optimization

Models and Control Strategies for Data Center Energy Efficiency

This dissertation considers data centers as CPSs, with a focus on run-time management and operating costs. The proposed modeling framework explicitly captures the cyber- physical nature of data centers and allows the development of models that …

A Cyber-Physical-System Approach to Data Center Modeling and Control for Energy Efficiency

This paper presents data centers from a _cyber-physical system_ (CPS) perspective. Current methods for controlling information technology (IT) and cooling technology (CT) in data centers are classified according to the degree to which they take into …

Models and Control Strategies for Data Centers in the Smart Grid

This chapter discusses the challenges and the possibilities offered by controlling a data center as a node of the _smart-grid_. The communication between the grid and the data center takes the form of a time-varying and power-consumption-dependent …

Model Predictive Control of Data Centers in the Smart Grid Scenario

This paper discusses the challenges and the possibilities offered by controlling a data center as a node of the smart-grid. Communication between the grid and a data center takes the form of a time-varying and power-consumption-dependent electricity …

A Hierarchical Approach to Energy Management in Data Centers

This paper concerns the management of energy in data centers using a cyber-physical model that supports the coordinated control of both computational and thermal (cooling) resources. On the basis of the structure of the proposed model and practical …

Dynamic power allocation in server farms: A Real Time Optimization approach

This paper concerns the power minimization problem in server farms. The power minimization problem over dynamic power allocation schemes is formally defined and formulated as an optimization problem. It is shown that finding the optimal solution for …

A cyber-physical systems approach to energy management in data centers

This paper presents a new control strategy for data centers that aims to optimize the trade-off between maximizing the payoff from the provided quality of computational services and minimizing energy costs for computation and cooling. The data center …

A Unified Thermal-Computational Approach to Data Center Energy Management

This paper presents a unified, coordinated, thermal-computational approach to the data center energy management problem. A data center is modeled as two coupled net-works: a computational and a thermal network. The first network describes the …

Reducing Data Center Energy Consumption via Coordinated Cooling and Load Management

This paper presents a unified approach to data center energy management based on a modeling framework that characterizes the influence of key decision variables on computational performance, thermal generation, and power consumption. Temperature …

Reducing Data Center Energy Consumption via Coordinated Cooling and Load Management

This paper presents a unified approach to data center energy management based on a modeling framework that characterizes the influence of key decision variables on computational performance, thermal generation, and power consumption. Temperature …