Abstract: A method for performing an inference includes: detecting a context among at least one context associated with at least one application; triggering a model execution command to a smart agent of an electronic device, based on the detected context; loading a machine learning (ML) model into a secure storage of the electronic device, based on the detected context and the triggered model execution command; generating, using the loaded ML model, an inference, based on data associated with the detected context; and sharing the generated inference with each application of the at least one application that is registered for the detected context.

Abstract: A method and an electronic device for secure training of an artificial intelligence (AI) model are provided. The method includes determining, by the electronic device, a first set of layers from a base AI model for performing training in a secure mode, and determining, by the electronic device, a second set of layers other than the first set of layers in the base AI model, simultaneously training, by the electronic device, the first set of layers in the secure mode and the second set of layers in a non-secure mode, and generating, by the electronic device, the AI model by combining the trained first set of layers and the trained second set of layers in the secure mode.

Abstract: Embodiments herein provide a method for securing Neural Network (NN) models. The method includes: identifying, by the first electronic device, a crucial layer of a first NN model that is to be deployed for processing in a second electronic device. The method includes extracting, by the first electronic device, the crucial layer of the first NN model. The method includes encrypting, by the first electronic device, the crucial layer. The method includes generating, by the first electronic device, a second NN model includes the encrypted crucial layer. The method includes deploying, by the first electronic device, the second NN model to the second electronic device for processing in the second electronic device.

Abstract: A method includes storing first macros that define colors of text generated during a simulation of a design under test (DUT) of an integrated circuit (IC). The method includes mapping second macros to the first macros based on a plurality of colors, where each of the plurality of colors is associated with one of a plurality of report messages generated by executing the second macros. The method includes conducting the simulation of the DUT, and displaying, based on the conducted simulation, the plurality of report messages in a format where each of the plurality of report messages is displayed in a color associated with the report message.

Abstract: This invention is directed to a transducer comprising a lead-based single crystal wherein the crystal is diagonally oriented and has an effective coupling constant of at least 0.70. In one embodiment, the lead-based crystal has the formula Pb(B′B″)O3—PbTiO3 wherein B′ is Mg2+, Zn2+, Ni2+ or Sc3+ and B″ is Nb5+, Ta5+ or W6+. Preferably, the lead-based crystal is of the formula Pb(B′B″)O3—PbTiO3 where B′ is Mg2+, Zn2+, Sc3+ and B″ is Nb5+ or more specifically Pb(Mg⅓Nb⅔)O3—PbTiO3 (“PMN-PT”), Pb(Zn⅓Nb⅔)O3—PbTiO3 (“PZN-PT”), and Pb(Sc⅓Nb⅔)O3—PbTiO3 (“PSN-PT”).

Abstract: This invention is directed to a transducer comprising a lead-based single crystal wherein the crystal is diagonally oriented and has an effective coupling constant of at least 0.70. In one embodiment, the lead-based crystal has the formula Pb(B′B″)O3—PbTiO3 wherein B′ is Mg2+, Zn2+, Ni2+ or Sc3+ and B″ is Nb5+, Ta5+ or W6+. Preferably, the lead-based crystal has of the formula Pb(B′B″)O3—PbTiO3 where B′ is Mg2+, Zn2+, Sc3+ and B″ is Nb5+ or more specifically Pb(Mg1/3Nb2/3)O3—PbTiO3 (“PMN—PT”), Pb(Zn1/3Nb2/3)O3—PbTiO3 (“PZN—PT”), and Pb(Sc1/3Nb2/3)O3—PbTiO3 (“PSN—PT”). The invention also includes a transducer comprising a plurality of lead-based single crystal transducers.

Abstract: This invention relates to novel oriented piezoelectric ceramic and ceramic/polymer composites. More particularly, it provides a novel piezoelectric composite design wherein the ceramic piezoelectric phase is oriented at an angle with respect to the direction of applied stress, thus giving improved electromechanical properties.