Abstract: Aspects relate to a miniaturized gas cell that may be implemented into an integrated device for gas analysis. The miniaturized gas cell may be a multi-pass gas cell or a hollow waveguide gas cell. In some aspects, the miniaturized gas cell may include a bottom surface and sidewalls formed in a substrate (e.g., a silicon substrate or silicon on insulator (SOI) substrate). The gas cell further includes at least one gas inlet and at least one gas outlet coupled for injection of a gas into and out of the gas cell, respectively. In addition, the gas cell further includes an optical input and an optical output, each optically coupled to direct light into and out of the gas cell, respectively. In addition, a capping layer may be bonded to the substrate to form a top surface of the gas cell.

Abstract: A computational device implemented method utilizes a genetic algorithm and modifies the offspring of the genetic algorithm that fall outside of the feasible search space after crossover so that the offspring will be within the feasible search space. To place the offspring in the feasible search space, NFC and HSQPC mechanisms are used.