Abstract: A method for predicting a failure of a complex storage environment is provided. An earliest expected incident of resource exhaustion on a data path of interest is predicted. The method includes monitoring a current utilization of one or more resources over a data path of interest, and calculating a maximum utilization threshold for each resource, such that exceeding the maximum utilization threshold adversely impacts one or more performance measures. An expected performance threshold is created that is associated with an expected performance. A maximum values of resource usage over time is analyzed to predict when the expected performance will fall outside of an acceptable overall performance threshold for the data path of interest to determine an earliest expected incident of resource exhaustion.

Abstract: A specification of a target network environment including target devices is received. The specification includes an identity of each of the target devices and a compression feature requirement, a deduplication feature requirement, and an encryption feature requirement of the target network environment. A performance parameter corresponding to each of the requirements is computed based on the specification. Possible combinations of the target devices and enabled features in the target devices are determined to meet the specification. Each possible combination is compared to a knowledge base to determine a performance reduction for each of the enabled features based upon the performance parameters. A desired combination of the enabled features is determined from the possible combinations for each target device based upon the comparison. The desired combination includes a combination having a performance reduction that does not exceed a threshold value for data reduction in one or more enabled features.

Abstract: A specification of a target network environment including target devices is received. The specification includes an identity of each of the target devices and a compression feature requirement, a deduplication feature requirement, and an encryption feature requirement of the target network environment. A performance parameter corresponding to each of the requirements is computed based on the specification. Possible combinations of the target devices and enabled features in the target devices are determined to meet the specification. Each possible combination is compared to a knowledge base to determine a performance reduction for each of the enabled features based upon the performance parameters. A desired combination of the enabled features is determined from the possible combinations for each target device based upon the comparison. The desired combination includes a combination having a performance reduction that does not exceed a threshold value for data reduction in one or more enabled features.

Abstract: A specification of a target network environment including target devices is received. The specification includes an identity of each of the target devices and a compression feature requirement, a deduplication feature requirement, and an encryption feature requirement of the target network environment. A performance parameter corresponding to each of the requirements is computed based on the specification. Possible combinations of the target devices and enabled features in the target devices are determined to meet the specification. Each possible combination is compared to a knowledge base to determine a performance reduction for each of the enabled features based upon the performance parameters. A desired combination of the enabled features is determined from the possible combinations for each target device based upon the comparison. The desired combination includes a combination having a performance reduction that does not exceed a threshold value for data reduction in one or more enabled features.

Abstract: A method and system for improving operation of a memory device is provided. The method includes detecting, via sensors, environmental factors affecting an operation of individual hardware storage devices within an array of hardware storage devices. The environmental factors are analyzed with respect to operational characteristics of the individual hardware storage devices and a resulting expected failure rate for the individual hardware storage devices is determined. Array parameters associated with a hardware configuration for the array of hardware storage devices with respect to each expected failure rate are determined and associated issues are detected. Reliability characteristics and associated risks of the array of hardware storage devices are determined and a functionality of the array of hardware storage devices is modified.

Abstract: A method and system for improving operation of a memory device is provided. The method includes detecting, via sensors, environmental factors affecting an operation of individual hardware storage devices within an array of hardware storage devices. The environmental factors are analyzed with respect to operational characteristics of the individual hardware storage devices and a resulting expected failure rate for the individual hardware storage devices is determined. Array parameters associated with a hardware configuration for the array of hardware storage devices with respect to each expected failure rate are determined and associated issues are detected. Reliability characteristics and associated risks of the array of hardware storage devices are determined and a functionality of the array of hardware storage devices is modified.

Abstract: A method for predicting a failure of a complex storage environment is provided. The method includes monitoring a current utilization of one or more resources over a data path of interest, calculating a maximum utilization threshold for each resource of the one or more resources, such that exceeding the maximum utilization threshold adversely impacts one or more performance measures, creating an expected performance threshold associated with an expected performance for each performance measure of the one or more performance measures over the data path of interest, ascertaining an actual performance for each performance measure based on the monitoring of the current utilization, analyzing maximum values of resource usage over time to predict when the expected performance will fall outside of an acceptable overall performance threshold for the data path of interest, and determining an earliest expected incident of resource exhaustion.

Abstract: A method and system for improving operation of a memory device is provided. The method includes detecting, via sensors, environmental factors affecting an operation of individual hardware storage devices within an array of hardware storage devices. The environmental factors are analyzed with respect to operational characteristics of the individual hardware storage devices and a resulting expected failure rate for the individual hardware storage devices is determined. Array parameters associated with a hardware configuration for the array of hardware storage devices with respect to each expected failure rate are determined and associated issues are detected. Reliability characteristics and associated risks of the array of hardware storage devices are determined and a functionality of the array of hardware storage devices is modified.

Abstract: A method and system for improving operation of a memory device is provided. The method includes detecting, via sensors, environmental factors affecting an operation of individual hardware storage devices within an array of hardware storage devices. The environmental factors are analyzed with respect to operational characteristics of the individual hardware storage devices and a resulting expected failure rate for the individual hardware storage devices is determined. Array parameters associated with a hardware configuration for the array of hardware storage devices with respect to each expected failure rate are determined and associated issues are detected. Reliability characteristics and associated risks of the array of hardware storage devices are determined and a functionality of the array of hardware storage devices is modified.

Abstract: A specification of a target network environment including target devices is received. The specification includes an identity of each of the target devices and a compression feature requirement, a deduplication feature requirement, and an encryption feature requirement of the target network environment. A performance parameter corresponding to each of the requirements is computed based on the specification. Possible combinations of the target devices and enabled features in the target devices are determined to meet the specification. Each possible combination is compared to a knowledge base to determine a performance reduction for each of the enabled features based upon the performance parameters. A desired combination of the enabled features is determined from the possible combinations for each target device based upon the comparison. The desired combination includes a combination having a performance reduction that does not exceed a threshold value for data reduction in one or more enabled features.