稳高效。这对商业建筑尤其重要,但对住宅建筑尤其是公寓建筑也非常相关。不幸的是,这些子系统的设计和部署很少是同步的:照明、安全、供暖、通风和空调系统通常是独立设计的。然而,简单地将子系统集合在一起,尽管经过优化,却导致了今天的低效建筑。在世界范围内,建筑物消耗了42%的电力,比任何其他资产都要多,而且可以证明,如果采用整体的设计、部署和运营方法,可以减少大部分电力消耗。政府机构、学术机构、建筑承包商和业主已经意识到建筑对全球环境、电网和他们组织的使命的重大影响。然而,对所有选区的经济影响仍难以评估。政府法规可以发挥根本作用,就像交通运输行业的情况一样,排放和燃料消耗法规一直是汽车设计创新的最重要因素。我们相信,通过利用技术和系统级方法来设计建筑,它们将提供舒适、安全和功能,同时最大限度地降低能源成本,支持强大的电网并减轻对环境的影响。实现这一愿景需要从设计阶段开始,到部署,从调试到运行,一直到建筑生命周期结束,都要增加智能。在本期中,我们试图提供一个尽可能完整的智能互联建筑设计自动化领域的活动概述,试图使愿景成为现实。这些活动的总体范围包括开发用于建筑物建模和设计的仿真工具,以及因此提出的使建筑物更智能和更高效的控制算法。此外,我们将检讨在现实世界和实体建筑物上大规模实施这种控制策略。然后,我们提出了一种正式的协同设计方法来设计建筑物,认为建筑物是网络物理系统的主要例子,其中虚拟世界和物理世界相遇,因为恒温器等更传统的产品能够在线连接并执行复杂的计算任务来有效地控制建筑物温度。我们完成了描述建筑在智能电网运行中日益增长的作用的演讲,在智能电网中,建筑不仅是能源的消费者,而且本身也是电网服务和能源的提供者。这本专著的读者是在智能建筑、智能城市和智能电网领域工作的行业专业人士和研究人员,重点是能源效率、仿真工具、最优控制和新兴电力市场的网络物理系统。
{"title":"Smart Connected Buildings Design Automation: Foundations and Trends","authors":"Mehdi Maasoumy, A. Sangiovanni-Vincentelli","doi":"10.1561/1000000043","DOIUrl":"https://doi.org/10.1561/1000000043","url":null,"abstract":"Buildings are the result of a complex integration of multi-physics subsystems. Besides the obvious civil engineering infrastructure, thermal, electrical, mechanical, control, communication and computing subsystems must co-exist and be operated so that the overall operation is smooth and efficient. This is particularly important for commercial buildings but is also very relevant for residential buildings especially apartment buildings. Unfortunately, the design and deployment of these subsystems is rarely synchronized: lighting, security, heating, ventilation and air conditioning systems are often designed independently. However, simply putting together a collection of sub-systems, albeit optimized, has led to the inefficient buildings of today. Worldwide, buildings consume 42% of all electrical power - more than any other asset - and it can be proven that much of this can be reduced if a holistic approach to design, deployment, and operation is taken. Government agencies, academic institutions, building contractors and owners have realized the significant impact of buildings on the global environment, the electrical grid, and the mission of their organizations. However, the economic impact for all constituencies is still difficult to assess. Government regulations can play a fundamental role, as it has been the case for the transportation industry where regulations on emission and fuel consumption have been the single most important factor of innovation in automotive design. We are convinced that by leveraging technology and utilizing a system-level approach to buildings, they will provide comfort, safety and functionality while minimizing energy cost, supporting a robust electric grid and mitigating environmental impact. Realizing this vision requires adding intelligence from the beginning of the design phase, to deployment, from commissioning to operation, all the way to the end of the building's life cycle. In this issue, we attempt to provide an as-complete-as-possible overview of the activities in the field of smart connected building design automation that attempts to make the vision a reality. The overarching range of such activities includes developing simulation tools for modeling and the design of buildings, and consequently control algorithms proposed to make buildings smarter and more efficient. Furthermore, we will review real-world and large-scale implementation of such control strategies on physical buildings. We then present a formal co-design methodology to design buildings, taking the view that buildings are prime examples of cyber-physical systems where the virtual and physical worlds meet as more traditional products such as thermostats are able to connect online and perform complicated computational tasks to control building temperature effectively. We complete the presentation describing the growing role of buildings in the operation of the smart grid where buildings are not only consumers of energy, but are themselves also ","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78183978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 28
High-Confidence Medical Device Software Development 高可信度医疗设备软件开发
Q1 Computer Science Pub Date : 2015-10-15 DOI: 10.1561/1000000040
Zhihao Jiang, R. Mangharam
The design of bug-free and safe medical device software is challenging, especially in complex implantable devices. This is due to the device's closed-loop interaction with the patient's organs, which are stochastic physical environments. The life-critical nature and the lack of existing industry standards to enforce software validation make this an ideal domain for exploring design automation challenges for integrated functional and formal modeling with closed-loop analysis. The primary goal of high-confidence medical device software is to guarantee the device will never drive the patient into an unsafe condition even though we do not have complete understanding of the physiological plant. There are two major differences between modeling physiology and modeling man-made systems: first, physiology is much more complex and less well-understood than man-made systems like cars and airplanes, and spans several scales from the molecular to the entire human body. Secondly, the variability between humans is orders of magnitude larger than that between two cars coming off the assembly line. Using the implantable cardiac pacemaker as an example of closed-loop device, and the heart as the organ to be modeled, we present several of the challenges and early results in model-based device validation. We begin with detailed timed automata model of the pacemaker, based on the specifications and algorithm descriptions from Boston Scientific. For closed-loop evaluation, a real-time Virtual Heart Model VHM has been developed to model the electrophysiological operation of the functioning and malfunctioning i.e., during arrhythmia hearts. By extracting the timing properties of the heart and pacemaker device, we present a methodology to construct timed-automata models for formal model checking and functional testing of the closed-loop system. The VHM's capability of generating clinically-relevant response has been validated for a variety of common arrhythmias. Based on a set of requirements, we describe a framework of Abstraction Trees that allows for interactive and physiologically relevant closed-loop model checking and testing for basic pacemaker device operations such as maintaining the heart rate, atrial-ventricle synchrony and complex conditions such as avoiding pacemaker-mediated tachycardia. Through automatic model translation of abstract models to simulation-based testing and code generation for platform-level testing, this model-based design approach ensures the closed-loop safety properties are retained through the design toolchain and facilitates the development of verified software from verified models. This system is a step toward a validation and testing approach for medical cyber-physical systems with the patient-in-the-loop.
