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公开(公告)号：US20240193459A1
公开(公告)日：2024-06-13
申请号：US18089238
申请日：2022-12-27
发明人： Román ORÚS , Rodrigo HERNÁNDEZ
IPC分类号： G06N10/80
CPC分类号： G06N10/80
摘要： The disclosure relates to a method for generating data indicative of a digital twin of a physical system, the method:
including the steps of receiving, by at least one quantum computing device, data acquirable from the physical system; and
processing, by the at least one quantum computing device, the data acquirable from the physical system to provide the data indicative of the digital twin.
The disclosure also relates to a device or system adapted to execute the method, to at least one computing device configured to execute the steps of the method and to a computer program product having instructions for executing the method.-
公开(公告)号：US20240095586A1
公开(公告)日：2024-03-21
申请号：US18244226
申请日：2023-09-09
摘要： A quantum-based extreme learning machine and a method for training a quantum-based extreme learning machine using a quantum processor implementing a quantum substrate and a set of training data is disclosed. The training data comprises input features vectors with a plurality of N parameters and true labels vector. The method comprises uploading the training data to the quantum processor, encoding the uploaded training data, passing a plurality of subsets of the input features vector from the training data through the quantum substrate to obtain a plurality of output vectors of expectation values, concatenation of the plurality of output vectors of expectation values to construct a matrix, computation of an inverse matrix from the matrix and multiplication of the inverse matrix by the true labels vector to obtain a vector of optimal weights β.
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公开(公告)号：US20240069634A1
公开(公告)日：2024-02-29
申请号：US17936968
申请日：2022-09-30
发明人： Román ORÚS , Usman Ayub SHEIKH
CPC分类号： G06F3/015 , G01R33/26 , G01R33/4806 , G06N10/60
摘要： A method including the following steps: receiving, by at least one classical computing device or at least one quantum computing device, brain activity measurements of a person provided by at least one brain activity sensor; and processing, by the at least one classical computing device or the at least one quantum computing device, the brain activity measurements by inputting the measurements into a machine learning pipeline configured to provide data indicative of commands or thoughts of the person's brain. The machine learning pipeline is trained with a training dataset with brain activity measurements of the person and commands or thoughts associated therewith. A system for brain activity sensing and computer interfacing is also related.
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4.发明申请公开(公告)号：US20220269751A1
公开(公告)日：2022-08-25
申请号：US17213731
申请日：2021-03-26
发明人： Samuel MUGEL , Román ORÚS , Saeed JAHROMI , Serkan SAHIN
摘要： A computer-implemented method is provided whereby an equation with a cost function for minimization is solved by a tensor network. Coefficients of tensors of the tensor network are modified so as to reduce a value of the cost function in an iterative process until convergence is reached, at which point the concerned Unconstrained Optimization problem is solved and the values of the variables of the cost function are provided.
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5.发明授权公开(公告)号：US11934918B2
公开(公告)日：2024-03-19
申请号：US17464264
申请日：2021-09-01
发明人： Gianni Del Bimbo , Samuel Mugel , Román Orús
IPC分类号： G06N10/00 , G06F9/30 , G06F9/54 , G06F18/214 , G06F18/24
CPC分类号： G06N10/00 , G06F9/30036 , G06F9/544 , G06F18/214 , G06F18/24
摘要： A method for quantum classification and operation control includes radiating a vacuum chamber having an ensemble of neutral atoms with laser so as to trap atoms and form a quantum register. The method further includes the step of configuring a laser controlling function with M unitary operations based on a cost function for classification problems and a training dataset about a monitored target, radiating the ensemble of atoms accordingly, reading the quantum register, and setting a quantum classifier if the cost function with the values of the quantum register meet a condition, keep changing the laser controlling function and radiating the ensemble of atoms otherwise until a convergence condition is met, at which point the quantum classifier is set.
