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    Multi-market resource dispatch optimization
    1.
    发明授权
    Multi-market resource dispatch optimization 有权

    公开(公告)号：US12276953B2

    公开(公告)日：2025-04-15

    申请号：US17826335

    申请日：2022-05-27

    Applicant: MICROSOFT TECHNOLOGY LICENSING, LLC

    Inventor： Peeyush Kumar ,  Lucien Werner ,  Shivkumar Kalyanaraman ,  Srinivasan Iyengar ,  Weiwei Yang ,  Tanuja Hrishikesh Ganu ,  Ranveer Chandra ,  Riyaz Pishori ,  Upendra Singh

    IPC: G05B19/042

    Abstract: The techniques disclosed herein enable systems to enable multi-market optimization of renewable energies using data-driven models. To achieve this, a model retrieves a current state from a resource generation system and associated resource markets. The model can then compute a policy based on the state as well physical and technical constraints. The policy defines various actions that direct operation of the resource generation system such as resource production and dispatch to markets. Applying the policy to the resource generation results in a modified state which the model extracts along with a measure of optimality which quantifies the success of the policy. Based on these metrics, the model can generate an updated iteration of the policy defining a different set of actions. In this way, the model can gradually develop an optimal policy for controlling the resource generation system.

    Constructing processing pipeline at edge computing device
    2.
    发明授权
    Constructing processing pipeline at edge computing device 有权

    公开(公告)号：US12211248B2

    公开(公告)日：2025-01-28

    申请号：US17576783

    申请日：2022-01-14

    Applicant: Microsoft Technology Licensing, LLC

    Inventor： Shadi Abdollahian Noghabi ,  Ranveer Chandra ,  Krishna Kant Chintalapudi

    IPC: G06V10/764 ,  G06T7/00

    Abstract: A computing system including an edge computing device. The edge computing device may include an edge device processor configured to receive edge device contextual data including computing resource availability data. Based at least in part on the edge device contextual data, the edge device processor may select a processing stage machine learning model of a plurality of processing stage machine learning models and construct a runtime processing pipeline of one or more runtime processing stages including the processing stage machine learning model. The edge device processor may receive a runtime input, and, at the runtime processing pipeline, generate a runtime output based at least in part on the runtime input. The edge device processor may generate runtime pipeline metadata that indicates the one or more runtime processing stages included in the runtime processing pipeline. The edge device processor may output the runtime output and the runtime pipeline metadata.

    Collecting and providing sensor data based on a sensor definition via a sensor management device
    3.
    发明授权
    Collecting and providing sensor data based on a sensor definition via a sensor management device 有权

    公开(公告)号：US12137153B2

    公开(公告)日：2024-11-05

    申请号：US17037472

    申请日：2020-09-29

    Applicant: Microsoft Technology Licensing, LLC

    Inventor： Tusher Chakraborty ,  Ranveer Chandra

    IPC: H04L67/565 ,  G16Y40/10 ,  G16Y40/35 ,  H04L67/125 ,  H04L67/75

    Abstract: The disclosure herein describes enables new sensors to be added and maintained in an Internet of Things system without upgrading firmware for the end device. A sensor abstraction layer (SAL) manages the end sensors, and a sensor definition layer (SDL) in the cloud interfaces with the SAL. Sensor definition data of a sensor connected to the end device is identified in a sensor definition data store of the SDL including sensor configuration data. The sensor configuration data is sent to the SAL, wherein the SAL is configured to collect sensor data from the sensor via a sensor interface. Sensor data is received from the SAL via an established network connection and converted into converted sensor data based on a data conversion model of the sensor definition data. The converted sensor data is then provided to an application, connected to a sensor management device, for consumption.

    Recovering occluded image data using machine learning
    6.
    发明授权
    Recovering occluded image data using machine learning 有权

    公开(公告)号：US11625812B2

    公开(公告)日：2023-04-11

    申请号：US16786257

    申请日：2020-02-10

    Applicant: Microsoft Technology Licensing, LLC

    Inventor： Ranveer Chandra ,  Peder Andreas Olsen ,  Mingmin Zhao

    IPC: G06K9/62 ,  G06T5/00 ,  G06T5/50 ,  G06N3/08 ,  G06N3/04 ,  G01S13/90

    Abstract: Examples disclosed herein are related to using a machine learning model to generate image data. One example provides a system, comprising one or more processors, and storage comprising instructions executable by the one or more processors to obtain image data comprising an image with unoccluded features, apply a mask to the unoccluded features in the image to form partial observation training data comprising a masked region that obscures at least a portion of the unoccluded features, and train a machine learning model comprising a generator and a discriminator at least in part by generating image data for the masked region and comparing the image data generated for the masked region to the image with unoccluded features.

    Channel control for communication using dynamic spectrum access
    7.
    发明授权
    Channel control for communication using dynamic spectrum access 有权

    公开(公告)号：US11540141B2

    公开(公告)日：2022-12-27

    申请号：US17037533

    申请日：2020-09-29

    Applicant: Microsoft Technology Licensing, LLC

    Inventor： Tusher Chakraborty ,  Deepak Vasisht ,  Ranveer Chandra ,  Zerina Kapetanovic ,  Heping Shi ,  Nissanka Arachchige Bodhi Priyantha

    IPC: H04W16/10 ,  H04W72/04 ,  H04W72/12 ,  H04L5/00

    Abstract: The disclosure described herein configures a base station and client devices for communication using dynamic spectrum access within a frequency spectrum that includes selecting, from a list of available channels, a set of channels as active channels. The active channels include uplink channels and downlink channels, and the active channels are distributed among a plurality of base station radios of a base station. A different channel is assigned to different base station radios. At least one uplink channel and at least one downlink channel are assigned to a plurality of client devices based on locations the client devices, wherein at least some client devices have active channels in common. The client devices having the active channels in common are also grouped on shared channels and time slots assigned to the client devices in the group, thereby allowing narrowband communication over the channels by the client devices.

    ENERGY EFFICIENT NETWORK CONNECTIVITY MAXIMIZATION
    8.
    发明申请
    ENERGY EFFICIENT NETWORK CONNECTIVITY MAXIMIZATION 有权

    公开(公告)号：US20210176705A1

    公开(公告)日：2021-06-10

    申请号：US17122882

    申请日：2020-12-15

    Applicant: Microsoft Technology Licensing, LLC

    Inventor： Ranveer Chandra ,  John Charles Krumm ,  Xia Zhou ,  Stefan Saroiu

    IPC: H04W52/02

    Abstract: The minimization of the amount of power consumed by an electronic device in acquiring or maintaining network connectivity with a network may extend the battery life of the electronic device. When the electronic device has established a communication connection with a wireless access point, the electronic device cycles a network interface controller of the electronic device between a power on state and a power off state without terminating the communication connection. Accordingly, the electronic device powers on a main processor of the electronic device when the network interface controller detects a beacon during the power on state that indicates the wireless access point has a buffered data frame for the electronic device.

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