Abstract: Disclosed is system for executing service request. The system comprises a processing arrangement and data sources. The processing arrangement receives the service request and is configured to extract data from the data sources based on the service request. The data sources respond in response to a characteristic framework of the service request. The system further comprises an administrator module to permute the service request received by the processing arrangement in accordance with the characteristic framework employed by the data sources. The administrator module is configured to identify at least one attribute of the service request, obtain data corresponding to the at least one attribute of the service request from the data sources, normalize the obtained data and provide the normalized data to execute the service request, via the processing arrangement.

Abstract: In some embodiments, a method includes processing, by a machine learning model, a natural-language expression to generate one or more rules, each rule including a trigger and one or more actions; monitoring a deployed infrastructure to detect an occurrence of at least one of the one or more triggers of a first rule of the one or more rules; and performing at least one of the one or more actions of the first rule based on the occurrence of at least one of the one or more triggers.

Abstract: Anomaly detection includes receiving, for one or more data points of a data set, an anomaly label indicating whether the one or more data points is an anomaly; generating, using a first machine learning model, one or more hyperparameters based on the one or more data points and the anomaly label; and training a second machine learning model to determine anomalies in the data set, wherein the training is based on the one or more hyperparameters.

Abstract: In some embodiments, a method includes receiving a plurality of actions associated with a reinforcement learning model; generating a plurality of combinations of actions based on the plurality of actions; analyzing the plurality of combinations of actions; generating at least one subset of indispensable actions based on the analyzing; selecting a set of training actions from the plurality of actions based on the at least one subset of indispensable actions; and training the reinforcement learning model based on the set of training actions.

Abstract: A server device for use with a first and second user, a first and second client device respectively, a media device, the first client device configured to communicate with the second client device, one of the first or second client devices being configured to transmit an alert based on a failed attempt to initiate communication between the first client device and the second client device, the media device being configured to provide media to the user, the server device including: a memory; and a processor which executes instructions stored on the memory to cause the server device to: create a channel for the media device; associate, with the channel, one of the first or second client device; receive the alert; identify the media device based on the alert; and transmit a notification instruction to the media device to instruct the media device to provide a notification to the second user.

Abstract: Methods and systems of notifying a service provider regarding Wi-Fi gateway issues are shown and disclosed. In one embodiment, the method includes detecting, via a Wi-Fi gateway, an issue related to the Wi-Fi gateway, and embedding, via the Wi-Fi gateway, information related to the detected issue in an IEEE 802.11 management frame. The method additionally includes broadcasting, via the Wi-Fi gateway, the IEEE 802.11 management frame with the embedded information, and receiving, via an application running on a Wi-Fi device, the IEEE 802.11 management frame with the embedded information. The method further includes transmitting, via the application running on the Wi-Fi device, the embedded information to the service provider.

Abstract: Systems and methods are described herein are directed to determining optimal operating set points in sync with dynamic demand responsive to time-varying events in a data center. The method includes establishing, by a matrix module executing on a computing device, a data matrix of a first set of critical data based on resources in the data center representing dynamic demand, the dynamic demand responsive to the time-varying events in the data center. A decomposition module can generate new critical data based in part on the first set of critical data. A prediction module can determine optimal operating set points using the new critical data. The optimal operating set points for the resources can be transmitted by a communications module to a data center orchestration unit such as a building management module.

Abstract: Systems and methods are described herein are directed to determining optimal operating set points in sync with dynamic demand responsive to time-varying events in a data center. The method includes establishing, by a matrix module executing on a computing device, a data matrix of a first set of critical data based on resources in the data center representing dynamic demand, the dynamic demand responsive to the time-varying events in the data center. A decomposition module can generate new critical data based in part on the first set of critical data. A prediction module can determine optimal operating set points using the new critical data. The optimal operating set points for the resources can be transmitted by a communications module to a data center orchestration unit such as a building management module.

Abstract: The instant disclosure relates to methods, systems, and apparatus for polishing wastewater (i.e. non-potable water) using filtration media. More particularly, the instant disclosure relates to wastewater polishing using a bed of mixed metal oxides under certain operating conditions to remove a plurality of contaminants from a wastewater stream.

Abstract: Wastewater treatment systems, methods and apparatus for polishing a wastewater stream comprising a plurality of contaminants are provided. One system includes a vessel containing a plurality of natural media filtration agents selected to remove selected ones of the plurality of contaminants from the wastewater stream. In one embodiment, the vessel includes a bed of bauxite residue and at least one other natural media filtration agent. In another embodiment, the vessel includes a bed of compost and at least one other natural media filtration agent. The vessel includes a wastewater inlet that is in fluid communication with one or more of the natural media filtration agents. The vessel includes a wastewater outlet that is in fluid communication with one or more of the natural media filtration agents.

Abstract: Wastewater treatment systems, methods and apparatus for polishing a wastewater stream comprising a plurality of contaminants are provided. One system includes a vessel containing a plurality of natural media filtration agents selected to remove selected ones of the plurality of contaminants from the wastewater stream. In one embodiment, the vessel includes a bed of bauxite residue and at least one other natural media filtration agent. In another embodiment, the vessel includes a bed of compost and at least one other natural media filtration agent. The vessel includes a wastewater inlet that is in fluid communication with one or more of the natural media filtration agents. The vessel includes a wastewater outlet that is in fluid communication with one or more of the natural media filtration agents.

