Abstract: A machine learning system is provided to enhance various aspects of machine learning models. In some aspects. a substantially photorealistic three-dimensional (3D) graphical model of an object is accessed and a set of training images of the 3D graphical mode are generated, the set of training images generated to add imperfections and degrade photorealistic quality of the training images. The set of training images are provided as training data to train an artificial neural network.

Abstract: An electric power apparatus includes a main planar body having a circular opening that supports a brushless direct-current (BLDC) motor. The motor includes a stator, a rotor, a motor spindle extending through the circular opening, a first end cap formed on a first side of the stator and mounted on the main planar body; and a second end cap formed on a second side of the stator and secured to the first end cap to form a substantially watertight seal around the stator and the rotor. A ratio of a maximum power output of the motor when powered by at least one battery pack to a height of the motor as measured from an upper surface of the main planar body to a top surface of the motor is greater than or equal to approximately 34 watts/mm.

Abstract: An electric motor is provided including a stator, a rotor, a motor spindle coupled to the rotor and extending along a center axis, a first end cap formed on a first side of the stator, a second end cap formed on a second side of the stator and secured to the first end cap to form a first compartment around the stator and the rotor, an electro-magnetic brake module disposed on a side of the second end cap opposite the stator and engaged with the motor spindle, and a motor cover mounted on the second end cap to form a second compartment around the electro-magnetic brake module. The first end cap, the second end cap, and the motor cover form a substantially watertight seal around the stator, the rotor, and the position sensor assembly.

Abstract: Novel tools and techniques for implementing a ubiquitous in-cloud microsite solution includes transmitting one or more site parameters from a network device to an in-cloud microsite generator, the network device communicatively coupled to a user device, wherein the network device is configured to allow the user device to communicate over a communications network, generating a microsite based on one or more site parameters from the network device, displaying the microsite generated by the ubiquitous in-cloud microsite generator to the user device, authenticating the user device via the microsite, wherein the microsite performs handshakes between the network device and an at least one second device to authenticate the user device, and allowing the user device to access the communications network once authenticated.

Abstract: Novel tools and techniques for implementing a ubiquitous in-cloud microsite solution includes transmitting one or more site parameter from a network device to an in-cloud microsite generator, the network device communicatively coupled to a user device, wherein the network device is configured to allow the user device to communicate over a communications network, generating a microsite based on one or more site parameter from the network device, displaying the microsite generated by the ubiquitous in-cloud microsite generator to the user device, authenticating the user device via the microsite, wherein the microsite performs handshakes between the network device and an at least one second device to authenticate the user device, and allowing the user device to access the communications network once authenticated.

Abstract: A method for auditing installation of communications facilities. Network engineering information is received. The network engineering information may include telecommunications installation requirements and a budget associated with one or more telecommunications projects. A portal is displayed to receive telecommunications installation information from one or more contractors assigned to perform the one or more telecommunications projects. Auditing information associated with the one or more telecommunications projects is received. The auditing information and the network engineering information are automatically compared to the telecommunications information to determine deviations for multiple criteria. The deviations are reported for adjusting the compensation of the contractor.

Abstract: A system and method for strategic network planning includes a service forecast module that determines a forecasted service need for additional telecommunication network services. A network equipment module is in communication with the service forecast module. The network equipment module is operable to determine an equipment need for telecommunications network equipment in response to the determined forecasted service need. The equipment need includes a list of equipment that is desired to meet the forecasted service need. A task module is also in communication with the network equipment module. The task module is operable to determine task needs in response to the determined equipment need. The task needs include a list of tasks that need to be completed to meet the equipment need. A project module is also in communication with the task module. The project module is operable to calculate a project start date. The project start date is calculated in response to the determined task needs.

Abstract: A system and method for managing research produced by outside research vendors includes a storage unit, data repository stored on the storage unit, and a processing unit in communication with the storage unit and data repository. The processing unit may be configured to collect first research reports from first and second research vendors, where the first and second research reports have first and second formats, respectively. The processing unit may further be configured to reformat the first research reports from the first format into a third format, reformat the second research reports from the second format into the third format, store the reformatted first and second research reports in the data repository, and provide access to the first and second research reports in the third format to members of the organization.

Abstract: A method for auditing installation of communications facilities. Network engineering information is received. The network engineering information may include telecommunications installation requirements and a budget associated with one or more telecommunications projects. A portal is displayed to receive telecommunications installation information from one or more contractors assigned to perform the one or more telecommunications projects. Auditing information associated with the one or more telecommunications projects is received. The auditing information and the network engineering information are automatically compared to the telecommunications information to determine deviations for multiple criteria. The deviations are reported for adjusting the compensation of the contractor.

Abstract: A system and method for managing research produced by outside research vendors includes a storage unit, data repository stored on the storage unit, and a processing unit in communication with the storage unit and data repository. The processing unit may be configured to collect first research reports from first and second research vendors, where the first and second research reports have first and second formats, respectively. The processing unit may further be configured to reformat the first research reports from the first format into a third format, reformat the second research reports from the second format into the third format, store the reformatted first and second research reports in the data repository, and provide access to the first and second research reports in the third format to members of the organization.

Abstract: A system and method for strategic network planning includes a service forecast module that determines a forecasted service need for additional telecommunication network services. A network equipment module is in communication with the service forecast module. The network equipment module is operable to determine an equipment need for telecommunications network equipment in response to the determined forecasted service need. The equipment need includes a list of equipment that is desired to meet the forecasted service need. A task module is also in communication with the network equipment module. The task module is operable to determine task needs in response to the determined equipment need. The task needs include a list of tasks that need to be completed to meet the equipment need. A project module is also in communication with the task module. The project module is operable to calculate a project start date. The project start date is calculated in response to the determined task needs.

Abstract: Thermoplastic compositions that reflect ultraviolet light are provided herein, along with articles of manufacture and methods of fluid purification using the same. The thermoplastic compositions preferably comprise a suitable thermoplastic material and microparticles of UV reflective material, such as aluminum or stainless steel. The thermoplastic compositions are useful, for example, in forming articles of manufacture comprising a UV reflective surface that are suitable for use in a water treatment system in connection with a UV light source.

Abstract: Thermoplastic compositions that reflect ultraviolet light are provided herein, along with articles of manufacture and methods of fluid purification using the same. The thermoplastic compositions preferably comprise a suitable thermoplastic material and microparticles of UV reflective material, such as aluminum or stainless steel. The thermoplastic compositions are useful, for example, in forming articles of manufacture comprising a UV reflective surface that are suitable for use in a water treatment system in connection with a UV light source.