Abstract: This disclosure describes processes for using a single cellulosic feedstock or a combination of two or more different cellulosic feedstocks with a starch component to produce a fermented product. The process includes separating the components of the cellulosic feedstocks with fractionation, pretreating a component with wet fractionation with chemicals, hydrolysis and fermentation of the pretreated feedstock(s) to produce cellulosic biofuel. The process may include combining the cellulosic feedstock(s) with other components to a cook and/or a fermentation process, distilling and dehydrating the combined components to produce the bio fuel. The process may also include producing a whole stillage stream from the feedstock(s) and mechanically processing the whole stillage stream to produce a high-value protein animal feed.

Abstract: A capacitor comprising a first electrode and a second electrode where at least the first electrode comprises a ionically conductive material typically having both an electrical and ionic conductivity, such as an oxide. The capacitor further comprises a dielectric material contacting the first and second electrode and comprising a porous material having a surface area greater than 0.5 m2 of surface/gm of material, and further comprising a liquid containing ions within the pores of the porous material. In certain embodiments, the capacitor additionally comprises a first current collector in contact with the first electrode and a second current collector is contact with the second electrode, where the first and second current collector comprise an electrically conductive material.

Abstract: This disclosure describes processes for using a single cellulosic feedstock or a combination of two or more different cellulosic feedstocks with a starch component to produce a fermented product. The process includes separating the components of the cellulosic feedstocks with fractionation, pretreating a component with wet fractionation with chemicals, hydrolysis and fermentation of the pretreated feedstock(s) to produce cellulosic biofuel. The process may include combining the cellulosic feedstock(s) with other components to a cook and/or a fermentation process, distilling and dehydrating the combined components to produce the bio fuel. The process may also include producing a whole stillage stream from the feedstock(s) and mechanically processing the whole stillage stream to produce a high-value protein animal feed.

Abstract: A novel, linear modeling method to model a face recognition algorithm based on the match scores produced by the algorithm. Starting with a distance matrix representing the pair-wise match scores between face images, an iterative stress minimization algorithm is used to obtain an embedding of the distance matrix in a low-dimensional space. A linear transformation used to project new face images into the model space is divided into two sub-transformations: a rigid transformation of face images obtained through principal component analysis of face images and a non-rigid transformation responsible for preserving pair-wise distance relationships between face images. Also provided is a linear indexing method using the linear modeling method to perform the binning or algorithm-specific indexing task with little overhead.

Abstract: An education method and system including a user interface. The user interface may illustrate a portion of the human anatomy that may be viewed in three dimensions. The user interface and method may also provide for selecting training modules, inputting student names, access codes, and tracking pre- and/or post-training student knowledge via quizzes and tests, receive curriculum concurrence from school or government administrators, receive permission from parents or guardians to the actual training and/or provide general visiting users with a holistic overview of the user interface and method of providing the education.