无缺陷和安全的医疗设备软件的设计是具有挑战性的,特别是在复杂的植入式设备。这是由于该设备与患者器官的闭环相互作用,这是随机的物理环境。生命关键的本质和缺乏现有的行业标准来执行软件验证,使得这成为探索设计自动化挑战的理想领域,以集成功能和形式建模与闭环分析。高可信度医疗设备软件的主要目标是,即使我们没有完全了解生理植物,也要保证设备永远不会将患者带入不安全的状态。建模生理学和建模人造系统之间有两个主要的区别:首先,生理学比汽车和飞机等人造系统要复杂得多,也不太容易理解,并且跨越了从分子到整个人体的几个尺度。其次,人与人之间的差异要比下线的两辆汽车之间的差异大几个数量级。以植入式心脏起搏器作为闭环装置的例子,并将心脏作为待建模的器官,我们提出了基于模型的装置验证的几个挑战和早期结果。我们首先详细介绍了起搏器的定时自动机模型,该模型基于波士顿科学公司的规范和算法描述。为了进行闭环评估,开发了实时虚拟心脏模型VHM,以模拟心律失常心脏功能和故障时的电生理操作。通过提取心脏和起搏器装置的定时特性,我们提出了一种构建时间自动机模型的方法,用于闭环系统的形式模型检查和功能测试。VHM产生临床相关反应的能力已被验证用于各种常见的心律失常。基于一组需求,我们描述了一个抽象树框架,该框架允许交互式和生理相关的闭环模型检查和测试基本起搏器设备操作,如维持心率,房室同步和复杂情况,如避免起搏器介导的心动过速。这种基于模型的设计方法通过将抽象模型自动转换为基于仿真的测试,并生成用于平台级测试的代码,确保了闭环安全特性在设计工具链中得以保留,并便于从经过验证的模型开发经过验证的软件。该系统是向医疗信息物理系统的验证和测试方法迈出的一步。
{"title":"High-Confidence Medical Device Software Development","authors":"Zhihao Jiang, R. Mangharam","doi":"10.1561/1000000040","DOIUrl":"https://doi.org/10.1561/1000000040","url":null,"abstract":"The design of bug-free and safe medical device software is challenging, especially in complex implantable devices. This is due to the device's closed-loop interaction with the patient's organs, which are stochastic physical environments. The life-critical nature and the lack of existing industry standards to enforce software validation make this an ideal domain for exploring design automation challenges for integrated functional and formal modeling with closed-loop analysis. The primary goal of high-confidence medical device software is to guarantee the device will never drive the patient into an unsafe condition even though we do not have complete understanding of the physiological plant. There are two major differences between modeling physiology and modeling man-made systems: first, physiology is much more complex and less well-understood than man-made systems like cars and airplanes, and spans several scales from the molecular to the entire human body. Secondly, the variability between humans is orders of magnitude larger than that between two cars coming off the assembly line. Using the implantable cardiac pacemaker as an example of closed-loop device, and the heart as the organ to be modeled, we present several of the challenges and early results in model-based device validation. We begin with detailed timed automata model of the pacemaker, based on the specifications and algorithm descriptions from Boston Scientific. For closed-loop evaluation, a real-time Virtual Heart Model VHM has been developed to model the electrophysiological operation of the functioning and malfunctioning i.e., during arrhythmia hearts. By extracting the timing properties of the heart and pacemaker device, we present a methodology to construct timed-automata models for formal model checking and functional testing of the closed-loop system. The VHM's capability of generating clinically-relevant response has been validated for a variety of common arrhythmias. Based on a set of requirements, we describe a framework of Abstraction Trees that allows for interactive and physiologically relevant closed-loop model checking and testing for basic pacemaker device operations such as maintaining the heart rate, atrial-ventricle synchrony and complex conditions such as avoiding pacemaker-mediated tachycardia. Through automatic model translation of abstract models to simulation-based testing and code generation for platform-level testing, this model-based design approach ensures the closed-loop safety properties are retained through the design toolchain and facilitates the development of verified software from verified models. This system is a step toward a validation and testing approach for medical cyber-physical systems with the patient-in-the-loop.","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2015-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74007420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Utilization Control and Optimization of Real-Time Embedded Systems 实时嵌入式系统的利用率控制与优化
Q1 Computer Science Pub Date : 2015-09-30 DOI: 10.1561/1000000042
Xue Liu, Xi Chen, Fanxin Kong
Real-time embedded systems have been widely deployed in mission-critical applications, such as avionics mission computing, highway traffic control, remote patient monitoring, wireless communications, navigation, etc. These applications always require their real-time and embedded components to work in open and unpredictable environments, where workload is volatile and unknown. In order to guarantee the temporal correctness and avoid severe underutilization or overload, it is of vital significance to measure, control, and optimize the processor utilization adaptively. A key challenge in this mission is to meet real-time requirements even when the workload cannot be accurately characterized a priori. Traditional approaches of worst-case analysis may cause underutilization of resources, while Model Predictive Control MPC based approaches may suffer severe performance deterioration when large estimation errors exist. To address this challenging problem and provide better system performance, we have developed several important online adaptive optimal control approaches based on advanced control techniques. Our approaches adopt Recursive