AHP-GIS Based DRASTIC Model for Groundwater Vulnerability to Pollution Assessment: A Case Study of Hazaribag District, Jharkhand, India
|
|
- Alicia Stevenson
- 6 years ago
- Views:
Transcription
1 AHP-GIS Based DRASTIC Model fo Goundate Vulneability to Pollution Assessment: A Case Study of Hazaibag Distict, Jhakhand, India P. Tikey, A. K. Goai, J. Iqbal* Envionmental Science & Engineeing Goup, Bila Institute of Technology, Mesa, Ranchi , India * jaed@bitmesa.ac.in Abstact- Goundate pollution due to anthopogenic activities is one of the most seious envionmental poblems in uban/industial aeas. Goundate is one of the main souces of dinking ate in Hazaibag Distict and hence its vulneability assessment to delineate aeas that ae moe susceptible to contamination is vey impotant. The pesent study aims to demonstate AHP-GIS based DRASTIC model to estimate the elative pobability of contamination of the goundate esouces in the selected study aea. The study esult eveals that the vulneability index vaying fom 4.53 to 9.47 (Scale: Minimum possible Index and Maximum possible index- 9.84). The ange of the vulneability index has been classified into five classes (lo, modeately lo, modeate, modeately high, and high) and accodingly the hole study aea is classified into five types of zones on the basis of vulneability index. The study esults delineate aeas that ae moe susceptible to contamination due to the existing hydo-geologic factos and sho aeas of geatest potential fo goundate contamination. Keyods- AHP; Goundate Vulneability Assessment; DRASTIC; GIS; Hazaibag Distict I. INTRODUCTION Goundate is the most impotant ate esouce on eath [1]. The quality of goundate is geneally unde a consideable potential of contamination especially in agicultue-dominated aeas ith intense activities that involve the use of fetilizes and pesticides [2-6]. The issue of potection of goundate against pollution is of cucial significance [7]. The concept of goundate vulneability is a conestone in the evaluation of the isk of goundate contamination and in the development of management options to peseve the quality of goundate [8-10]. Goundate vulneability studies ae based on the idea that specific land aeas ae moe vulneable to goundate contamination than othes [11]. Hence, goundate vulneability assessment delineates aeas that ae moe susceptible to contamination due to the hydogeologic factos and anthopogenic souces and shos aeas of geatest potential fo goundate contamination. In geneal, this connotes the estimation of the potential fo contaminants to migate fom the land suface though the unsatuated zone (chaacteised by poe spaces that ae incompletely filled ith ate) until eaching the aeas of inteest [12]. As such, the concept of goundate vulneability is impotant fo a ational management of goundate esouces and subsequent land use planning [12-14]. Goundate vulneability maps povide useful infomation to potect goundate esouces and evaluate the potential fo ate quality impovement ith changes in agicultual pactices and land use applications [12-15]. The use of goundate vulneability assessment in planning, policy analysis, and decision making vaies and eflects diffeent aspects including (but not limited to): (i) advising decision makes of the need fo adopting specific management options to mitigate the quality of goundate esouces; (ii) elucidating the implications and consequences of thei decisions; (iii) poviding diection fo allotting ate esouces; (iv) enlightening decisions about land use pactices and activities; and (v) educating the geneal public about the potential fo goundate contamination thoughout public aaeness campaigns [16]. The concept of aquife vulneability to extenal pollution as intoduced in 1960s by Magat, 1968 [17], ith seveal systems of aquife vulneability assessment developed in the folloing yeas (Alle et. al., 1987 [18]; Civita, 1994 [19]; Vba & Zapoozec, 1994 [20]; Sinan & Razack, 2009 [21]; Polemio et. al., 2009 [22]; Foste, 1987 [23]). They found that the eason behind the diffeent vulneability is the diffeent hydo-geological settings. Many appoaches have been developed to evaluate aquife vulneability. These include pocess based methods, statistical methods, and ovelay/index methods [24, 25]. The pocess based methods use simulation models to estimate the contaminant migation [26]. Statistical methods use statistics to detemine associations beteen the spatial vaiables and the actual occuence of pollutants in the goundate. While the ovelay/index methods use location specific vulneability indices based on the factos contolling movement of pollutants fom the gound suface to the ate beaing stata. Of these majo appoaches, the ovelay/index method has been the most idely adopted appoach fo lage scale aquife sensitivity and goundate vulneability assessments. Scientists stated to give pedictions of goundate pollution potential based on hydo-geological settings [22, 27-38]. In this pape, AHP-GIS based
