Abstract: A method and system for data transformation based on machine learning is disclosed. The method includes generating a matrix for a plurality of input vectors based on a machine learning model. The method further includes comparing for each of the plurality of input vectors, the intent value in the matrix with a predefined intent threshold, wherein, for an intent value below the predefined intent threshold, an associated function is unavailable. The method further includes determining a first set of vectors from the plurality of input vectors based on the comparing, wherein for each input vector in the first set, the associated intent value is below the predefined intent threshold. The method further includes mapping, by the data transformation device, each input vector in the first set with an intent value above the predefined intent threshold and an associated function.

Abstract: A method and system for data transformation based on machine learning is disclosed. The method includes generating a matrix for a plurality of input vectors based on a machine learning model. The method further includes comparing for each of the plurality of input vectors, the intent value in the matrix with a predefined intent threshold, wherein, for an intent value below the predefined intent threshold, an associated function is unavailable. The method further includes determining a first set of vectors from the plurality of input vectors based on the comparing, wherein for each input vector in the first set, the associated intent value is below the predefined intent threshold. The method further includes mapping, by the data transformation device, each input vector in the first set with an intent value above the predefined intent threshold and an associated function.

Abstract: Disclosed subject matter relates to data analytics including a method of evaluating performance of employees of an organization. A performance evaluating system provides a review matrix corresponding to one of plurality of review contexts to recommenders for receiving their feedback including recommender's review score and review comments in the review matrix for the employees. Further, the performance evaluating system generates a system review score for each employee by analysing the review comments and computes a compound review score for each employee and each of the plurality of review contexts using the recommender's review score and the system review score. Furthermore, cumulative evaluation score for each employee is computed using the compound review score, predefined organizational weights and historical evaluation score. Finally, the cumulative evaluation score of is analysed to evaluate performance of the employees and reward them objectively.

Abstract: Disclosed herein is a method and system for dynamic channel allocation among plurality of Base Transceiver Stations (BTSs) in Long-Range Land-to-Sea (LRLS) wireless network. The method comprises configuring plurality of channels, having non-overlapping frequencies, to plurality of BTSs, and obtaining channel quality parameters related to each channel. Subsequently, an Aggregate Weighted Signal-to-Interference Noise Ratio (AWSINR) metrics and a throughput value for each of plurality of BTSs is determined based on the channel quality parameters. Finally, an optimal channel is identified among plurality of channels for allocating to each of plurality of BTSs based on the AWSINR metrics or the throughput value. In an embodiment, the present disclosure helps in eliminating interference in the LRLS wireless network, thereby optimizing network throughput and enhancing Quality of Experience to end users.

Abstract: The present disclosure relates to a method and system for performing Handover (HO) in a Long-Range Land-To-Sea (LRLS) wireless network. The Customer-Premises Equipment (CPE) comprises an Antenna Array (AA). The HO management system scans one or more inactive AAs of CPE based on configuration parameters. Further, one of Signal to Noise Ratio (SNR) and Modulation and Coding Scheme (MCS) throughput values are retrieved on uplink and downlink. Thereafter, one of SNR and MCS throughput values on uplink and downlink are processed for determining a target AA. Further, system performs inter-network HO to Very Small Aperture Terminal (VSAT) network when cell edge is detected on target AA or inter-AA HO to target AA otherwise. Lastly, a network re-entry is initiated to target AA from the VSAT when network re-entry is detected on target AA based on processing one of the SNR or the MCS throughput values in uplink and downlink.

Abstract: Disclosed herein is a method and system for dynamic channel allocation among plurality of Base Transceiver Stations (BTSs) in Long-Range Land-to-Sea (LRLS) wireless network. The method comprises configuring plurality of channels, having non-overlapping frequencies, to plurality of BTSs, and obtaining channel quality parameters related to each channel. Subsequently, an Aggregate Weighted Signal-to-Interference Noise Ratio (AWSINR) metrics and a throughput value for each of plurality of BTSs is determined based on the channel quality parameters. Finally, an optimal channel is identified among plurality of channels for allocating to each of plurality of BTSs based on the AWSINR. metrics or the throughput value. in an embodiment, the present disclosure helps in eliminating interference in the LRLS wireless network, thereby optimizing network throughput and enhancing Quality of Experience to end users.