Least Square RLS based model identification and Linear Quadratic LQ optimal controllers to guarantee that the systems are neither overloaded, nor underloaded. These proposed approaches, as well as the associated tools, can quickly adapt to volatile workload changes to provide stable system performance. To minimize the impact of modeling errors, we adopt the Adaptive Critic Design ACD technique and develop an improved solution that requires little information of the system model. To deal with the discrete task rates, we further propose to utilize the frequency scaling technique to assist the utilization control and optimization. The computational overhead of centralized approaches explodes as the scale of systems increases. To ensure system scalability and global stability, decentralized control and optimization approaches are desired. We leverage an efficient decoupling technique and derive several distributed approaches. These approaches adopt one feedback loop to adjust the task rate, and apply another feedback loop to control the CPU frequency asynchronously. As these two manipulated variables i.e., the CPU frequency and task rate contribute to the system performance together with a strong coupling, asynchronous control approaches may not be able to achieve the optimal performance. To handle this coupling, we further develop a synchronous rate and frequency control and optimization approach. This approach jointly and synchronouslyadjusts rate and frequency settings, and achieves enhanced system performance. All the aforementioned approaches are based on certain mathematical models. However, it is sometimes hard to develop an exact model to characterize a real-time embedded system. In order to deal with this issue, we further develop a model-free utilization control and optimizationsolution by applying the fuzzy logic
实时嵌入式系统在航电任务计算、公路交通控制、远程病人监护、无线通信、导航等关键任务应用中得到了广泛的应用。这些应用程序总是要求它们的实时和嵌入式组件在开放和不可预测的环境中工作,在这些环境中,工作负载是不稳定和未知的。为了保证时间正确性,避免严重的利用率不足或过载,自适应地测量、控制和优化处理器利用率具有重要意义。这项任务的一个关键挑战是,即使在不能事先准确描述工作量的情况下,也要满足实时需求。传统的最坏情况分析方法可能会导致资源利用率不足,而基于模型预测控制的MPC方法在存在较大估计误差时可能会导致性能严重下降。为了解决这一具有挑战性的问题并提供更好的系统性能,我们基于先进的控制技术开发了几种重要的在线自适应最优控制方法。我们的方法采用基于递推最小二乘RLS的模型识别和线性二次LQ最优控制器来保证系统既不过载也不欠载。这些建议的方法以及相关的工具可以快速适应不稳定的工作负载变化,从而提供稳定的系统性能。为了最大限度地减少建模错误的影响,我们采用了自适应批评设计ACD技术,并开发了一种改进的解决方案,该解决方案只需要很少的系统模型信息。为了处理离散的任务率,我们进一步提出利用频率缩放技术来辅助利用率控制和优化。集中式方法的计算开销随着系统规模的增加而激增。为了保证系统的可扩展性和全局稳定性,需要分散控制和优化方法。我们利用了一种有效的解耦技术,并派生了几种分布式方法。这些方法采用一个反馈环来调整任务速率,并应用另一个反馈环来异步控制CPU频率。由于CPU频率和任务率这两个被操纵变量对系统性能的影响是强耦合的,异步控制方法可能无法达到最优性能。为了处理这种耦合,我们进一步开发了同步速率和频率控制和优化方法。该方法联合同步调整速率和频率设置,提高了系统性能。上述所有方法都基于一定的数学模型。然而,有时很难建立一个精确的模型来表征实时嵌入式系统。为了解决这一问题,我们进一步应用模糊逻辑控制理论,提出了一种无模型利用控制和优化方案。该理论的应用使我们能够在没有特定系统模型的非线性动态系统中获得期望的性能。所提出的模糊利用控制方法稳定、收敛速度快,跟踪误差比基于模型的方法小。
{"title":"Utilization Control and Optimization of Real-Time Embedded Systems","authors":"Xue Liu, Xi Chen, Fanxin Kong","doi":"10.1561/1000000042","DOIUrl":"https://doi.org/10.1561/1000000042","url":null,"abstract":"Real-time embedded systems have been widely deployed in mission-critical applications, such as avionics mission computing, highway traffic control, remote patient monitoring, wireless communications, navigation, etc. These applications always require their real-time and embedded components to work in open and unpredictable environments, where workload is volatile and unknown. In order to guarantee the temporal correctness and avoid severe underutilization or overload, it is of vital significance to measure, control, and optimize the processor utilization adaptively. A key challenge in this mission is to meet real-time requirements even when the workload cannot be accurately characterized a priori. Traditional approaches of worst-case analysis may cause underutilization of resources, while Model Predictive Control MPC based approaches may suffer severe performance deterioration when large estimation errors exist. To address this challenging problem and provide better system performance, we have developed several important online adaptive optimal control approaches based on advanced control techniques. Our approaches adopt Recursive Least Square RLS based model identification and Linear Quadratic LQ optimal controllers to guarantee that the systems are neither overloaded, nor underloaded. These proposed approaches, as well as the associated tools, can quickly adapt to volatile workload changes to provide stable system performance. To minimize the impact of modeling errors, we adopt the Adaptive Critic Design ACD technique and develop an improved solution that requires little information of the system model. To deal with the discrete task rates, we further propose to utilize the frequency scaling technique to assist the utilization control and optimization. The computational overhead of centralized approaches explodes as the scale of systems increases. To ensure system scalability and global stability, decentralized control and optimization approaches are desired. We leverage an efficient decoupling technique and derive several distributed approaches. These approaches adopt one feedback loop to adjust the task rate, and apply another feedback loop to control the CPU frequency