Abstract: A computer program product for a network management device, including: a computer readable storage medium to store a computer readable program, wherein the computer readable program, when executed on a computer, causes the computer to perform operations for server management in a computer network. The operations include: receiving resource usage data generated at a network communication device coupled between a server and a network management device, wherein the resource usage data describes resource usage of the server; and classifying the server into a cluster of servers based on the resource usage data from the network communication device and a cluster characterization for the cluster. The cluster includes a plurality of servers with similar resource usage data, and the cluster is one of a plurality of clusters managed by the network management device.

Abstract: A computer implemented method, system and/or program product determine capacity planning of resources by utilizing a stochastic analysis of application workloads. Average workloads, which describe past resource utilization, of each of multiple applications are computed. A random sequence of the multiple applications is encoded into a first generation chromosome. The first generation chromosome is executed using a set of computing resources in a resource cloud. In response to execution of the first generation chromosome on the set of computing resources meeting a predetermined service level agreement (SLA) for the first generation chromosome, the first generation chromosome is scored in accordance with how many computing resources within the set of computing resources are utilized in order to meet the predetermined SLA.

Abstract: A computer program product for a network management device, including: a computer readable storage medium to store a computer readable program, wherein the computer readable program, when executed on a computer, causes the computer to perform operations for server management in a computer network. The operations include: receiving resource usage data generated at a network communication device coupled between a server and a network management device, wherein the resource usage data describes resource usage of the server; and classifying the server into a cluster of servers based on the resource usage data from the network communication device and a cluster characterization for the cluster. The cluster includes a plurality of servers with similar resource usage data, and the cluster is one of a plurality of clusters managed by the network management device.

Abstract: A computer implemented method, system and/or program product determine capacity planning of resources by utilizing a stochastic analysis of application workloads. Average workloads, which describe past resource utilization, of each of multiple applications are computed. A random sequence of the multiple applications is encoded into a first generation chromosome. The first generation chromosome is executed using a set of computing resources in a resource cloud. In response to execution of the first generation chromosome on the set of computing resources meeting a predetermined service level agreement (SLA) for the first generation chromosome, the first generation chromosome is scored in accordance with how many computing resources within the set of computing resources are utilized in order to meet the predetermined SLA.