Systems and methods for used learned representations to determine terrain type

    公开(公告)号:US11275940B1

    公开(公告)日:2022-03-15

    申请号:US16924409

    申请日:2020-07-09

    Abstract: Disclosed herein are embodiments of systems, methods, and products comprise an analytic server, which provides a terrain segmentation and classification tool for synthetic aperture radar (SAR) imagery. The server accurately segments and classifies terrain types in SAR imagery and automatically adapts to new radar sensors data. The server receives a first SAR imagery and trains an autoencoder based on the first SAR imagery to generate learned representations of the first SAR imagery. The server trains a classifier based on labeled data of the first SAR imagery data to recognize terrain types from the learned representations of the first SAR imagery. The server receives a terrain query for a second SAR imagery. The server translates the second imagery data into the first imagery data and classifies the second SAR imagery terrain types using the classifier trained for the first SAR imagery. By reusing the original classifier, the server improves system efficiency.

    Self-healing architecture for resilient computing services

    公开(公告)号:US11522904B2

    公开(公告)日:2022-12-06

    申请号:US16712576

    申请日:2019-12-12

    Abstract: For each respective virtual machine (VM) of a plurality of VMs, a distributed computing system generates a unique Application Binary Interface (ABI) for an operating system for the respective VM, compiles a software application to use the unique ABI, and installs the operating system and the compiled software application on the respective VM. A dispatcher node dispatches, to one or more VMs of the plurality of VMs that provide a service and are in the active mode, request messages for the service. Furthermore, a first host device may determine, in response to software in the first VM invoking a system call in a manner inconsistent with the unique ABI for the operating system of the first VM, that a failover event has occurred. Responsive to the failover event, the distributed computing system fails over from the first VM to a second VM.

    Mechanism for concealing application and operation system identity

    公开(公告)号:US10412116B1

    公开(公告)日:2019-09-10

    申请号:US15604973

    申请日:2017-05-25

    Abstract: An example method includes providing, by a computing system, first randomized configuration information, generating, by the computing system and based on the first randomized configuration information, a first unique instance of a software component, providing second randomized configuration information, wherein the second randomized configuration information is different from the first randomized configuration information, and generating, based on the second randomized configuration information, a second unique instance of the software component that is executable on the runtime computing system. The first and second unique instances of the software component comprise different instances of the same software component that each are configured to have uniquely different operating characteristics during execution on the runtime computing system, and the first and second unique instances of the software component are each further configured, during execution on the runtime computing system, to output false information to an external computing system.

    Application randomization mechanism

    公开(公告)号:US10412114B1

    公开(公告)日:2019-09-10

    申请号:US15604868

    申请日:2017-05-25

    Abstract: An example method includes providing, by a computing system, first randomized configuration information, generating, by the computing system and based on the first randomized configuration information, a first unique instance of a software component, providing second randomized configuration information, wherein the second randomized configuration information is different from the first randomized configuration information, and generating, based on the second randomized configuration information, a second unique instance of the software component that is executable on the runtime computing system. The first and second unique instances of the software component comprise different instances of the same software component that each are configured to have uniquely different operating characteristics during execution on the runtime computing system, and the first and second unique instances of the software component are each further configured, during execution on the runtime computing system, to output false information to an external computing system.

    Evaluating results of multiple virtual machines that use application randomization mechanism

    公开(公告)号:US10200401B1

    公开(公告)日:2019-02-05

    申请号:US15604957

    申请日:2017-05-25

    Abstract: An example method includes providing, by a computing system, first randomized configuration information, generating, by the computing system and based on the first randomized configuration information, a first unique instance of a software component, providing second randomized configuration information, wherein the second randomized configuration information is different from the first randomized configuration information, and generating, based on the second randomized configuration information, a second unique instance of the software component that is executable on the runtime computing system. The first and second unique instances of the software component comprise different instances of the same software component that each are configured to have uniquely different operating characteristics during execution on the runtime computing system, and the first and second unique instances of the software component are each further configured, during execution on the runtime computing system, to output false information to an external computing system.