2 DRASTIC model is demonstated fo the study. The main objective of this pape is to assess goundate vulneability to pollution of the aquife situated in the study aea using the AHP-GIS based DRASTIC model in combination. II. STUDY AREA Hazaibag Distict as shon in Fig. 1 as taken up fo this study. It is a medium-size fast going uban cente Jhakhand State in India. The study aea is situated in N and E. It coves appoximately 4500 km 2 of aea. The distict compises of 11 blocks, namely Hazaibagh, Chaupaan, Bahi, Padma, Ichak, Bakatha, Bishungah, Katkamsandi, Keedai, Bakagaon and Chuchu as shon in Fig. 1. Fig. 1 Study aea map The aveage annual ainfall is 1347 mm. The maximum tempeatue duing peak summe goes up to 46 0 C and minimum duing peak inte dops don to 4 0 C. The aveage elevation of Hazaibagh Distict vaies fom m fom mean sea level. Geologically the aea is undelain by Chotanagpu ganite gneiss, phyllite mica-schist. It is unifomly ovelain by loe Gondana fomations consisting of sandstone, shales and coal seams. Ganite ocks shoed maximum thickness of eatheed mantle in favouable topogaphic and dainage condition. To types of aquifes (unconfined and confined) ae mainly obseved in both Ganite-gneiss and Gondana ocks. Unconfined aquife (an aquife undelain by an impemeable statum, but the top of the aquife consists of soil layes that ae pemeable enough to povide easy passage of ate) is obseved in eatheed fomations heeas semi-confined (an aquife undelain by an impemeable statum and bounded at the top by soil layes of elatively lo pemeability) to confined aquifes (an aquife bounded both at the bottom and at the top by an impemeable statum and fully filled ith ate hich is usually unde pessue) ae in deepe factues. Wate levels in unconfined aquifes vay beteen 3-10 mbgl. Piezometic head in Ganite-gneiss vaies beteen 2-9 mbgl. In Gondana ocks it vaies beteen mbgl in Bhukunda aea and 6-9 mbgl in Ghato, Banji aea. III. MATERIALS AND METHODOLOGY Goundate vulneability of the study aea as evaluated using hydogeologic paametes that can affect the contaminants tanspot though the vadose zone to the ate table using DRASTIC method [18]. Each of the seven DRASTIC hydogeological paametes (Depth to ate table, Net echage, Aquife media, Soil media, Topogaphy, Impact of vadose zone and Hydaulic conductivity) is mapped and classified eithe into anges o into significant media types, hich have an impact on pollution potential. Each facto o paamete is assigned a subjective ating. Weight multiplies ae then used fo each facto to balance and enhance its impotance. The final vulneability map is based on the DRASTIC Index (DI) hich is computed as the eighted sum ovelay of the seven layes using the folloing equation: DI D D R R A A S S T T I I C C (1) Whee, D, R, A, S, T, I, and C epesents the seven paametes, is the ating value, and the eight assigned to each paamete. Whee; D = Ratings to the depth to ate table D = Weights assigned to the depth to ate table R = Ratings fo anges of aquife echage R = Weights fo the aquife echage A = Ratings assigned to aquife media A = Weights assigned to aquife media S = Ratings fo the soil media