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公开(公告)号：US20220405132A1
公开(公告)日：2022-12-22
申请号：US17350669
申请日：2021-06-17
发明人： Roman Oscar Orus Lacort , Serkan Sahin , Rodrigo Hernandez Cifuentes , Samuel Mugel , Samuel Douglas Palmer
摘要： Disclosed are systems and computer implemented methods for providing quantum computing as a service. According to one embodiment the system includes a frontend computing system storing a frontend computer program, a backend computing system, and a quantum computer, the frontend computer program being a spreadsheet application configured to receive a service request from a user, the service request comprising service request parameters and input data. The frontend computing system sends the service request to the backend computing system, which is configured to encode it to a service job in a format suitable for the quantum computer to execute, and to submit the service job to the quantum computer. The quantum computer is configured to execute the service job and to provide service job results to the backend computing system, which translates them into results data and sends them to the frontend computing system.
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公开(公告)号：US20220383174A1
公开(公告)日：2022-12-01
申请号：US17368621
申请日：2021-07-06
发明人： Jahromi Saeed , Sahin Serkan , Orús Román , Mugel Samuel
摘要： A method comprising: setting and training a plurality of classifiers for classification of data in two or more classes; defining a cost function with error functions; optimizing weighting factors associated with each classifier of the plurality of classifiers by converting the cost function into an Unconstrained Optimization problem and solving it with a Tensor Network; setting a boosted classifier based on the optimized weighting factors; solving a problem requiring classification of datapoints in a dataset in the two or more classes using the boosted classifier, the problem defining either a configuration or operation of an apparatus or system, or behavior of a process; and determining at least one of: whether a potential anomaly exists in the operation or the behavior; and a configuration of the apparatus or the system intended to at least one of improve the operation and solve the potential anomaly thereof.
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公开(公告)号：US20240265195A1
公开(公告)日：2024-08-08
申请号：US18106555
申请日：2023-02-07
发明人： Pablo Bermejo , Román Orús , Borja Aizpurua
IPC分类号： G06F40/166 , G06F16/901
CPC分类号： G06F40/166 , G06F16/9014 , G06F16/9024 , G06N7/00 , G06N10/20
摘要： A method for modifying a variable string (330) in a document (300) and generating a required hash value, wherein the document (300) comprises the variable string (330) and a fixed string (320). The method comprises constructing (S220) a Hamiltonian based on the variable string (330), encoding (S230) the variable string (330) into a quantum circuit (310), generating in a hash function generator (350) a hash value from the fixed string (320) and the output of the quantum circuit (310), determining (S280) an overlap between the generated hash value and a true hash value (370), and, on reaching a zero overlap value, determining the variable string (330), otherwise optimising (S270) parameters of the quantum circuit (310).
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公开(公告)号：US20240193457A1
公开(公告)日：2024-06-13
申请号：US18089240
申请日：2022-12-27
发明人： Román ORÚS , Rodrigo HERNÁNDEZ
摘要： The disclosure relates to a method (100) for generating data indicative of a digital twin of a physical system (2), the method including the steps oft
receiving (120), by at least one classical computing device (11), data acquirable from the physical system (2); and
processing (130), by the at least one classical computing device (11), the data acquirable from the physical system (2) to provide the data indicative of the digital twin, the processing (130) comprising digitally computing a quantum-inspired algorithm.
The disclosure also relates to a device or system adapted to execute the method, to at least one computing device configured to execute the steps of the method and to a computer program product having instructions for executing the method.-
公开(公告)号：US20240071620A1
公开(公告)日：2024-02-29
申请号：US17936974
申请日：2022-09-30
发明人： Rodrigo HERNÁNDEZ , Román ORÚS
摘要： A method including the steps of digitally introducing data associated with at least one patient into a quantum classifier for classifying patients such that patients having a predetermined medical condition or being in risk of having the predetermined medical condition in a predetermined time span are classified into a predetermined risk group. The data includes biometrics of the at least one patient. The method further includes digitally commanding a quantum device or system to run the quantum classifier to classify the at least one patient; and digitally determining an action to be taken with respect to the at least one patient when the at least one patient has been classified into the predetermined risk group. Also, devices, systems and computer program products adapted to carry out the method are related.
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