    Systems and methods for runtime enforcement of data flow integrity

    公开(公告)号:US11010495B1

    公开(公告)日:2021-05-18

    申请号:US16168760

    申请日:2018-10-23

    Abstract: Disclosed herein are embodiments of systems, methods, and products comprise a processor, which provides runtime enforcement of data flow integrity. The processor accesses the application binary file from the disk to execute an application and translates the application binary into intermediate representation. The processor applies the logic of data flow integrity controls to the intermediate representation. Specifically, the processor identifies the vulnerable code in the intermediate representation. The processor applies data flow integrity controls to the vulnerable code. The processor adds simple instrumentation that only changes the application's behavior when unauthorized data tampering occurs while preserving the application's normal behavior. When certain operations may cause unauthorized data tampering, the processor takes proper measures to stop the operations. The processor translates the intermediate representation back to a machine code and replaces the original binary with the machine code.

    Systems and methods for nested autoencoding of radar for neural image analysis

    公开(公告)号:US10719706B1

    公开(公告)日:2020-07-21

    申请号:US16012624

    申请日:2018-06-19

    Abstract: Disclosed herein are embodiments of systems, methods, and products comprise an analytic server, which provides a terrain segmentation and classification tool for synthetic aperture radar (SAR) imagery. The server accurately segments and classifies terrain types in SAR imagery and automatically adapts to new radar sensors data. The server receives a first SAR imagery and trains an autoencoder based on the first SAR imagery to generate learned representations of the first SAR imagery. The server trains a classifier based on labeled data of the first SAR imagery data to recognize terrain types from the learned representations of the first SAR imagery. The server receives a terrain query for a second SAR imagery. The server translates the second imagery data into the first imagery data and classifies the second SAR imagery terrain types using the classifier trained for the first SAR imagery. By reusing the original classifier, the server improves system efficiency.

    Self-healing architecture for resilient computing services

    公开(公告)号:US10554685B1

    公开(公告)日:2020-02-04

    申请号:US15604850

    申请日:2017-05-25

    Abstract: For each respective virtual machine (VM) of a plurality of VMs, a distributed computing system generates a unique Application Binary Interface (ABI) for an operating system for the respective VM, compiles a software application to use the unique ABI, and installs the operating system and the compiled software application on the respective VM. A dispatcher node dispatches, to one or more VMs of the plurality of VMs that provide a service and are in the active mode, request messages for the service. Furthermore, a first host device may determine, in response to software in the first VM invoking a system call in a manner inconsistent with the unique ABI for the operating system of the first VM, that a failover event has occurred. Responsive to the failover event, the distributed computing system fails over from the first VM to a second VM.

    Application randomization mechanism

    公开(公告)号:US10284592B1

    公开(公告)日:2019-05-07

    申请号:US15604875

    申请日:2017-05-25

    Abstract: An example method includes providing, by a computing system, first randomized configuration information, generating, by the computing system and based on the first randomized configuration information, a first unique instance of a software component, providing second randomized configuration information, wherein the second randomized configuration information is different from the first randomized configuration information, and generating, based on the second randomized configuration information, a second unique instance of the software component that is executable on the runtime computing system. The first and second unique instances of the software component comprise different instances of the same software component that each are configured to have uniquely different operating characteristics during execution on the runtime computing system, and the first and second unique instances of the software component are each further configured, during execution on the runtime computing system, to output false information to an external computing system.

    Configuration of application randomization mechanism

    公开(公告)号:US10200406B1

    公开(公告)日:2019-02-05

    申请号:US15605168

    申请日:2017-05-25

    Abstract: An example method includes providing, by a computing system, first randomized configuration information, generating, by the computing system and based on the first randomized configuration information, a first unique instance of a software component, providing second randomized configuration information, wherein the second randomized configuration information is different from the first randomized configuration information, and generating, based on the second randomized configuration information, a second unique instance of the software component that is executable on the runtime computing system. The first and second unique instances of the software component comprise different instances of the same software component that each are configured to have uniquely different operating characteristics during execution on the runtime computing system, and the first and second unique instances of the software component are each further configured, during execution on the runtime computing system, to output false information to an external computing system.

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