基于新型非易失性存储器和存内计算架构的神经网络推理芯片在功耗、速度和存储密度等方面展现出突出的优势,使其在物联网和边缘计算等应用领域受到广泛关注.在本文中,我们详细介绍了一款基于可编程线性忆阻器(programmable linear rando...基于新型非易失性存储器和存内计算架构的神经网络推理芯片在功耗、速度和存储密度等方面展现出突出的优势,使其在物联网和边缘计算等应用领域受到广泛关注.在本文中,我们详细介绍了一款基于可编程线性忆阻器(programmable linear random-access memory, PLRAM)的存算一体化片上系统芯片的设计和实现方法.为了在资源受限条件下实现高效的推理计算,该系统结合了器件、电路和系统层面的一系列新技术,包括具备每单元7比特存储能力的新器件、数据自适应写入、电路失配补偿,以及基于残差模型训练的模型部署技术.这些新技术帮助该系统实现优越的整体性能,使其具有紧凑的外观尺寸,超过10 TOPS/W的能效和接近95%的计算精度,并被成功应用于一款低功耗、低成本的语音多关键词识别产品.展开更多
In this note,by combining the nice numerical performance of PR and HS methods with the global convergence property of FR method,a class of new restarting three terms conjugate gradient methods is presented.Global conv...In this note,by combining the nice numerical performance of PR and HS methods with the global convergence property of FR method,a class of new restarting three terms conjugate gradient methods is presented.Global convergence properties of the new method with two kinds of common line searches are proved.展开更多
In this paper,an oil well production scheduling problem for the light load oil well during petroleum field exploitation was studied.The oil well production scheduling was to determine the turn on/off status and oil fl...In this paper,an oil well production scheduling problem for the light load oil well during petroleum field exploitation was studied.The oil well production scheduling was to determine the turn on/off status and oil flow rates of the wells in a given oil reservoir,subject to a number of constraints such as minimum up/down time limits and well grouping.The problem was formulated as a mixed integer nonlinear programming model that minimized the total production operating cost and start-up cost.Due to the NP-hardness of the problem,an improved particle swarm optimization(PSO) algorithm with a new velocity updating formula was developed to solve the problem approximately.Computational experiments on randomly generated instances were carried out to evaluate the performance of the model and the algorithm's effectiveness.Compared with the commercial solver CPLEX,the improved PSO can obtain high-quality schedules within a much shorter running time for all the instances.展开更多
The aim of this paper is to compare block-structured linear programming （LP） models against other practical optimization methods for solving downstream product refinery problems using a solution method different fro...The aim of this paper is to compare block-structured linear programming （LP） models against other practical optimization methods for solving downstream product refinery problems using a solution method different from the existing ones （like mixed integer linear programming （MILP） method）. The work X-rays the Nigerian petroleum refining industries and their channel of distribution in the local setting and identifies the critical features of scheduling and allocation of refined crude products; either for distribution within the country or for exportation to the international market. Applying our model to the distribution model, the computational results reveal a better route with lowest transportation cost for the scheduling problem and the best optimal blend with higher revenue for the production problem.展开更多
Here, we provide data suggesting that the absence of silencing of the ectopic reprogramming factors used to reprogram somatic cells to induced pluripotent stem cells （iPSCs） may predispose iPSCs to genomic instabili...Here, we provide data suggesting that the absence of silencing of the ectopic reprogramming factors used to reprogram somatic cells to induced pluripotent stem cells （iPSCs） may predispose iPSCs to genomic instability. We encourage stem cell scientists to undertake an extensive characterization and standardization of much larger cohorts of iPSC lines in order to set up rigorous criteria to define safe and stable bonafide iPSCs.展开更多
Any linear transform matrix can be used to easily calculate a consistent form, and a plurality of conversion can be easily connected together by matrix multiplication. When performing file transfers, you can encrypt f...Any linear transform matrix can be used to easily calculate a consistent form, and a plurality of conversion can be easily connected together by matrix multiplication. When performing file transfers, you can encrypt files matrix transformation. Article presents a matrix-based electronic document encryption and decryption algorithm, which relies on a special class of matrices combinatorial problems, the method to improve the security of electronic document system is feasible and effective, and finally give the source code and programming software.展开更多
基金Supported by the National Natural Science Foundation of China（10571106） Supported by the Fundamental Research Funds for the Central Universities（10CX04044A）
文摘In this note,by combining the nice numerical performance of PR and HS methods with the global convergence property of FR method,a class of new restarting three terms conjugate gradient methods is presented.Global convergence properties of the new method with two kinds of common line searches are proved.
基金Supported by National High Technology Research and Development Program of China(2013AA040704)the Fund for the National Natural Science Foundation of China(61374203)
文摘In this paper,an oil well production scheduling problem for the light load oil well during petroleum field exploitation was studied.The oil well production scheduling was to determine the turn on/off status and oil flow rates of the wells in a given oil reservoir,subject to a number of constraints such as minimum up/down time limits and well grouping.The problem was formulated as a mixed integer nonlinear programming model that minimized the total production operating cost and start-up cost.Due to the NP-hardness of the problem,an improved particle swarm optimization(PSO) algorithm with a new velocity updating formula was developed to solve the problem approximately.Computational experiments on randomly generated instances were carried out to evaluate the performance of the model and the algorithm's effectiveness.Compared with the commercial solver CPLEX,the improved PSO can obtain high-quality schedules within a much shorter running time for all the instances.
文摘The aim of this paper is to compare block-structured linear programming （LP） models against other practical optimization methods for solving downstream product refinery problems using a solution method different from the existing ones （like mixed integer linear programming （MILP） method）. The work X-rays the Nigerian petroleum refining industries and their channel of distribution in the local setting and identifies the critical features of scheduling and allocation of refined crude products; either for distribution within the country or for exportation to the international market. Applying our model to the distribution model, the computational results reveal a better route with lowest transportation cost for the scheduling problem and the best optimal blend with higher revenue for the production problem.
文摘Here, we provide data suggesting that the absence of silencing of the ectopic reprogramming factors used to reprogram somatic cells to induced pluripotent stem cells （iPSCs） may predispose iPSCs to genomic instability. We encourage stem cell scientists to undertake an extensive characterization and standardization of much larger cohorts of iPSC lines in order to set up rigorous criteria to define safe and stable bonafide iPSCs.
文摘Any linear transform matrix can be used to easily calculate a consistent form, and a plurality of conversion can be easily connected together by matrix multiplication. When performing file transfers, you can encrypt files matrix transformation. Article presents a matrix-based electronic document encryption and decryption algorithm, which relies on a special class of matrices combinatorial problems, the method to improve the security of electronic document system is feasible and effective, and finally give the source code and programming software.
