Change Detection in Overhead Imagery Using Neural Networks

Identifying interesting changes from a sequence of overhead imagery—as opposed to clutter, lighting/seasonal changes, etc.—has been a problem for some time. Recent advances in data mining have greatly increased the size of datasets that can be attacked with pattern discovery methods. This paper presents a technique for using predictive modeling to identify unusual changes in images. Neural networks are trained to predict before and after pixel values for a sequence of images. These networks are then used to predict expected values for the same images used in training. Substantial differences between the expected and actual values represent an unusual change. Results are presented on both multispectral and panchromatic imagery.     

Exception Handling in Workflow Systems

In this paper, defeasible workflow is proposed as a framework to support exception handling for workflow management. By using the justified ECA rules to capture more contexts in workflow modeling, defeasible workflow uses context dependent reasoning to enhance the exception handling capability of workflow management systems. In particular, this limits possible alternative exception handler candidates in dealing with exceptional situations. Furthermore, a case-based reasoning (CBR) mechanism with integrated human involvement is used to improve the exception handling capabilities. This involves collecting cases to capture experiences in handling exceptions, retrieving similar prior exception handling cases, and reusing the exception handling experiences captured in those cases in new situations.     

Flexible Support and Management of Adaptive Workflow Processes

Workflow management and support has always been a constant challenge for workflow administrators in industry. This is characterized by the need to balance two conflicting goals—the need for control, and the need to provide sufficient flexibility for workflows to adapt to constantly changing business conditions. The traditional centralized and rigid model of workflow no longer suffices provide this balance. What is needed is an approach that provides sufficient flexibility while simultaneously providing an assurance of control for workflow administrators.In this paper, we present such an approach. Our approach is based on two bodies of research work. The first one is the OpenWater approach, wherein workflows meant to be discovered on the fly as workflow participants themselves define and execute the workflows. The second one is our earlier work on adaptive workflow, where we have developed a 3-tier architecture that supports adaptive workflow. In our paper, we enhance our 3-tier architecture with some of the OpenWater ideas, in order to develop what we have called a flexible workflow support and management architecture. We also demonstrate it on a real-life example in insurance claims processing.     

Workflow Business Template for Application Processes in Administration Department

The reuse of business-process and information specifications can reduce the cost of business design by helping to alleviate bottlenecks in the development of workflow systems. Using a new concept we call workflow design pattern, we create a library of standard business-process and information specifications to be used as workflow business template. Business design and system design are done by customizing the standard specifications. New support tools are used to implement the design result. By using this proposed method, the cost of system development can be reduced.     

The Application of Workflow Technology in Semantic B2B Integration

Workflow Management Systems (WFMSs) are often used in context of B2B integration as a base technology to implement business-to-business (B2B) integration processes across enterprises. In this context the notion of distributed inter-organizational workflows is introduced to indicate the collaboration of enterprises on a process level. This notion requires a thorough examination presented in this article since WFMSs were not designed with inter-enterprise distribution as one of the design goals. At a closer look, the proposed use of WFMSs in context of B2B integration is often very naïve and inappropriate. Consequently it does not address the real requirements found in enterprises. Enterprises do not share common workflow definitions, let alone common workflow instance execution state and have no intent to do so due to competitive knowledge protection. Furthermore, trading partner specific business rules within enterprises are not accounted for leading to an unwanted explosion of workflow definitions. This article clarifies the notion of distributed inter-organizational workflows as well as private and public processes. Based on this definition, the appropriate use of WFMSs is shown in context of an overall B2B integration solution that allows enterprises to protect their competitive knowledge while participating in B2B integration.     

Reduction and unification in lambda calculi with a general notion of subtype

Reduction, equality, and unification are studied for a family of simply typed -calculi with subtypes. The subtype relation is required to relate base types only to base types and to satisfy some order-theoretic conditions. Constants are required to have a least type, that is, no overloading. We define the usual and a subtype-dependent -reduction. These are related to a typed equality relation and shown to be confluent in a certain sense. We present a generic algorithm for preunification modulo -conversion and an arbitrary subtype relation. Furthermore it is shown that unification with respect to any subtype relation is universal.     

Measurement and defect modeling for a legacy software system

This paper analyzes the quality of a large-scale legacy software system using selected metrics. Quality measurements include defect information collected during product development and in-field operation. Other software metrics include measurements on various product and process attributes, including design, size, change, and complexity. Preliminary analyses revealed the high degree of skew in our data and a weak correlation between defects and software metrics. Tree-based models were then used to uncover relationships between defects and software metrics, and to identify high-defect modules together with their associated measurement characteristics. As results presented in tree forms are natural to the decision process and are easy to understand, tree-based modeling is shown to be suitable for change solicitation and useful in guiding remedial actions for quality improvement.The following are trademarks or service marks in the United States and/or other countries: IBM is a trademark of International Business Machines Corporation. REFINE and Software Refinery are trademarks of Reasoning Systems Inc. SAS is a trademark of the SAS Institute Inc. S-PLUS is a trademark of the Statistical Sciences, Inc.     

Stable adaptive control for a plant with randomly varying parameters

Adaptive control is considered for a two-dimensional linear discrete-time plant with randomly drifting parameters. The certainty equivalent minimum variance control law along with the projection-like identification algorithm are used. The stability of the parameter estimates and exponential stability of the closed-loop system are proved in the absence of any persistent excitation assumption.     

Constructing sets of functions which have a givenF-cardinality

The termF-cardinality of (=F-card()) is introduced whereF: ^{n n} is a partial function and is a set of partial functionsf: ^{n n} . TheF-cardinality yields a lower bound for the worst-case complexity of computingF if only functionsf can be evaluated by the underlying abstract automaton without conditional jumps. This complexity bound isindependent from the oracles available for the abstract machine. Thus it is shown that any automaton which can only apply the four basic arithmetic operations needs (n logn) worst-case time to sortn numbers; this result is even true if conditional jumps witharbitrary conditions are possible. The main result of this paper is the following: Given a total functionF: ^{n n} and a natural numberk, it is almost always possible to construct a set such that itsF-cardinality has the valuek; in addition, can be required to be closed under composition of functionsf,g . Moreover, ifF is continuous, then consists of continuous functions.     

Interval routing schemes

In this paper the problem of routing messages along shortest paths in a distributed network without using complete routing tables is considered. In particular, the complexity of deriving minimum (in terms of number of intervals) interval routing schemes is analyzed under different requirements. For all the cases considered NP-hardness proofs are given, while some approximability results are provided. Moreover, relations among the different cases considered are studied.This work was supported by the EEC ESPRIT II Basic Research Action Program under Contract No. 7141 Algorithms and Complexity II, by the EEC Human Capital and Mobility MAP project, and by the Italian MURST 40% project Algoritmi, Modelli di Calcolo e Strutture Informative.