Mixed pixel analysis for flood mapping using extended support vector machine

This paper addresses the challenges of flood mapping using multispectral images. Quantitative flood mapping is critical for flood damage assessment and management. Remote sensing images obtained from various satellite or airborne sensors provide valuable data for this application, from which the information on the extent of flood can be extracted. However the great challenge involved in the data interpretation is to achieve more reliable flood extent mapping including both the fully inundated areas and the 'wet' areas where trees and houses are partly covered by water. This is a typical combined pure pixel and mixed pixel problem. In this paper, an extended Support Vector Machines method for spectral unmixing developed recently has been applied to generate an integrated map showing both pure pixels (fully inundated areas) and mixed pixels (trees and houses partly covered by water). The outputs were compared with the conventional mean based linear spectral mixture model, and better performance was demonstrated with a subset of Landsat ETM+ data recorded at the Daly River Basin, NT, Australia, on 3rd March, 2008, after a flood event.

Shrewd alliances: mixed foraging associations between treeshrews,greater racket-tailed drongos and sparrowhawks on Great Nicobar Island, India

Mixed-species foraging associations may form to enhance feeding success or to avoid predators. We report the costs and consequences of an unusual foraging association between an endemic foliage gleaning tupaid (Nicobar treeshrew Tupaia nicobarica) and two species of birds; one an insectivorous commensal (greater racket-tailed drongo Dicrurus paradiseus) and the other a diurnal raptor and potential predator (Accipiter sp.). In an alliance driven, and perhaps engineered, by drongos, these species formed cohesive groups with predictable relationships. Treeshrew breeding pairs were found more frequently than solitary individuals with sparrowhawks and were more likely to tolerate sparrowhawks in the presence of drongos. Treeshrews maintained greater distances from sparrowhawks than drongos, and permitted the raptors to come closer when drongos were present. Treeshrew foraging rates declined in the presence of drongos; however, the latter may provide them predator avoidance benefits. The choice of the raptor to join the association is intriguing; particular environmental resource states may drive the evolution of such behavioural strategies. Although foraging benefits seem to be the primary driver of this association, predator avoidance also influences interactions, suggesting that strategies driving the formation of flocks may be complex and context dependent with varying benefits for different actors.

Nile Basin Initiative diskursiivisena areenana

Pro gradu -tutkielma käsittelee Niilin alueen poliittista kehitystä käyttäen viitekehyksenä Barry Buzanin, Ole Wæverin sekä Jaap de Wilden muodostaman Kööpenhaminan koulukunnan teoriaa turvallistamisesta sekä turvallisuuskomplekseista. Niilin kymmenen valtiota kattavan jokialueen poliittista historiaa on vuosikymmenet hallinnut valtioiden välinen epäluottamus, ja erityisesti Egypti, joka on täysin riippuvainen Niilin vesivaroista, on julistanut Niilin vesivarojen olevan sille kansallinen turvallisuuskysymys, ja se on uhannut käyttää myös voimakeinoja puolustaakseen vedenkäyttöoikeuksiaan. Egyptiä on myös voitu Niilin alueen hegemonina, sillä vanhat, alun perin siirtomaa-ajalta peräisin olevat sopimukset ovat antaneet sille lähes yksinoikeuden Niilin vesivarojen käyttöön. Samanaikaisesti erityisesti Etiopia, jonka alueelta suurin osa joen vesivaroista on peräisin, on pitänyt vanhoja sopimuksia epäreiluina, ja vedonnut maassa kasvavaan nälänhätään ja ruokapulaan, mutta myös useat muut alueen valtiot ovat esittäneet tyytymättömyytensä vanhoihin sopimuksiin. Vuonna 1999 kehityksessä tapahtui kuitenkin käänne, sillä jokilaakson valtiot perustivat tuolloin Niilin jokialueen yhteistyöjärjestön Nile Basin Initiativen (NBI). Tutkielma keskittyy NBI:n perustamisen jälkeiseen ajanjaksoon. Keskeinen tutkimuskysymys on, millä tavalla Niilin alueen jäsenvaltiot pyrkivät 2000-luvun alkupuolella keskinäisellä toiminnallaan muuttamaan alueella vallitsevaa kilpailu- ja konfliktiasetelmaa rauhanomaiseen suuntaan. Aineistona käytetään NBI:n omia kausijulkaisuja vuosilta 2006–2010, ja tutkimuksen menetelmänä käytetään diskurssianalyysia. Tutkitun aineiston perusteella on esitettävissä, että Niilin alueen poliittisesta kehityksestä on selvästi erotettavissa diskursseja, jotka ovat NBI:n toiminnan taustalla. Nämä ovat luottamuksen rakentamisen, yhteisten haasteiden voittamisen, yhteistyön tärkeyden sekä saavutusten diskurssit. Aineiston perusteella on nähtävissä, että valtioiden välisen luottamuksen vähitellen lisääntyessä yhteistyötä aletaan yhä enemmän legitimoida aikaisemmin yhteistyöstä saavutetuilla hyödyillä. Toisaalta diskurssianalyysin perusteella on myös nähtävissä, että alueella on ratkaisematta yhä fundamentaalisia ongelmia; uutta vesisopimusta ei ole vielä vuoteen 2010 mennessä aikaansaatu ja NBI:n jäsenvaltioiden suhteissa on myös nähtävissä kiistaa periaatteista, joihin yhteistyön olisi pohjauduttava. Tutkielma pyrkii analyysin avulla kehittämään myös Kööpenhaminan koulukunnan teoriaa turvallistamisesta. Kööpenhaminan koulukunta jättää turvallistamisen purkamiskehityksen kirjoituksissaan taka-alalle keskustelun painottuessa siihen, kuinka jokin asia tuodaan esille julkiseen turvallisuuskeskusteluun. Tältä osin tutkimuksen tavoitteena on esittää mahdollinen kehityskulku turvallistamisen purkamisdiskurssista. Teoriaosuudessa käytetyt keskeiset lähteet: Allan 2001,2009; Buzan 1991; Buzan ja Wæver 2003; Buzan, Wæver ja de Wilde 1998; Jutila 2008; Schulz 1995; Stritzel 2007; Turton 2001; Wæver 1995; Wendt 1992, 1999.

