Disclosed is a method comprising providing a first resource grid as input to a first machine learning algorithm, obtaining a second resource grid as output from the first machine learning algorithm, and transmitting a signal comprising the second resource grid by using orthogonal frequency-division multiplexing modulation.

Presented herein are techniques for using mobile client density to compensate for variations in path loss between neighboring access points. In one example, a device (e.g., wireless controller) determines one or more mobile client density variation trends in a wireless network location and determines one or more neighbor message power variation trends between at least first and second access points within the wireless network location over a time period. The device generates one or more correlation bias factors using the mobile client density variation trends and the neighbor message power variation trends over the time period. The device determines a path loss between at least the first and second access points based on the correlation bias factor and data associated with neighbor messages sent between the first and second access points.

A method and a device for anticipating a reconnection, to a second access point, of a mobile station connected to a first access point that forms a wireless telecommunication network. The physical bit rate between the first access point and mobile station with respect to a reception power of a signal sent by a mobile station and received by the first access point from measurements of reception power of signals sent by the mobile station and received by the first access point, calculates physical bit rates between access points and mobile station. A rate of variation of the physical bit rates between access points and mobile stations from measurements obtained and from the modelling, an anticipation of physical bit rate between access points and the mobile stations and determines whether a reconnection of the station to the second access point must be made among other things from the calculated anticipations.

A method and a device for anticipating a reconnection, to a second access point, of a mobile station connected to a first access point that forms a wireless telecommunication network. The physical bit rate between the first access point and mobile station with respect to a reception power of a signal sent by a mobile station and received by the first access point from measurements of reception power of signals sent by the mobile station and received by the first access point, calculates physical bit rates between access points and mobile station. A rate of variation of the physical bit rates between access points and mobile stations from measurements obtained and from the modelling, an anticipation of physical bit rate between access points and the mobile stations and determines whether a reconnection of the station to the second access point must be made among other things from the calculated anticipations.

Aspects of the subject disclosure may include, for example, obtaining channel cross correlation data relating to multiple user equipment (UEs) being served in a cell, wherein the channel cross correlation data comprises a correlation coefficient associated with a first UE of the multiple UEs and a second UE of the multiple UEs, identifying that the first UE is experiencing decreasing throughput, responsive to the identifying that the first UE is experiencing decreasing throughput, determining whether the correlation coefficient associated with the first UE and the second UE satisfies a correlation threshold, and, based on a first determination that the correlation coefficient does not satisfy the correlation threshold, adjusting a downlink (DL) transmit power allocation for transmissions directed to the first UE. Other embodiments are disclosed.

A method includes receiving a representation of a predefined planned event that includes the use of a first set of cellular data service infrastructure elements. A performance of the first set of cellular data service infrastructure elements is simulated, and a predicted failure of at least one cellular data service infrastructure element from the first set of cellular data service infrastructure elements is identified based on the simulation. In response to identifying the predicted failure, a modification to the at least one cellular data service infrastructure element or an additional cellular data service infrastructure element is determined and included in a second set of cellular data service infrastructure elements whose performance is subsequently simulated. The simulated performance of the first set of cellular data service infrastructure elements is compared with the simulated performance of the second set of cellular data service infrastructure elements to determine a performance improvement.

One or more computing devices, systems, and/or methods are provided. In an example, a method includes instantiating a first user equipment (UE) module on a first computing device and instantiating a second UE module on a second computing device connected to the first computing device by a wired network. A first base station (BS) module associated with the first UE module is instantiated on a third computing device coupled to the wired network and a second BS module associated with the second UE module is instantiated on a fourth computing device coupled to the wired network. A first resource allocation map is sent from the first BS module to the second BS module. An interference metric is generated based on the first resource allocation map. A data transmission between the second UE module and the second BS module is modulated based on the interference metric.

One or more computing devices, systems, and/or methods are provided. In an example, a method includes instantiating a first user equipment (UE) module on a first computing device and instantiating a second UE module on a second computing device connected to the first computing device by a wired network. A first base station (BS) module associated with the first UE module is instantiated on a third computing device coupled to the wired network and a second BS module associated with the second UE module is instantiated on a fourth computing device coupled to the wired network. A first resource allocation map is sent from the first BS module to the second BS module. An interference metric is generated based on the first resource allocation map. A data transmission between the second UE module and the second BS module is modulated based on the interference metric.

The invention comprises a method for establishing and operating a resilient and reliable overlay ad-hoc communication network of heterogeneous end devices, comprising the steps of sending (200) a connection request signal by respectively each end device; establishing (201) pairwise connection links between at least a selection of the end devices under usage of the connection request signals thereby creating the ad-hoc communication network, characterised in that a policy is applied (202), providing a set of rules indicating the discovery and connection criteria for establishing (201) pairwise connection links and routing; as well as operating (203) an underlying real-time information streaming network platform using the created ad-hoc communication network. The invention also comprises a system arrangement of the foregoing method, as well as an end device to operate the method and a computer program likewise programmed as such.

The invention comprises a method for establishing and operating a resilient and reliable overlay ad-hoc communication network of heterogeneous end devices, comprising the steps of sending (200) a connection request signal by respectively each end device; establishing (201) pairwise connection links between at least a selection of the end devices under usage of the connection request signals thereby creating the ad-hoc communication network, characterised in that a policy is applied (202), providing a set of rules indicating the discovery and connection criteria for establishing (201) pairwise connection links and routing; as well as operating (203) an underlying real-time information streaming network platform using the created ad-hoc communication network. The invention also comprises a system arrangement of the foregoing method, as well as an end device to operate the method and a computer program likewise programmed as such.