asynchronously. As these two manipulated variables i.e., the CPU frequency and task rate contribute to the system performance together with a strong coupling, asynchronous control approaches may not be able to achieve the optimal performance. To handle this coupling, we further develop a synchronous rate and frequency control and optimization approach. This approach jointly and synchronouslyadjusts rate and frequency settings, and achieves enhanced system performance. All the aforementioned approaches are based on certain mathematical models. However, it is sometimes hard to develop an exact model to characterize a real-time embedded system. In order to deal with this issue, we further develop a model-free utilization control and optimizationsolution by applying the fuzzy logic","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2015-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85732341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Datacenter Power Management in Smart Grids 智能电网中的数据中心电源管理
Q1 Computer Science Pub Date : 2015-01-01 DOI: 10.1561/1000000038
Xue Liu, Fanxin Kong
Cloud computing is a new computing paradigm and it is gaining wide popularity due to its benefits including reduced cost, ease of management, and increased reliability. In a cloud computing environment, companies or individuals offload their computing hardware/software/data to the cloud, which is supported by the computing infrastructure called datacenters. Datacenters consume large amounts of electricity to operate and bring enormous electricity bills to the operators. Associated carbon emissions from operating datacenters also cause significant negative impact to the environment. In the mean time, a new kind of electrical grid, called the smart grid, is emerging. Smart grids enable two way communications between the power generators and the power consumers. Smart grid technology brings many salient features to help deliver power efficiently and reliably. There are many research efforts addressing either of the two tracks above. Different with them, we consider both and focus on cost-aware datacenter power management in presence of smart grids. We review recent developments on this area in this article. It involves understanding how a smart grid operates, where power goes in datacenters, and most importantly, how to reduce the power cost and/or negative environmental impact when operating datacenters.
云计算是一种新的计算范式,由于其降低成本、易于管理和提高可靠性等优点,它正在获得广泛的普及。在云计算环境中,公司或个人将其计算硬件/软件/数据卸载到云上,云由称为数据中心的计算基础设施提供支持。数据中心的运行需要消耗大量的电力,给运营商带来巨大的电费负担。运营数据中心产生的相关碳排放也会对环境造成重大负面影响。与此同时,一种被称为智能电网的新型电网正在出现。智能电网实现了发电机和电力用户之间的双向通信。智能电网技术带来了许多显著的特点,有助于高效、可靠地输送电力。有许多研究努力解决上述两个轨道中的任何一个。与它们不同的是,我们同时考虑这两方面,并专注于智能电网中具有成本意识的数据中心电源管理。我们将在本文中回顾这一领域的最新发展。它包括了解智能电网如何运行,数据中心的电力流向何处,最重要的是,如何在运行数据中心时降低电力成本和/或负面环境影响。
{"title":"Datacenter Power Management in Smart Grids","authors":"Xue Liu, Fanxin Kong","doi":"10.1561/1000000038","DOIUrl":"https://doi.org/10.1561/1000000038","url":null,"abstract":"Cloud computing is a new computing paradigm and it is gaining wide popularity due to its benefits including reduced cost, ease of management, and increased reliability. In a cloud computing environment, companies or individuals offload their computing hardware/software/data to the cloud, which is supported by the computing infrastructure called datacenters. Datacenters consume large amounts of electricity to operate and bring enormous electricity bills to the operators. Associated carbon emissions from operating datacenters also cause significant negative impact to the environment. In the mean time, a new kind of electrical grid, called the smart grid, is emerging. Smart grids enable two way communications between the power generators and the power consumers. Smart grid technology brings many salient features to help deliver power efficiently and reliably. There are many research efforts addressing either of the two tracks above. Different with them, we consider both and focus on cost-aware datacenter power management in presence of smart grids. We review recent developments on this area in this article. It involves understanding how a smart grid operates, where power goes in datacenters, and most importantly, how to reduce the power cost and/or negative environmental impact when operating datacenters.","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2015-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82218350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Design, Automation, and Test for Low-Power and Reliable Flexible Electronics 低功耗、可靠柔性电子器件的设计、自动化和测试
Q1 Computer Science Pub Date : 2014-12-19 DOI: 10.1561/1000000039
Tsung-Ching Huang, Jiun-Lang Huang, K. Cheng
