116 research outputs found

    A Computer with a View: Progress, Privacy, and Google

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    Computation of Sensitivity Indices with different routines for Latin Hypercube Designs

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    AbstractComplex mathematical simulations are performed to understand the various phenomena in physics, chemistry, etc. Usually these models consist of several input variables and sensitivity analysis explains the variation of computer code output due to the changes in the input values. We have used the software package, Gaussian Emulation Machine for sensitivity analysis (GEM-SA), (Kennedy and O’Hagan, 2006) for performing sensitivity analysis and chosen Rosenbrock function as a test problem. In this paper we have studied the effect of different available software routines for Latin hypercube designs (LHD) on values of the variance-based sensitive indices, total sensitive indices and roughness parameters for the test problem. We have used MATLAB, R software and GEM-SA modules for LHD

    Functional Properties of Dehulled Red Gram and Lentil Sourced from Organic and Non-Organic Sources: A Comparative Evaluation

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    ABSTRACT The functional properties of the selected legume flours from organic and non-organic sources were studied. The chosen legume samples were decorticated red gram (Cajanus cajan) and lentil (Lens culinaris). The legume flours were analysed for nutrient composition and functional properties i.e. bulk density, nitrogen solubility, water absorption capacity (WAC), water solubility index, oil absorption capacity (OAC) and foaming and emulsion capacity. The nutrient composition of the red gram and lentil samples did not show significant differences in fat, ash and dietary fiber, but their protein content was slightly more in organic lentil samples. The iron, calcium and phosphorous contents of the non-organic legumes were higher in comparison with organic samples. Organic pulses showed significantly lower WAC than non-organic samples. OAC of the organic samples was significantly high when compared with non-organic legumes. The emulsion capacity did not differ significantly between organic and non-organic samples. The solubility of the protein increased at alkaline pH and all legume samples showed highest solubility (> 80%) at pH 11.0. The organic samples showed higher solubility than the non-organic legumes. The method of growing did not affect the nutritional composition of legumes to a greater extent, however, differences in functional properties were observed

    CONSIDERATION OF RESOURCEFUL DATA AGGREGATION IN SENSING OF MOBILE SYSTEMS

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    Ad-hoc networks maintain routing among any pair of nodes while sensor networks encompass an additional dedicated communication prototype. Security concerns in ad-hoc networks are comparable to those within sensor networks and were enumerated in literature; however the defence method developed in support of ad-hoc networks is not unswervingly appropriate towards sensor networks. Because of restriction in bandwidth as well as buffer space, delay tolerant networks are susceptible to flood attacks. Although numerous schemes were projected to protect against flood attacks on Internet as well as in wireless networks, they believe constant connectivity moreover cannot be unswervingly applied to delay tolerant networks that have irregular connectivity. Networks of disruption tolerant consist of mobile nodes approved by human beings and networks facilitate data transport when mobile nodes are simply occasionally associated, making them suitable for functions where no communication transportation is accessible. We make use of rate limiting to protect against flood attacks within delay tolerant networks. Each node has an edge above packets that it, like a source node, can transmit towards network in every time period. Our fundamental idea of discovery is claim-carry-and-check. Proposed system works in a dispersed manner, does not depend on any online central authority or else infrastructure, which well suits environment of delay tolerant networks and employs well-organized constructions to maintain computation, communication as well as storage cost small

    Development of decadal (1985–1995–2005) land use and land cover database for India

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    India has experienced significant Land-Use and Land-Cover Change (LULCC) over the past few decades. In this context, careful observation and mapping of LULCC using satellite data of high to medium spatial resolution is crucial for understanding the long-term usage patterns of natural resources and facilitating sustainable management to plan, monitor and evaluate development. The present study utilizes the satellite images to generate national level LULC maps at decadal intervals for 1985, 1995 and 2005 using onscreen visual interpretation techniques with minimum mapping unit of 2.5 hectares. These maps follow the classification scheme of the International Geosphere Biosphere Programme (IGBP) to ensure compatibility with other global/regional LULC datasets for comparison and integration. Our LULC maps with more than 90% overall accuracy highlight the changes prominent at regional level, i.e., loss of forest cover in central and northeast India, increase of cropland area in Western India, growth of peri-urban area, and relative increase in plantations. We also found spatial correlation between the cropping area and precipitation, which in turn confirms the monsoon dependent agriculture system in the country. On comparison with the existing global LULC products (GlobCover and MODIS), it can be concluded that our dataset has captured the maximum cumulative patch diversity frequency indicating the detailed representation that can be attributed to the on-screen visual interpretation technique. Comparisons with global LULC products (GlobCover and MODIS) show that our dataset captures maximum landscape diversity, which is partly attributable to the on-screen visual interpretation techniques. We advocate the utility of this database for national and regional studies on land dynamics and climate change research. The database would be updated to 2015 as a continuing effort of this study
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