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1. 发明授权

US11829883B2 Executing a genetic algorithm on a low-power controller 有权
公开(公告)号：US11829883B2
公开(公告)日：2023-11-28
申请号：US17017065
申请日：2020-09-10
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain
IPC分类号： G06N3/08 , G06N3/084 , G06N3/126
CPC分类号： G06N3/084 , G06N3/126
摘要： A method includes selecting a subset of models from a plurality of models. The plurality of models is generated based on a genetic algorithm and corresponds to a first epoch of the genetic algorithm. Each of the plurality of models includes data representative of a neural network. The method includes performing at least one genetic operation of the genetic algorithm with respect to at least one model of the subset to generate a trainable model. The method includes determining a rate of improvement associated with prior backpropagation iterations. The method includes selecting, based on the rate of improvement, one of the trainable model or a prior trainable model as a selected trainable model. The method includes generating the trained model including training the selected trainable model. The method includes adding the trained model as input to a second epoch of the genetic algorithm that is subsequent to the first epoch.

2. 发明申请

US20220323627A1 PERSONAL PROTECTION AND PATHOGEN DISINFECTION SYSTEMS AND METHODS 有权
公开(公告)号：US20220323627A1
公开(公告)日：2022-10-13
申请号：US17659043
申请日：2022-04-13
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain
IPC分类号： A61L2/24 , A61L2/10
摘要： A personal protection and pathogen disinfection system includes personal protective equipment (“PPE”) configured to cover at least a portion of a person's face when worn by the person, a disinfection device configured to be worn or carried by the person, an input device configured to receive input from the person, and at least one processor configured to selectively activate the disinfection device responsive to the input.

3. 发明申请

US20210117803A1 EXECUTING A GENETIC ALGORITHM ON A LOW-POWER CONTROLLER 有权
公开(公告)号：US20210117803A1
公开(公告)日：2021-04-22
申请号：US17017065
申请日：2020-09-10
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain
IPC分类号： G06N3/08 , G06N3/12
摘要： A method includes selecting a subset of models from a plurality of models. The plurality of models is generated based on a genetic algorithm and corresponds to a first epoch of the genetic algorithm. Each of the plurality of models includes data representative of a neural network. The method includes performing at least one genetic operation of the genetic algorithm with respect to at least one model of the subset to generate a trainable model. The method includes determining a rate of improvement associated with prior backpropagation iterations. The method includes selecting, based on the rate of improvement, one of the trainable model or a prior trainable model as a selected trainable model. The method includes generating the trained model including training the selected trainable model. The method includes adding the trained model as input to a second epoch of the genetic algorithm that is subsequent to the first epoch.

4. 发明申请

US20210057920A1 SYSTEMS AND METHODS OF APPLYING ARTIFICIAL INTELLIGENCE TO BATTERY TECHNOLOGY 有权
公开(公告)号：US20210057920A1
公开(公告)日：2021-02-25
申请号：US16999980
申请日：2020-08-21
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain
IPC分类号： H02J7/00 , H02J7/14 , H02J7/24 , G06N3/08
摘要： Uses of artificial intelligence in battery technology including a method that includes receiving a trained model, receiving sensor data from at least one sensor associated with a battery, and executing the trained model by a processor. Executing the trained model includes providing the sensor data as input to the trained model to generate a model output. The method also includes sending, from the processor to a charge controller coupled to the battery, a control signal that is based on the model output and automatically, by the charge controller, initiating or terminating charging of the battery based on the control signal.

5. 发明授权

US10773381B2 Secure distributed system using blockchain for self-policing of autonomous agents 有权
公开(公告)号：US10773381B2
公开(公告)日：2020-09-15
申请号：US15827904
申请日：2017-11-30
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain , Syed Mohammad Ali , Taylor Schmidt
IPC分类号： B25J9/16 , H04L9/06 , G06F16/22 , H04L9/32
摘要： A device includes communication circuitry configured to receive a message indicating an observation of an agent device. The device further includes a processor coupled to the communication circuitry and a memory. The memory stores instructions that are executable by the processor to cause the processor to perform operations. The operations include accessing a blockchain data structure. The blockchain data structure includes one or more blocks including data descriptive of observations of a plurality of agent devices, where the plurality of agent devices including the agent device. The operations also include determining, based on one or more blocks of the blockchain data structure, a behavior of the agent device. The operations also include determine whether the behavior satisfies a behavior criterion associated with the agent device.

6. 发明申请

US20200023846A1 ARTIFICIAL INTELLIGENCE-BASED SYSTEMS AND METHODS FOR VEHICLE OPERATION 审中-公开
公开(公告)号：US20200023846A1
公开(公告)日：2020-01-23
申请号：US16515543
申请日：2019-07-18
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain , Milton Lopez
IPC分类号： B60W30/18 , G05B13/04 , G07C5/08 , B60W50/14 , H04W4/024 , H04W4/38 , H04W4/44 , H04W4/02
摘要： A method includes receiving, at a server, first sensor data from a first vehicle. The method includes receiving, at the server, second sensor data from a second vehicle. The second sensor data includes condition data indicating a road condition, engine data indicating an engine problem, booking data indicating an intended route, or a combination thereof. The method includes aggregating, at the server, a plurality of sensor readings to generate aggregated sensor data. The plurality of sensor readings include the first sensor data and the second sensor data. The method further includes transmitting a first message based on the aggregated sensor data to the first vehicle, wherein the first message causes the first vehicle to perform a first action, the first action comprising avoiding the road condition, displaying an indicator corresponding to the engine problem, displaying a booked route, or a combination thereof.