Flexible electronics are emerging as an alternative to conventional Si electronics for large-area low-cost applications such as smart sensors, disposable RFID tags, and solar cells. By utilizing inexpensive manufacturing methods such as ink-jet printing and roll-to-roll imprinting, flexible electronics can be made on low-cost plastic films just like printing newspapers. However, the key elements of flexible electronics, thin-film transistors TFTs, have slower operating speeds and are less reliable than their Si electronics counterparts. Furthermore, depending on the material property, TFTs are usually mono-type - either p- or n-type - devices. Making air-stable complementary TFT circuits is very challenging or not applicable to most TFT technologies. Existing design methodologies for Si electronics, therefore, cannot be directly applied to flexible electronics. Other inhibiting factors such as high supply voltage, large process variation, and lack of trustworthy device modeling also make designing larger-scale and robust TFT circuits a challenge.The objective of this article is to provide an in-depth overview of flexible electronics from their applications, manufacturing processes, device characteristics, to circuit and system design solutions. We first introduce the low-cost fabrication methods for flexible electronics, including ink-jet printing, screen printing, and gravure printing. The device characteristics and compact modeling of four major types of TFT technologies, including hydrogenated amorphous silicon a-Si:H TFT, polymer organic TFT, self-assembly monolayer SAM organic TFT, and metal oxide TFT, will be illustrated. We will then give an overview of digital and analog circuit design from basic logic gates to a microprocessor, as well as design automation tools and methods, for designing flexible electronics. In order to accurately predict the time-dependent degradation of TFT circuits, we describe a reliability simulation framework that can predict the TFT circuits' performance degradation under bias-stress. This framework has been validated using the amorphous-silicon a-Si TFT scan driver for TFT-LCD displays. Finally, we will give an overview of flexible thin-film photovoltaics using different materials including amorphous silicon, CdTe, CIGS , and organic solar cells.
柔性电子产品正在成为传统硅电子产品的替代品,用于大面积低成本应用,如智能传感器、一次性RFID标签和太阳能电池。通过使用廉价的制造方法,如喷墨印刷和卷对卷压印,柔性电子产品可以像印刷报纸一样在低成本的塑料薄膜上制造。然而,柔性电子器件的关键元素,薄膜晶体管tft,其运行速度较慢,可靠性不如硅电子器件。此外,根据材料的性质,tft通常是单型- p型或n型-器件。制造空气稳定互补TFT电路是非常具有挑战性的,或者不适用于大多数TFT技术。因此,硅电子的现有设计方法不能直接应用于柔性电子。其他抑制因素,如高电源电压、大工艺变化和缺乏可靠的器件建模,也使得设计更大规模和鲁棒的TFT电路成为一项挑战。本文的目的是从其应用、制造工艺、器件特性、电路和系统设计解决方案等方面对柔性电子产品进行深入概述。我们首先介绍了柔性电子器件的低成本制造方法,包括喷墨印刷、丝网印刷和凹版印刷。四种主要类型的TFT技术,包括氢化非晶硅a-Si:H TFT,聚合物有机TFT,自组装单层SAM有机TFT和金属氧化物TFT的器件特性和紧凑建模,将被说明。然后,我们将概述从基本逻辑门到微处理器的数字和模拟电路设计,以及设计自动化工具和方法,用于设计柔性电子器件。为了准确地预测TFT电路的时间相关退化,我们描述了一个可靠性仿真框架,可以预测TFT电路在偏置应力下的性能退化。该框架已使用非晶硅a-Si TFT扫描驱动器进行了TFT- lcd显示器的验证。最后,我们将概述使用不同材料的柔性薄膜光伏电池,包括非晶硅,CdTe, CIGS和有机太阳能电池。
{"title":"Design, Automation, and Test for Low-Power and Reliable Flexible Electronics","authors":"Tsung-Ching Huang, Jiun-Lang Huang, K. Cheng","doi":"10.1561/1000000039","DOIUrl":"https://doi.org/10.1561/1000000039","url":null,"abstract":"Flexible electronics are emerging as an alternative to conventional Si electronics for large-area low-cost applications such as smart sensors, disposable RFID tags, and solar cells. By utilizing inexpensive manufacturing methods such as ink-jet printing and roll-to-roll imprinting, flexible electronics can be made on low-cost plastic films just like printing newspapers. However, the key elements of flexible electronics, thin-film transistors TFTs, have slower operating speeds and are less reliable than their Si electronics counterparts. Furthermore, depending on the material property, TFTs are usually mono-type - either p- or n-type - devices. Making air-stable complementary TFT circuits is very challenging or not applicable to most TFT technologies. Existing design methodologies for Si electronics, therefore, cannot be directly applied to flexible electronics. Other inhibiting factors such as high supply voltage, large process variation, and lack of trustworthy device modeling also make designing larger-scale and robust TFT circuits a challenge.The objective of this article is to provide an in-depth overview of flexible electronics from their applications, manufacturing processes, device characteristics, to circuit and system design solutions. We first introduce the low-cost fabrication methods for flexible electronics, including ink-jet printing, screen printing, and gravure printing. The device characteristics and compact modeling of four major types of TFT technologies, including hydrogenated amorphous silicon a-Si:H TFT, polymer organic TFT, self-assembly monolayer SAM organic TFT, and metal oxide TFT, will be illustrated. We will then give an overview of digital and analog circuit design from basic logic gates to a microprocessor, as well as design automation tools and methods, for designing flexible electronics. In order to accurately predict the time-dependent degradation of TFT circuits, we describe a reliability simulation framework that can predict the TFT circuits' performance degradation under bias-stress. This framework has been validated using the amorphous-silicon a-Si TFT scan driver for TFT-LCD displays. Finally, we will give an overview of flexible thin-film photovoltaics using different materials including amorphous silicon, CdTe, CIGS , and organic solar cells.","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2014-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89362686","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 11