Abstract: Wastewater treatment systems, methods and apparatus for polishing a wastewater stream comprising a plurality of contaminants are provided. One system includes a vessel containing a plurality of natural media filtration agents selected to remove selected ones of the plurality of contaminants from the wastewater stream. In one embodiment, the vessel includes a bed of bauxite residue and at least one other natural media filtration agent. In another embodiment, the vessel includes a bed of compost and at least one other natural media filtration agent. The vessel includes a wastewater inlet that is in fluid communication with one or more of the natural media filtration agents. The vessel includes a wastewater outlet that is in fluid communication with one or more of the natural media filtration agents.

Abstract: Wastewater treatment systems, methods and apparatus for polishing a wastewater stream comprising a plurality of contaminants are provided. One system includes a vessel containing a plurality of natural media filtration agents selected to remove selected ones of the plurality of contaminants from the wastewater stream. In one embodiment, the vessel includes a bed of bauxite residue and at least one other natural media filtration agent. In another embodiment, the vessel includes a bed of compost and at least one other natural media filtration agent. The vessel includes a wastewater inlet that is in fluid communication with one or more of the natural media filtration agents. The vessel includes a wastewater outlet that is in fluid communication with one or more of the natural media filtration agents.

Abstract: Horizontal gas-liquid scrubbing systems and associated gas scrubbing methodologies are provided. In one embodiment, a horizontal duct scrubbing system includes a horizontally disposed housing having a waste gas inlet and a treated gas outlet, a liquid inlet manifold disposed within the horizontally disposed housing, the liquid inlet manifold comprising a plurality of nozzles oriented to spray a scrubbing liquor co-current to the flow of a gas stream flowing through the horizontally disposed housing, and a demister located proximal the treated gas outlet, where the horizontally disposed housing is substantially free of flow deflection members between the liquid inlet manifold and the demister.

Abstract: The instant disclosure relates to methods, systems, and apparatus for polishing wastewater (i.e. non-potable water) using filtration media. More particularly, the instant disclosure relates to wastewater polishing using a bed of mixed metal oxides under certain operating conditions to remove a plurality of contaminants from a wastewater stream.

Abstract: Horizontal gas-liquid scrubbing systems and associated gas scrubbing methodologies are provided. In one embodiment, a horizontal duct scrubbing system includes a horizontally disposed housing having a waste gas inlet and a treated gas outlet, a liquid inlet manifold disposed within the horizontally disposed housing, the liquid inlet manifold comprising a plurality of nozzles oriented to spray a scrubbing liquor co-current to the flow of a gas stream flowing through the horizontally disposed housing, and a demister located proximal the treated gas outlet, where the horizontally disposed housing is substantially free of flow deflection members between the liquid inlet manifold and the demister.

Abstract: Horizontal gas-liquid scrubbing systems and associated gas scrubbing methodologies are provided. In one embodiment, a horizontal duct scrubbing system includes a horizontally disposed housing having a waste gas inlet and a treated gas outlet, a liquid inlet manifold disposed within the horizontally disposed housing, the liquid inlet manifold comprising a plurality of nozzles oriented to spray a scrubbing liquor co-current to the flow of a gas stream flowing through the horizontally disposed housing, and a demister located proximal the treated gas outlet, where the horizontally disposed housing is substantially free of flow deflection members between the liquid inlet manifold and the demister. The gas stream may include sulfur dioxide, and the system may be capable of removing at least 71 vol. % sulfur dioxide from the gas stream.

Abstract: Wastewater treatment systems, methods and apparatus for polishing a wastewater stream comprising a plurality of contaminants are provided. One system includes a vessel containing a plurality of natural media filtration agents selected to remove selected ones of the plurality of contaminants from the wastewater stream. In one embodiment, the vessel includes a bed of bauxite residue and at least one other natural media filtration agent. In another embodiment, the vessel includes a bed of compost and at least one other natural media filtration agent. The vessel includes a wastewater inlet that is in fluid communication with one or more of the natural media filtration agents. The vessel includes a wastewater outlet that is in fluid communication with one or more of the natural media filtration agents.

Abstract: Horizontal gas-liquid scrubbing systems and associated gas scrubbing methodologies are provided. In one embodiment, a horizontal duct scrubbing system includes a horizontally disposed housing having a waste gas inlet and a treated gas outlet, a liquid inlet manifold disposed within the horizontally disposed housing, the liquid inlet manifold comprising a plurality of nozzles oriented to spray a scrubbing liquor co-current to the flow of a gas stream flowing through the horizontally disposed housing, and a demister located proximal the treated gas outlet, where the horizontally disposed housing is substantially free of flow deflection members between the liquid inlet manifold and the demister. The gas stream may include sulfur dioxide, and the system may be capable of removing at least 71 vol. % sulfur dioxide from the gas stream.

Abstract: Horizontal gas-liquid scrubbing systems and associated gas scrubbing methodologies are provided. In one embodiment, a horizontal duct scrubbing system includes a horizontally disposed housing having a waste gas inlet and a treated gas outlet, a liquid inlet manifold disposed within the horizontally disposed housing, the liquid inlet manifold comprising a plurality of nozzles oriented to spray a scrubbing liquor co-current to the flow of a gas stream flowing through the horizontally disposed housing, and a demister located proximal the treated gas outlet, where the horizontally disposed housing is substantially free of flow deflection members between the liquid inlet manifold and the demister. The gas stream may include sulfur dioxide, and the system may be capable of removing at least 71 vol. % sulfur dioxide from the gas stream.