Abstract: A method, device, and system for managing network entry and handover in a land-to-sea wireless network. The method includes computing a downlink SNR metric associated with each of a plurality of antenna arrays of the CPE for each of a plurality of BTS frequencies. The method further includes computing a downlink AWSNR metric for each of the plurality of BTS frequencies across each of the plurality of antenna arrays. The method includes storing the downlink AWSNR metric computed for each of the plurality of BTS frequencies across each of the plurality of antenna arrays in a plurality of downlink AWSNR buffers. The method further includes assigning ranks to at least one downlink AWSNR buffer. The method includes establishing a pseudo-connection with a target BTS associated with a highest ranked downlink AWSNR buffer. The method further includes evaluating the pseudo-connection with the target BTS.

Abstract: The present disclosure relates to a method and system for performing Handover (HO) in a Long-Range Land-To-Sea (LRLS) wireless network. The Customer-Premises Equipment (CPE) comprises an Antenna Array (AA). The HO management system scans one or more inactive AAs of CPE based on configuration parameters. Further, one of Signal to Noise Ratio (SNR) and Modulation and Coding Scheme (MCS) throughput values are retrieved on uplink and downlink. Thereafter, one of SNR and MCS throughput values on uplink and downlink are processed for determining a target AA. Further, system performs inter-network HO to Very Small Aperture Terminal (VSAT) network when cell edge is detected on target AA or inter-AA HO to target AA otherwise. Lastly, a network re-entry is initiated to target AA from the VSAT when network re-entry is detected on target AA based on processing one of the SNR or the MCS throughput values in uplink and downlink.

Abstract: A method, device, and system for managing network entry and handover in a land-to-sea wireless network. The method includes computing a downlink SNR metric associated with each of a plurality of antenna arrays of the CPE for each of a plurality of BTS frequencies. The method further includes computing a downlink AWSNR metric for each of the plurality of BTS frequencies across each of the plurality of antenna arrays. The method includes storing the downlink AWSNR metric computed for each of the plurality of BTS frequencies across each of the plurality of antenna arrays in a plurality of downlink AWSNR buffers. The method further includes assigning ranks to at least one downlink AWSNR buffer. The method includes establishing a pseudo-connection with a target BTS associated with a highest ranked downlink AWSNR buffer. The method further includes evaluating the pseudo-connection with the target BTS.

Abstract: A method, device, and system for calibrating and adapting transmission rate in wireless communication is disclosed. The method includes sending, based on a static Module and Coding Schemes (MCS) probe table, a plurality of probe packets at each of a set of probe MCSs associated with a current MCS. The static MCS probe table includes a plurality of MCSs and a set of probe MCSs associated with each of the plurality of MCSs. The method further includes determining percentage of probe packets successfully received by a receiver for each of the set of probe MCSs associated with the current MCS, based on a link adaptation statistic packet received from the receiver. The method includes identifying an MCS from the set of probe MCSs for subsequent transmissions based on the determined percentage.

Abstract: Disclosed subject matter relates to data analytics including a method of evaluating performance of employees of an organization. A performance evaluating system provides a review matrix corresponding to one of plurality of review contexts to recommenders for receiving their feedback including recommender's review score and review comments in the review matrix for the employees. Further, the performance evaluating system generates a system review score for each employee by analysing the review comments and computes a compound review score for each employee and each of the plurality of review contexts using the recommender's review score and the system review score. Furthermore, cumulative evaluation score for each employee is computed using the compound review score, predefined organizational weights and historical evaluation score. Finally, the cumulative evaluation score of is analysed to evaluate performance of the employees and reward them objectively.

Abstract: A system and method is provided for switching data-paths in heterogeneous wireless communication network. In one embodiment, the method includes receiving signal to noise ratio (SNR) samples for a downlink signal and for an uplink signal, and for each of antennas of a primary wireless communication network with respect to an access device. The method further includes dynamically processing the SNR samples to detect one of a cell edge event and a network re-entry event with respect to each of the downlink signal and the uplink signal. Upon detection of the cell edge event for the downlink signal or for the uplink signal, the method includes disabling a data-path between the primary wireless communication network and the access device. Further, upon detection of the network re-entry event for the downlink signal and for the uplink signal, the method includes enabling the data-path between the primary wireless communication network and the access device.