Time-Predictable Embedded Software on Multi-Core Platforms: Analysis and Optimization 多核平台上可预测时间嵌入式软件:分析与优化
Q1 Computer Science Pub Date : 2014-07-31 DOI: 10.1561/1000000037
Sudipta Chattopadhyay, Abhik Roychoudhury, Jakob Rosen, P. Eles, Zebo Peng
Multi-core architectures have recently gained popularity due to their high-performance and low-power characteristics. Most of the modern desktop systems are now equipped with multi-core processors. Despite the wide-spread adaptation of multi-core processors in desktop systems, using such processors in embedded systems still poses several challenges. Embedded systems are often constrained by several extra-functional aspects, such as time. Therefore, providing guarantees for time-predictable execution is one of the key requirements for embedded system designers. Multi-core processors adversely affect the time-predictability due to the presence of shared resources, such as shared caches and shared buses. In this contribution, we shall first discuss the challenges imposed by multi-core architectures in designing time-predictable embedded systems. Subsequently, we shall describe, in details, a comprehensive solution to guarantee time-predictable execution on multi-core platforms. Besides, we shall also perform a discussion of different techniques to provide an overview of the state-of-the-art solutions in this topic. Through this work, we aim to provide a solid background on recent trends of research towards achieving time-predictability on multi-cores. Besides, we also highlight the limitations of the state-of-the-art and discuss future research opportunities and challenges to accomplish time-predictable execution on multi-core platforms.
近来,多核架构因其高性能和低功耗特性而广受欢迎。大多数现代桌面系统现在都配备了多核处理器。尽管多核处理器在桌面系统中得到了广泛应用,但在嵌入式系统中使用多核处理器仍然面临一些挑战。嵌入式系统经常受到几个额外功能方面的限制,比如时间。因此,为时间可预测的执行提供保证是嵌入式系统设计人员的关键需求之一。由于存在共享资源(如共享缓存和共享总线),多核处理器会对时间可预测性产生不利影响。在这篇文章中,我们将首先讨论多核架构在设计时间可预测嵌入式系统时所带来的挑战。随后,我们将详细描述一个保证在多核平台上执行时间可预测的综合解决方案。此外,我们还将对不同的技术进行讨论,以概述本主题中最先进的解决方案。通过这项工作,我们的目标是为实现多核时间可预测性的最新研究趋势提供坚实的背景。此外,我们还强调了最新技术的局限性,并讨论了在多核平台上实现时间可预测执行的未来研究机会和挑战。
{"title":"Time-Predictable Embedded Software on Multi-Core Platforms: Analysis and Optimization","authors":"Sudipta Chattopadhyay, Abhik Roychoudhury, Jakob Rosen, P. Eles, Zebo Peng","doi":"10.1561/1000000037","DOIUrl":"https://doi.org/10.1561/1000000037","url":null,"abstract":"Multi-core architectures have recently gained popularity due to their high-performance and low-power characteristics. Most of the modern desktop systems are now equipped with multi-core processors. Despite the wide-spread adaptation of multi-core processors in desktop systems, using such processors in embedded systems still poses several challenges. Embedded systems are often constrained by several extra-functional aspects, such as time. Therefore, providing guarantees for time-predictable execution is one of the key requirements for embedded system designers. Multi-core processors adversely affect the time-predictability due to the presence of shared resources, such as shared caches and shared buses. In this contribution, we shall first discuss the challenges imposed by multi-core architectures in designing time-predictable embedded systems. Subsequently, we shall describe, in details, a comprehensive solution to guarantee time-predictable execution on multi-core platforms. Besides, we shall also perform a discussion of different techniques to provide an overview of the state-of-the-art solutions in this topic. Through this work, we aim to provide a solid background on recent trends of research towards achieving time-predictability on multi-cores. Besides, we also highlight the limitations of the state-of-the-art and discuss future research opportunities and challenges to accomplish time-predictable execution on multi-core platforms.","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2014-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82754821","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
Temperature-Aware Design and Management for 3D Multi-Core Architectures 三维多核架构的温度感知设计与管理
Q1 Computer Science Pub Date : 2014-02-28 DOI: 10.1561/1000000032
M. Sabry, David Atienza Alonso
Vertically-integrated 3D multiprocessors systems-on-chip (3D MPSoCs) provide the means to continue integrating more functionality within a unit area while enhancing manufacturing yields and runtime performance. However, 3D MPSoCs incur amplified thermal challenges that undermine the corresponding reliability. To address these issues, several advanced cooling technologies, alongside temperature-aware design-time optimizations and run-time management schemes have been proposed. In this paper, we provide an overall survey on the recent advances in temperature-aware 3D MPSoC considerations. We explore the recent advanced cooling strategies, thermal modeling frameworks, design-time optimizations and run-time thermal management schemes that are primarily targeted for 3D MPSoCs. Our aim of proposing this survey is to provide a global perspective, highlighting the advancements and drawbacks on the recent state-of-the-art.
