Abstract: An electrowetting optical device includes a conductive liquid, a non-conductive liquid, and a substrate. The conductive liquid is buffered to an acidic pH. The conductive liquid and the non-conductive liquid are immiscible. The substrate includes a dielectric topcoat. The conductive liquid and the non-conductive liquid are in contact with the dielectric topcoat. The dielectric topcoat is a plasma-deposited organosilane precursor having the molecular formula SiOxCyHz.

Abstract: In one embodiment, a device obtains input features for a neural network-based model. The device pre-defines a set of neurons of the model to represent known behaviors associated with the input features. The device constrains weights for a plurality of outputs of the model. The device trains the neural network-based model using the constrained weights for the plurality of outputs of the model and by excluding the pre-defined set of neurons from updates during the training.

Abstract: In one embodiment, a device obtains input features for a neural network-based model. The device pre-defines a set of neurons of the model to represent known behaviors associated with the input features. The device constrains weights for a plurality of outputs of the model. The device trains the neural network-based model using the constrained weights for the plurality of outputs of the model and by excluding the pre-defined set of neurons from updates during the training.

Abstract: In one embodiment, a device obtains input features for a neural network-based model. The device pre-defines a set of neurons of the model to represent known behaviors associated with the input features. The device constrains weights for a plurality of outputs of the model. The device trains the neural network-based model using the constrained weights for the plurality of outputs of the model and by excluding the pre-defined set of neurons from updates during the training.

Abstract: A telescopic stabilizer for travel trailer, fifth wheel, or motorhome which can extend to the required length no matter the distance between each jacks and is set up diagonally so that it creates a cross beam of sort which reinforces and stabilizes two otherwise separate jacks. Moreover, when a second telescopic stabilizer is added to a third jack or riser and set perpendicular to the first two, this creates a second axis to provide ultimate stability across the width and the length of the travel trailer, fifth wheel, or motorhome. More stabilizers can be added to cover all corners of the travel trailer, fifth wheel, or motorhome if required.

Abstract: A telescopic stabilizer for travel trailer, fifth wheel, or motorhome which can extend to the required length no matter the distance between each jacks and is set up diagonally so that it creates a cross beam of sort which reinforces and stabilizes two otherwise separate jacks. Moreover, when a second telescopic stabilizer is added to a third jack or riser and set perpendicular to the first two, this creates a second axis to provide ultimate stability across the width and the length of the travel trailer, fifth wheel, or motorhome. More stabilizers can be added to cover all corners of the travel trailer, fifth wheel, or motorhome if required.

Abstract: An aperture-reinforcing device for flexible envelopes which are intended to be tensioned, and in particular for aerostat envelopes, includes adjacent first and second annular members. The envelope is passed successively over the inside parts of the surfaces of the first and second annular members, then the outside part of the surface of the second annular member, and then again over the inside part of the surface of the first annular member, between itself and that part.