Road kills of amphibians in different land use areas from Sharavathi river basin, central Western Ghats, India

A survey of amphibian mortality on roads was carried out in the Sharavathi river basin in the central Western Ghats. Road kills in three different land use areas: agricultural fields, water bodies and forests were recorded for four days along three 100m stretches in each type of area. One-hundred-and-forty-four individuals belonging to two orders, eight families, 11 genera and 13 species were recorded in the survey. Kills/km observed were: in forest 55, agricultural fields 38 and water bodies 27, for an overall average of 40 kills/km. Kill species compositions varied significantly between land use areas, but not overall kill rates.

Systematic bias in MODIS dust aerosol retrieval at Kanpur (AERONET), Indo-Gangetic Basin - art.no.640816

We have compared the spectral aerosol optical depth (AOD) and aerosol fine mode fraction (AFMF) derived from Moderate Resolution Imaging Spectroradiometer (MODIS) with those of Aerosol Robotic Network (AERONET) at Kanpur (26.45N, 80.35E), northern India for the pre-monsoon season (March to June, 2001-2005). We found that MODIS systematically overestimates AOD during pre-monsoon season (known to be influenced by dust transport from north-west of India). The errors in AOD were correlated with the MODIS top-of-atmosphere apparent surface reflectance in 2.1 mu m channel (rho*(2.1)). MODIS aerosol algorithm uses p*(2.1) to derive the surface reflectance in visible channels (rho(0.47), rho(0.66)) using an empirical mid IR-visible correlation (rho(0.47) = rho(2.1)/4, rho(0.66) = rho(2.1)/2). The large uncertainty in estimating surface reflectance in visible channels (Delta rho(0.66)+/- 0.04, Delta rho(0.47)+/- 0.02) at higher values of p*(2.1) (p*(2.1) > 0.18) leads to higher aerosol contribution in the total reflected radiance at top-of atmosphere to compensate for the reduced surface reflectance in visible channels and thus leads to overestimation of AOD. This was also reflected in the very low values of AFMF during pre-monsoon whose accuracy depends on the aerosol path radiance in 0.47 and 0.66 mu m channels and aerosol models. The errors in AOD were also high in the scattering angle range 110 degrees-140 degrees, where the effect of dust non-spherity on its optical properties is significant. The direct measurements of spectral surface reflectance are required over the Indo-Gangetic basin in order to validate the mid IR-visible relationship. MODIS aerosol models should also be modified to incorporate the effect of non-spherity of dust aerosols.

