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Intervals in evolutionary algorithms for global optimization (open access)

Intervals in evolutionary algorithms for global optimization

Optimization is of central concern to a number of disciplines. Interval Arithmetic methods for global optimization provide us with (guaranteed) verified results. These methods are mainly restricted to the classes of objective functions that are twice differentiable and use a simple strategy of eliminating a splitting larger regions of search space in the global optimization process. An efficient approach that combines the efficient strategy from Interval Global Optimization Methods and robustness of the Evolutionary Algorithms is proposed. In the proposed approach, search begins with randomly created interval vectors with interval widths equal to the whole domain. Before the beginning of the evolutionary process, fitness of these interval parameter vectors is defined by evaluating the objective function at the center of the initial interval vectors. In the subsequent evolutionary process the local optimization process returns an estimate of the bounds of the objective function over the interval vectors. Though these bounds may not be correct at the beginning due to large interval widths and complicated function properties, the process of reducing interval widths over time and a selection approach similar to simulated annealing helps in estimating reasonably correct bounds as the population evolves. The interval parameter vectors at these estimated bounds …
Date: May 1, 1995
Creator: Patil, R. B.
System: The UNT Digital Library
Reliable motion detection of small targets in video with low signal-to-clutter ratios (open access)

Reliable motion detection of small targets in video with low signal-to-clutter ratios

Studies show that vigilance decreases rapidly after several minutes when human operators are required to search live video for infrequent intrusion detections. Therefore, there is a need for systems which can automatically detect targets in live video and reserve the operator`s attention for assessment only. Thus far, automated systems have not simultaneously provided adequate detection sensitivity, false alarm suppression, and ease of setup when used in external, unconstrained environments. This unsatisfactory performance can be exacerbated by poor video imagery with low contrast, high noise, dynamic clutter, image misregistration, and/or the presence of small, slow, or erratically moving targets. This paper describes a highly adaptive video motion detection and tracking algorithm which has been developed as part of Sandia`s Advanced Exterior Sensor (AES) program. The AES is a wide-area detection and assessment system for use in unconstrained exterior security applications. The AES detection and tracking algorithm provides good performance under stressing data and environmental conditions. Features of the algorithm include: reliable detection with negligible false alarm rate of variable velocity targets having low signal-to-clutter ratios; reliable tracking of targets that exhibit motion that is non-inertial, i.e., varies in direction and velocity; automatic adaptation to both infrared and visible imagery with variable …
Date: July 1, 1995
Creator: Nichols, S. A. & Naylor, R. B.
System: The UNT Digital Library
Demonstration of safeguards technology at the Russian Institute of Experimental Physics (VNIIEF), Arzamas-16 (open access)

Demonstration of safeguards technology at the Russian Institute of Experimental Physics (VNIIEF), Arzamas-16

As part of the US-Russian Lab-to-Lab program for strengthening nuclear material protection, control, and accounting (MPC&A), a testbed facility has been established in a laboratory of the VNIIEF to demonstrate safeguards technology to nuclear facility operators. The design of the testbed MPC&A system provides the functions of nondestructive measurements for plutonium and highly enriched uranium, item control, personnel access control, radiation portal monitoring, search equipment, and computerized on-line accounting. The system controls, monitors, and accounts for nuclear material and people as the material moves through three MBAs. It also assists with physical inventory taking. A total of 39 instruments and control systems are being demonstrated in the present version of the testbed. Of these, about half are of Russian design and fabrication, including the software for the item monitoring and the accounting systems. These two computer systems are on an ethernet network and connected in a client-server local area architecture. The item monitoring system is integrated with the accounting system, providing alarm and status information to a central dispatcher terminal. The operation of the MPC&A testbed has been demonstrated under routine and alarm conditions in collaboration with safeguards staff from the six participating US national labs. Workshops and training for …
Date: September 1, 1995
Creator: Yuferev, V.; Skripka, G. & Augustson, R.H.
System: The UNT Digital Library