FACILITATING STRIATED RANDOM RESTART DURING ALLOCATION OF RESOURCES USING A HEURISTIC APPROACH

    公开(公告)号:US20230057537A1

    公开(公告)日:2023-02-23

    申请号:US17396232

    申请日:2021-08-06

    Abstract: Facilitating striated random restart during routing of resources using a heuristic approach is provided herein. Operations of a system can include, separating objects of a group of objects into a first grouping and a second grouping, assigning first objects of the first grouping and second objects of the second grouping to respective resource elements, resulting in a first classification. A search space is enabled and includes, at respective iterations of a group of iterations, selecting a defined priority level, removing third objects of the second grouping that do not satisfy the defined priority level from the first classification, and assigning the third objects to the respective resource elements, resulting in a second classification. The first objects and the second objects, other than the third objects, remain assigned according to the first classification. According to an implementation, the schedule search reduces a search space of the group of objects.

    STREAMING CONTENT CACHE SCHEDULING

    公开(公告)号:US20220329640A1

    公开(公告)日:2022-10-13

    申请号:US17809272

    申请日:2022-06-27

    Abstract: A processing system including at least one processor may collect a first set of time series features relating to requests for a content item at a content distribution node in a communication network, generate a first prediction model based upon the first set of time series features to predict levels of demand for the content item at the content distribution node at future time periods, identify, via the first prediction model, a first time period of the future time periods when a predicted level of demand for the content item exceeds a threshold level of demand, identify a second time period of the future time periods when a predicted level of utilization of the communication network is below a threshold level of utilization, the second time period being prior to the first time period, and transfer the content item to the content distribution node in the second time period.

    Telecommunication network customer premises service dispatch optimization

    公开(公告)号:US11126939B2

    公开(公告)日:2021-09-21

    申请号:US16212393

    申请日:2018-12-06

    Abstract: A processing system may obtain historical job feature, network plant feature, and calendar feature data associated with customer premises installation jobs of a telecommunication network which include a dispatch of a customer premises technician. A plurality of the customer premises installation jobs may further include a dispatch of a network-based technician. The processing system may then generate, from the historical data, a prediction model for predicting whether additional customer premises installation jobs may include a dispatch of a network-based technician, apply the prediction model to job feature, network plant feature, and calendar feature data associated with a pending customer premises installation job, determine a likelihood score of whether the pending customer premises installation job may include a dispatch of a network-based technician based upon the prediction model, and assign the pending customer premises installation job to at least a first customer premises technician in accordance with the likelihood score.

    Greedy Forward Search Using A Centrality Measure

    公开(公告)号:US20230013545A1

    公开(公告)日:2023-01-19

    申请号:US17367970

    申请日:2021-07-06

    Abstract: Methods, systems, and apparatuses may provide for receiving an indication of a set of sites in a geographical area, wherein the set of sites comprises a plurality of spare distribution sites; receiving an indication of a respective physical routing distance of each site of the geographical area; and determining a centrality value for each respective site of the plurality of candidate distribution sites of the geographic area, wherein the centrality value is based on the respective physical routing distance of each site of the geographical area.

    STREAMING CONTENT CACHE SCHEDULING

    公开(公告)号:US20210029182A1

    公开(公告)日:2021-01-28

    申请号:US16518229

    申请日:2019-07-22

    Abstract: A processing system including at least one processor may collect a first set of time series features relating to requests for a content item at a content distribution node in a communication network, generate a first prediction model based upon the first set of time series features to predict levels of demand for the content item at the content distribution node at future time periods, identify, via the first prediction model, a first time period of the future time periods when a predicted level of demand for the content item exceeds a threshold level of demand, identify a second time period of the future time periods when a predicted level of utilization of the communication network is below a threshold level of utilization, the second time period being prior to the first time period, and transfer the content item to the content distribution node in the second time period.

    SYSTEMS AND METHOD FOR MANAGEMENT AND ALLOCATION OF NETWORK ASSETS

    公开(公告)号:US20200371510A1

    公开(公告)日:2020-11-26

    申请号:US16418183

    申请日:2019-05-21

    Abstract: A method for generating a multi-layer predictive model includes collecting historical observable data from one or more pieces of equipment of a same type, wherein the historical observable data is collected at different hierarchical levels of the one or more pieces of equipment; collecting operational state indications of the pieces of equipment corresponding to the collected historical observable data; generating, from the collected historical observable data, a set of operational state models, wherein each operational state model corresponds to one of the different hierarchical levels; and generating, from outputs of the set of operational state models, a top-level operational model for the piece of equipment. The top-level operational model is operable to determine maintenance and replacement timing for the piece of equipment.

    INFERRING USER EQUIPMENT LOCATION DATA BASED ON SECTOR TRANSITION

    公开(公告)号:US20180098198A1

    公开(公告)日:2018-04-05

    申请号:US15221568

    申请日:2016-07-27

    Abstract: Determining a location of a user equipment (UE) based on historical location data and historical sector transition data is disclosed. A correlation between historic location information and a historic sector transition can be determined. The correlation can be stored in a searchable data set. A location of a current UE can be inferred based on a sector transition of the current UE. The sector transition of the current UE can be searched against eh data set to indicate a likely location of the current UE based on historical information. The searchable data set can be based on sparse location data enabling location determinations for a current UE that can otherwise lack location services. Moreover, an order of a sector transition can imbue a directionality to stored location information such that a likely location in a sector can be correlated to a transition from a prior sector of a network session of the UE.

    STREAMING CONTENT CACHE SCHEDULING

    公开(公告)号:US20210306395A1

    公开(公告)日:2021-09-30

    申请号:US17347408

    申请日:2021-06-14

    Abstract: A processing system including at least one processor may collect a first set of time series features relating to requests for a content item at a content distribution node in a communication network, generate a first prediction model based upon the first set of time series features to predict levels of demand for the content item at the content distribution node at future time periods, identify, via the first prediction model, a first time period of the future time periods when a predicted level of demand for the content item exceeds a threshold level of demand, identify a second time period of the future time periods when a predicted level of utilization of the communication network is below a threshold level of utilization, the second time period being prior to the first time period, and transfer the content item to the content distribution node in the second time period.

    User equipment localization through time series search

    公开(公告)号:US10805901B1

    公开(公告)日:2020-10-13

    申请号:US16799253

    申请日:2020-02-24

    Abstract: A processing system collects data points, wherein each data point indicates a location of user equipment in a telecommunication service provider network at a point in time, generates, for a first data point, a set of features over a plurality of time windows, wherein the set includes time series features, estimates an importance of each feature, wherein the importance indicates an accuracy with which the feature allows for estimation of an unseen location of the user equipment, wherein the unseen location is a location that is not identified in the plurality of data points, selects a threshold number of features from the set, wherein the threshold number of features have a greatest importance relative to all features in the set, generates a plurality of predictions of the unseen location, using the threshold number of features, aggregates the plurality of predictions, and estimates the unseen location based on the aggregating.

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