Abstract: A network configuration having various network elements and user equipments configured to authenticate web access requests is disclosed. Upon receipt of web addresses from various subscribers, the web addresses such as online advertisements are stored in a memory. The network traffic in the communication network is monitored in accordance with the web addresses stored in the memory. After detecting a website assess request such as a click of an online advertisement, an authentication record which authenticates the origin of the network equipment issuing the request. The authentication record is forwarded to a subscription partner via a predefined messaging mechanism.

Abstract: A network configuration having various network elements and user equipments configured to authenticate web access requests is disclosed. Upon receipt of web addresses from various subscribers, the web addresses such as online advertisements are stored in a memory. The network traffic in the communication network is monitored in accordance with the web addresses stored in the memory. After detecting a website assess request such as a click of an online advertisement, an authentication record which authenticates the origin of the network equipment issuing the request. The authentication record is forwarded to a subscription partner via a predefined messaging mechanism.

Abstract: A method and apparatus for providing load balancing of subscriber session in a multi-slot gateway employing utilization counts are disclosed. A process of load balancing is configured to increase the session count when a subscription or subscriber session is created in a line card coupled with an active slot. The utilization count associated with the active slot is incremented when the value of session count reaches a predefined session value such as 100,000. After updating an active slot table associated with the active slot in accordance with slot numbers and utilization counts, the content of active slot table is copied to another active slot table associated with a second active slot.

Abstract: A method and apparatus for network accessing configured to prefix filtering one or more wildcard identity for an International Mobile Subscriber Identity (“IMSI”) application is disclosed. Upon receiving a request of a new rule with system identification (“SID”) for network access, a process of wildcard prefixing is able to identify a wildcard in a predefined field of the SID. The SID, in one example, is an IMSI. After retrieving a specific prefix in accordance with the wildcard, the wildcard is replaced with the specific prefix in the predefined field of the SID to form a modified rule. The predefined field of the SID can be a field for mobile country code (“MCC”), mobile network code (“MNC”), or mobile subscriber identification number (“MSIN”). The process subsequently inserts the modified rule into a memory structure.

Abstract: A network configuration and method of delivering targeted advertisement during an audio broadcasting using a targeted radio advertisement manager (“TRAM”) are disclosed. A TRAM process for delivering targeted advertisement (“AD”) is able to receive a packet carrying identification (“ID”) identifying a radio and a time stamp associated with a tune-in broadcast station via a cellular communication network. After identifying at least one user associated with the radio, a user preference is determined in accordance with the user. After generating a set of targeted ads based on user preference, the set of targeted ads is forwarded to the radio. The targeted ads are selectively disseminated during commercial intervals between radio broadcasting in accordance with a predefined broadcasting schedule.

Abstract: A method and apparatus for assigning the same sequence number (“SN”) to multiple messages using a global index pool and non-standard source ports (“NSPs”) are disclosed. After generating a global index pool containing multiple indexes, the process, in one embodiment, generates a set of NSPs for a network device. Upon creating a first SN for a general packet radio service tunneling protocol (“GTP”) message between peer-to-peer communications, the SN is stored in a first field of a first index. The process subsequently inserts a socket address used for indexing or addressing one of the NSPs in a second field of the first index.

Abstract: A method and apparatus for providing load balancing of subscriber session in a multi-slot gateway employing utilization counts are disclosed. A process of load balancing is configured to increase the session count when a subscription or subscriber session is created in a line card coupled with an active slot. The utilization count associated with the active slot is incremented when the value of session count reaches a predefined session value such as 100,000. After updating an active slot table associated with the active slot in accordance with slot numbers and utilization counts, the content of active slot table is copied to another active slot table associated with a second active slot.

Abstract: A method and apparatus for providing load balancing of subscriber session in a multi-slot gateway employing utilization counts are disclosed. A process of load balancing is configured to increase the session count when a subscription or subscriber session is created in a line card coupled with an active slot. The utilization count associated with the active slot is incremented when the value of session count reaches a predefined session value such as 100,000. After updating an active slot table associated with the active slot in accordance with slot numbers and utilization counts, the content of active slot table is copied to another active slot table associated with a second active slot.