Fractal boundaries of basin of attraction of Newton-Raphson method in helicopter trim

A key problem in helicopter aeroelastic analysis is the enormous computational time required for a numerical solution of the nonlinear system of algebraic equations required for trim, particularly when free wake models are used. Trim requires calculation of the main rotor and tail rotor controls and the vehicle attitude which leads to the six steady forces and moments about the helicopter center of gravity to be zero. An appropriate initial estimate of the trim state is needed for successful helicopter trim. This study aims to determine the control inputs that can have considerable effect on the convergence of trim solution in the aeroelastic analysis of helicopter rotors by investigating the basin of attraction of the nonlinear equations (set of initial guess points from which the nonlinear equations converge). It is illustrated that the three main rotor pitch controls of collective pitch, longitudinal cyclic pitch and lateral cyclic pitch have a significant contribution to the convergence of the trim solution. Trajectories of the Newton iterates are shown and some ideas for accelerating the convergence of a trim solution in the aeroelastic analysis of helicopters are proposed. It is found that the basins of attraction can have fractal boundaries. (C) 2010 Elsevier Ltd. All rights reserved.

Effect of drainage basin characteristics on the diffuse load of phosphorus and nitrogen.

Tiivistelmä: Valuma-alueen vaikutus fosforin ja typen hajakuormitukseen.

Paleoseismological evidence of surface faulting along the northeastern Himalayan front, India: Timing, size, and spatial extent of great earthquakes

The similar to 2500 km long Himalayan arc has experienced three large to great earthquakes of M-w 7.8 to 8.4 during the past century, but none produced surface rupture. Paleoseismic studies have been conducted during the last decade to begin understanding the timing, size, rupture extent, return period, and mechanics of the faulting associated with the occurrence of large surface rupturing earthquakes along the similar to 2500 km long Himalayan Frontal Thrust (HFT) system of India and Nepal. The previous studies have been limited to about nine sites along the western two-thirds of the HFT extending through northwest India and along the southern border of Nepal. We present here the results of paleoseismic investigations at three additional sites further to the northeast along the HFT within the Indian states of West Bengal and Assam. The three sites reside between the meizoseismal areas of the 1934 Bihar-Nepal and 1950 Assam earthquakes. The two westernmost of the sites, near the village of Chalsa and near the Nameri Tiger Preserve, show that offsets during the last surface rupture event were at minimum of about 14 m and 12 m, respectively. Limits on the ages of surface rupture at Chalsa (site A) and Nameri (site B), though broad, allow the possibility that the two sites record the same great historical rupture reported in Nepal around A.D. 1100. The correlation between the two sites is supported by the observation that the large displacements as recorded at Chalsa and Nameri would most likely be associated with rupture lengths of hundreds of kilometers or more and are on the same order as reported for a surface rupture earthquake reported in Nepal around A.D. 1100. Assuming the offsets observed at Chalsa and Nameri occurred synchronously with reported offsets in Nepal, the rupture length of the event would approach 700 to 800 km. The easternmost site is located within Harmutty Tea Estate (site C) at the edges of the 1950 Assam earthquake meizoseismal area. Here the most recent event offset is relatively much smaller (<2.5 m), and radiocarbon dating shows it to have occurred after A.D. 1100 (after about A.D. 1270). The location of the site near the edge of the meizoseismal region of the 1950 Assam earthquake and the relatively lesser offset allows speculation that the displacement records the 1950 M-w 8.4 Assam earthquake. Scatter in radiocarbon ages on detrital charcoal has not resulted in a firm bracket on the timing of events observed in the trenches. Nonetheless, the observations collected here, when taken together, suggest that the largest of thrust earthquakes along the Himalayan arc have rupture lengths and displacements of similar scale to the largest that have occurred historically along the world's subduction zones.

Optimal crop planning and conjunctive use of water resources in a coastal river basin

Due to increasing trend of intensive rice cultivation in a coastal river basin, crop planning and groundwater management are imperative for the sustainable agriculture. For effective management, two models have been developed viz. groundwater balance model and optimum cropping and groundwater management model to determine optimum cropping pattern and groundwater allocation from private and government tubewells according to different soil types (saline and non-saline), type of agriculture (rainfed and irrigated) and seasons (monsoon and winter). A groundwater balance model has been developed considering mass balance approach. The components of the groundwater balance considered are recharge from rainfall, irrigated rice and non-rice fields, base flow from rivers and seepage flow from surface drains. In the second phase, a linear programming optimization model is developed for optimal cropping and groundwater management for maximizing the economic returns. The models developed were applied to a portion of coastal river basin in Orissa State, India and optimal cropping pattern for various scenarios of river flow and groundwater availability was obtained.