垂直集成的3D多处理器片上系统(3D mpsoc)提供了在单位面积内继续集成更多功能的方法,同时提高了制造产量和运行时性能。然而,3D mpsoc会带来更大的热挑战,从而降低了相应的可靠性。为了解决这些问题,已经提出了几种先进的冷却技术,以及温度感知设计时优化和运行时管理方案。在本文中,我们对温度感知3D MPSoC考虑因素的最新进展进行了全面调查。我们探索了最新的先进冷却策略,热建模框架,设计时优化和运行时热管理方案,主要针对3D mpsoc。我们提出这项调查的目的是提供一个全球视角,突出最新技术的进步和缺点。
{"title":"Temperature-Aware Design and Management for 3D Multi-Core Architectures","authors":"M. Sabry, David Atienza Alonso","doi":"10.1561/1000000032","DOIUrl":"https://doi.org/10.1561/1000000032","url":null,"abstract":"Vertically-integrated 3D multiprocessors systems-on-chip (3D MPSoCs) provide the means to continue integrating more functionality within a unit area while enhancing manufacturing yields and runtime performance. However, 3D MPSoCs incur amplified thermal challenges that undermine the corresponding reliability. To address these issues, several advanced cooling technologies, alongside temperature-aware design-time optimizations and run-time management schemes have been proposed. In this paper, we provide an overall survey on the recent advances in temperature-aware 3D MPSoC considerations. We explore the recent advanced cooling strategies, thermal modeling frameworks, design-time optimizations and run-time thermal management schemes that are primarily targeted for 3D MPSoCs. Our aim of proposing this survey is to provide a global perspective, highlighting the advancements and drawbacks on the recent state-of-the-art.","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2014-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91345647","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
Rivers and Electric Networks: Crossing Disciplines in Modeling and Simulation 河流与电网:建模与仿真的交叉学科
Q1 Computer Science Pub Date : 2014-01-31 DOI: 10.1561/1000000033
B. Hodges, Frank Liu
Electric circuits and river networks share similarities in both their network structure and derivation from conservation principals. However, the disciplines have evolved separately and developed methods and models. This paper presents the foundations for network analysis for both disciplines and shows how numerical methods developed for circuit simulations can significantly improve river network models. The equations, models, and jargon are described, providing a reference for future studies to transfer knowledge across disciplinary boundaries. B. R. Hodges and F. Liu. Rivers and Electric Networks: Crossing Disciplines in Modeling and Simulation. Foundations and Trends © in Electronic Design Automation, vol. 8, no. 1, pp. 1–116, 2014. DOI: 10.1561/1000000033. Full text available at: http://dx.doi.org/10.1561/1000000033
电路和河网在网络结构和保护原理的推导上都有相似之处。然而,这些学科已经独立发展,并发展了方法和模型。本文介绍了这两个学科的网络分析基础,并展示了电路模拟的数值方法如何显著改善河网模型。本文描述了这些方程、模型和术语,为未来的跨学科知识转移研究提供了参考。B. R. Hodges和F. Liu。河流与电网:建模与仿真的交叉学科。基础与趋势©电子设计自动化,第8卷,第8期。1, pp. 1 - 116, 2014。DOI: 10.1561 / 1000000033。全文可在:http://dx.doi.org/10.1561/1000000033
{"title":"Rivers and Electric Networks: Crossing Disciplines in Modeling and Simulation","authors":"B. Hodges, Frank Liu","doi":"10.1561/1000000033","DOIUrl":"https://doi.org/10.1561/1000000033","url":null,"abstract":"Electric circuits and river networks share similarities in both their network structure and derivation from conservation principals. However, the disciplines have evolved separately and developed methods and models. This paper presents the foundations for network analysis for both disciplines and shows how numerical methods developed for circuit simulations can significantly improve river network models. The equations, models, and jargon are described, providing a reference for future studies to transfer knowledge across disciplinary boundaries. B. R. Hodges and F. Liu. Rivers and Electric Networks: Crossing Disciplines in Modeling and Simulation. Foundations and Trends © in Electronic Design Automation, vol. 8, no. 1, pp. 1–116, 2014. DOI: 10.1561/1000000033. Full text available at: http://dx.doi.org/10.1561/1000000033","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2014-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85432489","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Energy Harvesting and Power Delivery for Implantable Medical Devices 植入式医疗设备的能量收集和电力输送
Q1 Computer Science Pub Date : 2013-07-30 DOI: 10.1561/1000000029
C. Tsui, Xing Li, W. Ki
Providing a constant and perpetual energy source is a key design challenge for implantable medical devices. Harvesting energy from the human body and the surrounding is one of the possible solutions. Delivering energy from outside the body through different wireless media is another feasible solution. In this monograph, we review different state-of-the-art mechanisms that do "in-body" energy harvesting as well as "out-of-body" wireless power delivery. Details of the energy sources, transmission media, energy harvesting and coupling techniques, and the required energy transducers will be discussed. The merits and disadvantages of each approach will be presented. Different mechanisms have very different characteristics on their output voltage, amount of harvested power and power transfer efficiency. Therefore different types of power conditioning circuits are required. Issues of designing the building blocks for the power conditioning circuits for different energy harvesting or coupling mechanisms will be compared.
