Miguel A Muriel - Academia.edu (original) (raw)
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Papers by Miguel A Muriel
Journal of Lightwave Technology, 2017
This paper presents some ideas about a new neural network architecture that can be compared to a ... more This paper presents some ideas about a new neural network architecture that can be compared to a Taylor analysis when dealing with patterns. Such architecture is based on lineal activation functions with an axo-axonic architecture. A biological axo-axonic connection between two neurons is defined as the weight in a connection in given by the output of another third neuron. This idea can be implemented in the so called Enhanced Neural Networks in which two Multilayer Perceptrons are used; the first one will output the weights that the second MLP uses to computed the desired output. This kind of neural network has universal approximation properties even with lineal activation functions. There exists a clear difference between cooperative and competitive strategies. The former ones are based on the swarm colonies, in which all individuals share its knowledge about the goal in order to pass such information to other individuals to get optimum solution. The latter ones are based on genet...
arXiv: Optics, 2006
In this letter we present a new technique for pulse shaping. The desired pulse is shaped by two a... more In this letter we present a new technique for pulse shaping. The desired pulse is shaped by two apodized chirped fiber Bragg gratings which dispersions are adjusted to be cancelled. This technique exploits the well-known property of linearly-chirped gratings, in which the apodization (amplitude) grating profile maps its spectral response. This technique presents inherent advantages of chirped fiber Bragg gratings and direct design in frequency domain.
Abstract: This paper presents some ideas about a new neural network architecture that can be comp... more Abstract: This paper presents some ideas about a new neural network architecture that can be compared to a Taylor analysis when dealing with patterns. Such architecture is based on lineal activation functions with an axo-axonic architecture. A biological axo-axonic connection between two neurons is defined as the weight in a connection in given by the output of another third neuron. This idea can be implemented in the so called Enhanced Neural Networks in which two Multilayer Perceptrons are used; the first one will output the weights that the second MLP uses to computed the desired output. This kind of neural network has universal approximation properties even with lineal activation functions. There exists a clear difference between cooperative and competitive strategies. The former ones are based on the swarm colonies, in which all individuals share its knowledge about the goal in order to pass such information to other individuals to get optimum solution. The latter ones are base...
2015 European Conference on Optical Communication (ECOC), 2015
IEEE Photonics Technology Letters
IEEE Photonics Technology Letters, 2016
32nd European Microwave Conference, 2002, 2002
32nd European Microwave Conference, 2002, 2002
Conference on Lasers and Electro-Optics
Conference on Lasers and Electro-Optics
2010 12th International Conference on Transparent Optical Networks, 2010
Fiber and Integrated Optics
Journal of Lightwave Technology, 2017
This paper presents some ideas about a new neural network architecture that can be compared to a ... more This paper presents some ideas about a new neural network architecture that can be compared to a Taylor analysis when dealing with patterns. Such architecture is based on lineal activation functions with an axo-axonic architecture. A biological axo-axonic connection between two neurons is defined as the weight in a connection in given by the output of another third neuron. This idea can be implemented in the so called Enhanced Neural Networks in which two Multilayer Perceptrons are used; the first one will output the weights that the second MLP uses to computed the desired output. This kind of neural network has universal approximation properties even with lineal activation functions. There exists a clear difference between cooperative and competitive strategies. The former ones are based on the swarm colonies, in which all individuals share its knowledge about the goal in order to pass such information to other individuals to get optimum solution. The latter ones are based on genet...
arXiv: Optics, 2006
In this letter we present a new technique for pulse shaping. The desired pulse is shaped by two a... more In this letter we present a new technique for pulse shaping. The desired pulse is shaped by two apodized chirped fiber Bragg gratings which dispersions are adjusted to be cancelled. This technique exploits the well-known property of linearly-chirped gratings, in which the apodization (amplitude) grating profile maps its spectral response. This technique presents inherent advantages of chirped fiber Bragg gratings and direct design in frequency domain.
Abstract: This paper presents some ideas about a new neural network architecture that can be comp... more Abstract: This paper presents some ideas about a new neural network architecture that can be compared to a Taylor analysis when dealing with patterns. Such architecture is based on lineal activation functions with an axo-axonic architecture. A biological axo-axonic connection between two neurons is defined as the weight in a connection in given by the output of another third neuron. This idea can be implemented in the so called Enhanced Neural Networks in which two Multilayer Perceptrons are used; the first one will output the weights that the second MLP uses to computed the desired output. This kind of neural network has universal approximation properties even with lineal activation functions. There exists a clear difference between cooperative and competitive strategies. The former ones are based on the swarm colonies, in which all individuals share its knowledge about the goal in order to pass such information to other individuals to get optimum solution. The latter ones are base...
2015 European Conference on Optical Communication (ECOC), 2015
IEEE Photonics Technology Letters
IEEE Photonics Technology Letters, 2016
32nd European Microwave Conference, 2002, 2002
32nd European Microwave Conference, 2002, 2002
Conference on Lasers and Electro-Optics
Conference on Lasers and Electro-Optics
2010 12th International Conference on Transparent Optical Networks, 2010
Fiber and Integrated Optics