一个高效和强大的偏微分方程解决器通过闪存计算在内存中的基于闪存的计算
Yueran Qi1, Yang Feng1, Jixuan Wu1
1School of Information Science and Engineering, Shandong University, Qingdao 266237, China.
Micromachines
|May 27, 2023
概括
本研究介绍了一种新的闪存内存计算 (CIM) 部分微分方程 (PDE) 解析器. 新的解决器为科学计算提供了高精度,低功率和卓越的噪声免疫力.
科学领域:
- 计算机科学 计算机科学
- 电气工程 电气工程
- 应用数学 应用数学 应用数学
背景情况:
- 基于闪存的内存计算 (CIM) 架构越来越多地用于机器学习和科学计算等数据密集型任务.
- 部分微分方程 (PDE) 解析器在科学计算中至关重要,要求高精度,速度和低功耗.
研究的目的:
- 提出一种基于闪存的PDE解决方案.
- 为了实现高精度,低功耗和PDE解决中的快速趋同.
- 在纳米尺度设备中评估解决器对当前噪声的稳定性.
主要方法:
- 开发一种基于闪存的新型内存计算 (CIM) 架构,用于PDE解决.
- 拟议的PDE解决器的实施和测试.
- 与传统的Jacobi CIM解决器相比,对噪声耐受性的分析.
主要成果:
- 拟议的基于闪存的PDE解决器显示了高精度,低功耗和快速代融合.
- 该解决器具有显著增强的噪声耐受性,超过传统Jacobi CIM解决器的五倍以上.
- 结果强调了拟议的架构对当前噪音的强度.
结论:
- 这种基于闪存的新型PDE解决器为科学计算提供了一个有前途的解决方案.
- 解决器符合准确性,低功率和防噪的关键要求.
- 这项工作有助于开发基于闪存的通用计算.
相关概念视频
Fast Decoupled and DC Powerflow
245
The fast decoupled power flow method addresses contingencies in power system operations, such as generator outages or transmission line failures. This method provides quick power flow solutions, essential for real-time system adjustments. Fast decoupled power flow algorithms simplify the Jacobian matrix by neglecting certain elements, leading to two sets of decoupled equations:
245
Ampere-Maxwell's Law: Problem-Solving
681
A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
681
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
88
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
88
Ampere's Law: Problem-Solving
3.7K
Ampere's law states that for any closed looped path, the line integral of the magnetic field along the path equals the vacuum permeability times the current enclosed in the loop. If the fingers of the right hand curl along the direction of the integration path, the current in the direction of the thumb is considered positive. The current opposite to the thumb direction is considered negative.
Specific steps need to be considered while calculating the symmetric magnetic field distribution...
Specific steps need to be considered while calculating the symmetric magnetic field distribution...
3.7K
Newtonian Fluid: Problem Solving
280
Newtonian fluids exhibit a constant viscosity, meaning their shear stress and shear strain rate are directly proportional. This property ensures a predictable and stable response to applied forces, maintaining a linear relationship between force and flow. Examples include water, air, and light oils, consistently demonstrating this proportional behavior regardless of external conditions.
A velocity gradient forms within the fluid when a Newtonian fluid is placed between two parallel plates, with...
A velocity gradient forms within the fluid when a Newtonian fluid is placed between two parallel plates, with...
280
Statically Indeterminate Problem Solving
458
Statically indeterminate problems are those where statics alone can not determine the internal forces or reactions. Consider a structure comprising two cylindrical rods made of steel and brass. These rods are joined at point B and restrained by rigid supports at points A and C. Now, the reactions at points A and C and the deflection at point B are to be determined. This rod structure is classified as statically indeterminate as the structure has more supports than are necessary for maintaining...
458