3 S = Weights fo soil media T = Ratings fo topogaphy (slope) T = Weights assigned to topogaphy I = Ratings assigned to vadose zone I = Weights assigned to vadose zone C = Ratings fo ates of hydaulic conductivity C = Weights given to hydaulic conductivity The flo chat in Fig. 2 shos the geneal ovevie of the oking methodology. Identification of input hydo-geological paametes Seconday data collection fo each hydogeological paamete Classification of the existing condition into Ranges and assign Ratings as pe DRASTIC model Detemination of eightage fo each input paamete using Analytical Hieachy Pocess (AHP) Geneation of thematic layes fo each input paamete in GIS Ovelaying each laye to obtain the final vulneability map Fig. 2 Flo chat of the oking methodology The ok has been completed ith the folloing steps: A. Page Layout IV. ASSESSMENT OF AQUIFER VULNERABILITY TO POLLUTION The data has been geneated fom vaious published epots/maps of CGWB, JSAC and satellite data, etc. Vaious data types and thei souces to geneate the thematic layes of diffeent hydogeological paametes ae shon in Table 1. B. Assigning Ranges and Ratings TABLE 1 DATA TYPES AND ITS SOURCES FOR CREATION OF OUTPUT LAYERS Sl. No. Data Type Souce Output Laye 1 Well data CGWB, Ranchi Depth to ate 2 Aveage annual ainfall CGWB, Ranchi Net echage 3 Geologic map JSAC Aquife media 4 Soil map JSAC Soil media 5 SRTM data USGS GLOVIS visualisation viee Topogaphy 6 Soil map JSAC Impact of vadose zone 7 Geologic map JSAC Hydaulic conductivity The anges and atings fo each paamete have been assigned similaly to the standadized DRASTIC system given by [18] fo evaluating goundate pollution potential using diffeent hydogeologic settings. Each DRASTIC facto has been divided into eithe anges o significant media types that affect goundate vulneability. The media types such as aquife mateial, soil type and impact of vadose zone, cannot be measued numeically. Each ange of each DRASTIC paamete has been evaluated ith espect to the othes to detemine its elative significance to pollution potential, and has been assigned a ating of 1 to 10. The most vulneable ange is given the ating 10, and the least vulneable the ating 1. Evey paamete in the model has a fixed eight indicating the elative influence of the paamete in tanspoting contaminants to the goundate. The DRASTIC paametes D, R, A, S, T, I and C have been assigned one value each ange o a typical value. Ratings of each paamete ae shon in Table 2, hich vay fom 1 to 10, ith highe values descibing geate pollution potential. The numeical atings, hich ee established using the Delphi technique [18], ae ell defined and have been used oldide [14, 39-42]. The atings fo each paamete ae listed in Table 2 fo all the anges and types
4 TABLE 2 RANGES AND RATINGS FOR VARIOUS HYDRO-GEOLOGICAL SETTINGS [18] Depth to Goundate Net Rechage Ranges (m) Ratings (D ) Sub-Index (D *D ) Ranges (cm) Ratings (R ) Sub-Index (R *R ) Weight (D ) 5 Weight (R ) 4 Aquife Type Soil type Type Ratings (A ) Sub-Index (A *A ) Type Ratings (S ) Sub-Index (S *S ) Massive Shale 2 6 Thin o absent Metamophic/ Igneous 3 9 Gavel Weatheed Metamophic/ Igneous 4 12 Sand 9 18 Glacial Till 5 15 Peat 8 16 Bedded sandstone, Shinking and/o Limestone and Shale 6 18 Aggegated Clay sequences 7 14 Massive Sandstone 6 18 Sandy Loam 6 12 Massive Limestone 6 18 Loam 5 10 Sand and Gavel 8 24 Silty Loam 4 08 Basalt 9 27 Clay loam 3 06 Kast Limestone Muck 2 04 Non-shinking and Weight (A ) 3 Non-aggegated Clay 1 02 Topogaphy o slope Weight (S ) 2 Ranges (in Pecent) Ratings (T ) Sub-Index (T *T ) Impact of Vadose Zone Type Ratings (I ) Sub-Index (I *I ) Confining laye Silt/ Clay Shale Limestone 6 30 Weight (T ) 1 Sandstone 6 30 Hydaulic Conductivity Bedded Limestone, Sandstone, Shale 6 30 Sand and Gavel Range (m/d) Ratings (C ) Sub-Index (C *C ) ith significant Silt 6 30 and Clay Metamophic/ Igneous Sand and Gavel Basalt Kast Limestone Weight (C ) 3 Weight (I ) 5 1) Detemination of Weightage fo Each Paamete: Analytical Hieachical Pocess (AHP) is an appoach to decision making that involves stuctuing multiple choice citeia onto a hieachy, assessing the elative impotance of these citeia, compaing altenatives fo each citeion and detemining an oveall anking of the altenatives. The foundation of the Analytic Hieachy Pocess (AHP) is a set of axioms that caefully delimits the scope of the poblem envionment [43]. It is based on the ell-defined mathematical stuctue of consistent matices and thei associated ight eigenvecto's ability to geneate tue o appoximate eights, [44-46]. The AHP methodology compaes citeia, o altenatives ith espect to a citeion, in a natual, pai ise mode. To do so, the AHP uses a fundamental scale of absolute numbes that have been poven in pactice and validated by physical and decision poblem expeiments. The fundamental scale has been shon to be a scale that captues individual pefeences ith espect to quantitative and