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MIMO Power Control for High-Density Servers in an Enclosure

机译:机箱中高密度服务器的MIMO功率控制

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Power control is becoming a key challenge for effectively operating a modern data center. In addition to reducing operating costs, precisely controlling power consumption is an essential way to avoid system failures caused by power capacity overload or overheating due to increasing high server density. Control-theoretic techniques have recently shown a lot of promise for power management because of their better control performance and theoretical guarantees on control accuracy and system stability. However, existing work oversimplifies the problem by controlling a single server independently from others. As a result, at the enclosure level where multiple high-density servers are correlated by common workloads and share common power supplies, power cannot be shared to improve application performance. In this paper, we propose an enclosure-level power controller that shifts power among servers based on their performance needs, while controlling the total power of the enclosure to be lower than a constraint. Our controller features a rigorous design based on an optimal Multi-Input-Multi-Output (MIMO) control theory. We present detailed control problem formulation and transformation to a standard constrained least-squares problem, as well as stability analysis in the face of significant workload variations. We then conduct extensive experiments on a physical testbed to compare our controller with three state-of-the-art controllers: a heuristic-based MIMO control solution, a Single-Input-Single-Output (SISO) control solution, and an improved SISO controller with simple power shifting among servers. Our empirical results demonstrate that our controller outperforms all the three baselines by having more accurate power control and up to 11.8 percent better benchmark performance.
机译:电源控制正成为有效操作现代数据中心的关键挑战。除了降低运营成本之外,精确控制功耗是避免因容量过大或服务器密度增加而导致的功率过载或过热导致的系统故障的重要方法。控制理论技术由于其更好的控制性能以及对控制精度和系统稳定性的理论保证,最近在电源管理方面显示出了广阔的前景。但是,现有工作通过独立于其他服务器控制单个服务器而使该问题简化了。结果,在机箱级(其中多个高密度服务器通过共同的工作负载关联并共享共同的电源),无法共享电源以提高应用程序性能。在本文中,我们提出了一种机柜级电源控制器,该控制器可根据服务器的性能需求在服务器之间转移电源,同时将机柜的总电源控制为低于限制。我们的控制器具有基于最佳多输入多输出(MIMO)控制理论的严格设计。我们提出了详细的控制问题表述,并转换为标准的约束最小二乘问题,以及面对重大工作负载变化的稳定性分析。然后,我们在物理测试台上进行了广泛的实验,以将我们的控制器与三种最新的控制器进行比较:基于启发式的MIMO控制解决方案,单输入单输出(SISO)控制解决方案和改进的SISO服务器之间进行简单功率转换的控制器。我们的经验结果表明,我们的控制器具有更精确的功率控制和高达11.8%的基准性能,优于所有三个基准。

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