7. 发明授权

US10065718B1 Anti-aircraft autonomous undersea system (AUS) with machine vision target acquisition 有权
公开(公告)号：US10065718B1
公开(公告)日：2018-09-04
申请号：US15704949
申请日：2017-09-14
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain , John Rutherford Allen
IPC分类号： B63G8/00 , B63G8/28 , B63G8/30 , F42B19/00 , B63G8/08 , G05D1/12 , B64C39/02 , F41H11/02
摘要： A submersible vessel comprises a hull. The hull contains a plurality of subsystems. The subsystems comprise a sensor subsystem configured to sense potential target information regarding a potential target, a database subsystem configured to store target characterization information, a processing subsystem coupled to the sensing subsystem and to the database subsystem, and an ordnance subsystem. The processing subsystem is configured to process the potential target information according to the target characterization information to confirm the potential target as being a confirmed target. The ordnance subsystem comprises an ordnance magazine configured to store ordnance. The ordnance is deployable against the confirmed target, wherein the confirmed target is an aircraft.

8. 发明申请

US20180211043A1 Blockchain Based Security for End Points 审中-公开
公开(公告)号：US20180211043A1
公开(公告)日：2018-07-26
申请号：US15413995
申请日：2017-01-24
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain
IPC分类号： G06F21/57 , H04L29/06 , G06F21/55 , G06N5/02
CPC分类号： G06F21/64 , G06F16/00 , G06Q10/101 , H04L9/3239 , H04L63/123 , H04L63/1408 , H04L2209/38
摘要： Systems and methods are provided for distributing security information. The systems and methods include a network having a plurality of nodes for storing a plurality of linearly integrated data records in a distributed file system, each linearly integrated data record including security information, a client installed on each node, each client configured to obtain the security information from at least one other node in the network, and a module contained within each client for delivering the obtained security information to an endpoint security application of the corresponding node.

9. 发明授权

US09785886B1 Cooperative execution of a genetic algorithm with an efficient training algorithm for data-driven model creation 有权
公开(公告)号：US09785886B1
公开(公告)日：2017-10-10
申请号：US15489564
申请日：2017-04-17
申请人： SparkCognition, Inc.
发明人： Sari Andoni , Keith D. Moore , Syed Mohammad Amir Husain
IPC分类号： G06F15/18 , G06N3/00 , G06N3/12 , G06N3/08 , G06F17/30 , G06N3/04
CPC分类号： G06N3/086
摘要： A method includes, based on a fitness function, selecting a subset of models from a plurality of models. The plurality of models is generated based on a genetic algorithm and corresponds to a first epoch of the genetic algorithm. Each of the plurality of models includes data representative of a neural network. The method also includes performing at least one genetic operation of the genetic algorithm with respect to at least one model of the subset to generate a trainable model and sending the trainable model to an optimization trainer. The method includes adding a trained model received from the optimization trainer as input to a second epoch of the genetic algorithm that is subsequent to the first epoch.

10. 发明授权

US09292675B2 System and method for creating a core cognitive fingerprint 有权
标题翻译：用于创建核心认知指纹的系统和方法
公开(公告)号：US09292675B2
公开(公告)日：2016-03-22
申请号：US14152610
申请日：2014-01-10
申请人： SparkCognition, Inc.
发明人： Syed Mohammad Amir Husain
IPC分类号： G06F21/55 , G06F21/31 , G06F21/45
CPC分类号： G06F21/316 , G06F21/45 , G06F21/554 , G06F21/566
摘要： A system and method for creating a core cognitive fingerprint are provided. A core cognitive fingerprint can be used to capture and summarize the evolution of a system state and potentially respond with a predetermined action if the fingerprint falls within a defined threshold. The method includes: identifying a set of time frames, each time frame corresponding to a respective data source, within which data is extracted; providing a plurality of pattern recognizers each having an assigned heuristic specific to a type of content; processing the extracted data through the plurality of pattern recognizers to generate an initial set of elements, each element corresponding to the output of the heuristic assigned to each pattern recognizer; extracting identified relationships amongst the initial set of elements; modifying the initial set of elements to include the identified relationships to create an intermediate set of elements; comparing the intermediate set of elements against assigned values to emphasize or deemphasize each element in the intermediate set of elements to create a final set of elements; and using the final set of elements as a cognitive fingerprint representing a signature of the data extracted from the time frame, so that the signature can be compared to other cognitive fingerprints for further analysis.
摘要翻译：提供了一种用于创建核心认知指纹的系统和方法。可以使用核心认知指纹来捕获和总结系统状态的演变，并且如果指纹落在限定的阈值内，则可以用预定的动作进行响应。该方法包括：识别在其中提取数据的每个对应于相应数据源的时间帧的一组时间帧; 提供多个模式识别器，每个模式识别器具有特定于一种内容类型的分配的启发式; 通过多个模式识别器处理所提取的数据以产生一组初始元素，每个元素对应于分配给每个模式识别器的启发式的输出; 提取初始元素集合之间确定的关系; 修改初始元素集合以包括所识别的关系以创建中间的元素集合; 将中间集合元素与分配的值进行比较以强调或去强调中间元素集合中的每个元素以创建最终元素集合; 并使用最后一组元素作为表示从时间帧提取的数据的签名的认知指纹，使得可以将签名与其他认知指纹进行比较以进行进一步分析。

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