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The malfunction variables of power stations are related to the areas of weather, physical structure, control and load behaviour. To predict temporal power failure is difficult due to their unpredictable characteristics. As high accuracy is normally required, the estimation of failures of short-term temporal prediction is highly difficult. This study presents a method for converting stochastic behaviour into a stable pattern, which can subsequently be used in a short-term estimator. For this conversion, K-means clustering is employed, followed by Long-Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) algorithms are used to perform the Short-term estimation. The environment, the operation and the generated signal factors are all simulated using mathematical models. Weather parameters and load samples have been collected as part of a data set. Monte-Carlo simulation using MATLAB programming has been used to conduct experimental estimation of failures. The estimated failures of the experiment are then compared with the actual system temporal failures and found to be in good match. Therefore, for any future power grid, there is a testbed ready to estimate the future failures.

In this case study of the ecological programs of the Bryansk Regional Public Library System, I used qualitative research methods including observation, interviews, and archival research. I collected data from 2002 to 2007 with the bulk of the data gathered in the summer and fall of 2006. The libraries in Bryansk have been working with ecological information and education since the meltdown at the Chernobyl nuclear power plant in 1986 and started a systematic program of ecological education in 1995. The types of ecological education activities that the libraries engage in range from the more traditional library activities such as developing collections, hosting seminars, and working with partners to much more hand-on activities such as taking field trips to nature preserves with library users and actually cleaning up the local stream or planting trees. Through these activities, libraries have become active participants in the ecological community in Bryansk.

Organizational paradoxes must first be recognized by managers before they can respond to them. Yet scholars have adopted different perspectives on how paradoxical tensions become salient and engender management responses. Some approaches have focused on the socially constituted nature of paradoxes, and others on the inherent aspects of paradoxes in the environment. The authors propose an approach that gives ontological meaning to both the socially constituted and inherent nature of organizational paradoxes. Our approach, which is inspired by quantum physics, opens up new opportunities for engaging with the socio-materiality of paradoxes, how they are measured, and the implications this has on the probabilities of managing organizational responses to paradox.

Personal life experience is not sufficient for an adequate environmental risk evaluation. People cannot understand environmental danger without having necessary information. Once established, however, environmental awareness has a direct influence on people's evaluations and, consequently, on their lifestyles (Sjoberg, 1996).

Purpose – This paper proposes a new procedure for measuring affective responses during social interaction using facial thermographic imaging.

Methodology – We first describe the results of several small pilot experiments designed to develop and refine this new measure that reveal some of the methodological advantages and challenges offered by this measurement approach. We then demonstrate the potential utility of this measure using data from a laboratory experiment (N=114) in which we used performance feedback to manipulate identity deflection and measured several types of affective responses – including self-impressions and emotions.

Findings – We find warming of the brow (near the corrugator muscle) and cheek (near the zygomatic major muscle) related most strongly to emotion valence and self-potency, with those whose brows and cheeks warmed the most feeling less positive emotion and less potent self-impressions. Warming in the eye area (near the orbicularis oculi) related most closely to undirected identity deflection and to positive self-sentiments. Positive self-views and strong identity disruptions both contributed to warming of the eyes.

Implications – The rigor of contemporary sociological theories of emotion exceeds our current ability to empirically test these theories. Facial thermographic imaging may offer sociologists new assessments of affect and emotion that are ecologically valid, socially unreactive, temporally sensitive, and accurate. This could dramatically improve our ability to test and develop affect based theories of social interaction.

This study proposes targeted modernization of the Department of Defense (DoD's) Joint Forces Ammunition Logistics information system by implementing the optimized innovative information technology open architecture design and integrating Radio Frequency Identification Device data technologies and real-time optimization and control mechanisms as the critical technology components of the solution. The innovative information technology, which pursues the focused logistics, will be deployed in 36 months at the estimated cost of $568 million in constant dollars. We estimate that the Systems, Applications, Products (SAP)-based enterprise integration solution that the Army currently pursues will cost another $1.5 billion through the year 2014; however, it is unlikely to deliver the intended technical capabilities.