提供恒定和永久的能源是植入式医疗设备设计的一个关键挑战。从人体和周围环境中收集能量是一种可能的解决方案。通过不同的无线媒介从体外输送能量是另一种可行的解决方案。在这篇专著中,我们回顾了不同的最先进的机制,做“体内”能量收集和“体外”无线电力输送。详细的能源,传输介质,能量收集和耦合技术,以及所需的能量换能器将被讨论。本文将介绍每种方法的优缺点。不同的机构在输出电压、收获功率和功率传输效率上有很大的不同。因此,需要不同类型的功率调节电路。将比较不同能量收集或耦合机制的功率调节电路的设计问题。
{"title":"Energy Harvesting and Power Delivery for Implantable Medical Devices","authors":"C. Tsui, Xing Li, W. Ki","doi":"10.1561/1000000029","DOIUrl":"https://doi.org/10.1561/1000000029","url":null,"abstract":"Providing a constant and perpetual energy source is a key design challenge for implantable medical devices. Harvesting energy from the human body and the surrounding is one of the possible solutions. Delivering energy from outside the body through different wireless media is another feasible solution. In this monograph, we review different state-of-the-art mechanisms that do \"in-body\" energy harvesting as well as \"out-of-body\" wireless power delivery. Details of the energy sources, transmission media, energy harvesting and coupling techniques, and the required energy transducers will be discussed. The merits and disadvantages of each approach will be presented. Different mechanisms have very different characteristics on their output voltage, amount of harvested power and power transfer efficiency. Therefore different types of power conditioning circuits are required. Issues of designing the building blocks for the power conditioning circuits for different energy harvesting or coupling mechanisms will be compared.","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2013-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87123547","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 16
Addressing Process Variations at the Microarchitecture and System Level 在微体系结构和系统级别处理过程变化
Q1 Computer Science Pub Date : 2013-02-26 DOI: 10.1561/1000000031
S. Garg, Diana Marculescu
Technology scaling has resulted in an increasing magnitude of and sensitivity to manufacturing process variations. This has led to the adoption of statistical design methodologies as opposed to conventional static design techniques. At the same time, increasing design complexity has motivated a shift toward higher levels of design abstraction, i.e., micro-architecture and system level design. In this survey, we highlight emerging statistical design techniques targeted toward the analysis and mitigation of process variation at the system level design abstraction, for both conventional planar and emerging 3D integrated circuits. The topics covered include variability macro-modeling for logic modules, system level variability analysis for multi-core systems, and system level variability mitigation techniques. We conclude with some pointers toward future research directions.
技术规模化导致制造工艺变化的幅度和敏感性不断增加。这导致采用统计设计方法,而不是传统的静态设计技术。同时,不断增加的设计复杂性促使人们转向更高层次的设计抽象,即微架构和系统级设计。在本调查中,我们重点介绍了针对传统平面和新兴3D集成电路的系统级设计抽象分析和缓解过程变化的新兴统计设计技术。涵盖的主题包括逻辑模块的可变性宏观建模,多核系统的系统级可变性分析,以及系统级可变性缓解技术。最后,对今后的研究方向进行了展望。
{"title":"Addressing Process Variations at the Microarchitecture and System Level","authors":"S. Garg, Diana Marculescu","doi":"10.1561/1000000031","DOIUrl":"https://doi.org/10.1561/1000000031","url":null,"abstract":"Technology scaling has resulted in an increasing magnitude of and sensitivity to manufacturing process variations. This has led to the adoption of statistical design methodologies as opposed to conventional static design techniques. At the same time, increasing design complexity has motivated a shift toward higher levels of design abstraction, i.e., micro-architecture and system level design. In this survey, we highlight emerging statistical design techniques targeted toward the analysis and mitigation of process variation at the system level design abstraction, for both conventional planar and emerging 3D integrated circuits. The topics covered include variability macro-modeling for logic modules, system level variability analysis for multi-core systems, and system level variability mitigation techniques. We conclude with some pointers toward future research directions.","PeriodicalId":42137,"journal":{"name":"Foundations and Trends in Electronic Design Automation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2013-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87369547","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
期刊
Foundations and Trends in Electronic Design Automation
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1