qualitative attibutes just as ell o bette than othe scales [45, 46]. It convets individual pefeences into atio scale eights that can be combined into a linea additive eight (a) fo each altenative a. The esultant (a) can be used to compae and ank the altenatives, and hence assist the decision make in making a choice. Given that the thee basic steps ae easonable desciptos of ho an individual comes natually to esolve a multi-citeia decision poblem, then the AHP can be consideed to be both a desciptive and pesciptive model of decision making. The AHP is pehaps the most idely used decision making appoach in the old today. Its validity is based on the many hundeds (no thousands) of actual applications in hich the AHP esults ee accepted and used by the cognizant decision makes (DMs) [46]. Each input paamete has a pedetemined, fixed and elative eight that eflects its elative impotance of goundate
5 vulneability to pollution. The most significant factos have a highe eight and vice-vesa. The pollutant s eights have been detemined using AHP. The detailed methodology is explained belo to detemine the elative eightage of each pollutant. The eightage of individual pollutants can be found out using AHP. AHP is a systematic method fo compaing a list of objectives o altenatives. This method foms a pai-ise compaison matix A as shon belo, hee the numbe in the i th o and j th column gives the elative impotance of individual paamete P i as compaed ith Pj. The compaison matix geneated by autho s expetise using Saaty s scale [45] is shon belo in matix A. The elative eightage can be impoved by taking the expets vies. A = [ ] The sum of each column and then division of each column by the coesponding sum ae computed to obtain the nomalize eights, the nomalized matix N, thus obtained is epesented in matix N as given belo. N = [ ] The elative eight vecto W fo the pollutants is given by the aveage of the o elements in matix N as Thus, the sum of the eightage of the pollutants obtained as by hee, CI CR CI RI max n n 1 n RI n Since, CR < 0.1, the judgements ae acceptable A n n ) Geneation of Thematic Layes fo Each Dastic Paamete: 7. The consistency ation of the matix can be checked Thema tic layes fo each hydogeological paamete ee geneated using Ac GIS softae. Diffeent souces of a data (mentioned above) have been used fo the geneation of individual thematic laye. The flo chat fo the geneation of layes is shon in Fig
6 Ra Data Depth to ate table Pocessing in GIS to Geneate Thematic Layes Depth to ate table Ovelaying each layes to obtain Final Output Rainfall & Evapo-tanspiation Geological Repot Soil Data Topogaphy Net Rechage Aquife Media Soil Media Slope Goundate Vulneability to Pollution Map Soil Data Geogaphical Repot Impact of Vadose zone Hydaulic Conductivity Fig. 3 Flo chat fo geneation of layes fo input paametes using Ac GIS The detailed methodology fo geneation of thematic layes is given belo: Depth to Wate Table: The depth-to-ate table paamete as deived fom ate level data collected fom Cental Gound Wate Boad (CGWB), Ranchi. The depth-to-ate table is shallo and has a ange of mbgl. The ell data as then used to geneate the map fo depth to ate table contoued by intepolating using Invese Distance Weighted method. The study aea as extacted using the distict bounday as a mask. The map thus obtained as eclassified into thee anges that fit the DRASTIC model. The thee eclassification anges and thei assigned atings ae shon in Table 3. The map thus geneated fo depth to ate is shon in Fig. 4. TABLE 3 RANGES AND RATINGS FOR VARIOUS HYDRO-GEOLOGICAL SETTINGS USING DRASTIC DATA FOR THE STUDY AREA Depth to Goundate Ratings Ranges (m) (D ) Sub-Index (D *D ) Net Rechage Ratings Ranges (cm) (R ) Sub-Index (R *R ) Weight (D ) Weight (R ) Aquife Media Soil Media Ratings Sub-Index Ratings Sub-Index Type Type (A ) (A *A ) (S ) (S *S ) Metamophic /igneous Coase Loamy Weatheed metamophic igneous Loamy & loamy skeletal Bedded sandstone, shale sequences & massive sandstone Fine & fine loamy Sand & Gavel Basalt Weight (A ) Weight (S ) Topogaphy o slope Ratings Ranges (in Pecent) (T ) Sub-Index (T *T ) Type Impact of Vadose Zone Ratings (I ) Sub-Index (I *I ) Fine & fine loamy Loamy Loamy skeletal & coase loamy Weight (T ) Hydaulic Conductivity Ratings Range (m/d) (C ) Sub-Index (C *C ) Weight (C ) Weight (I )
7 Fig. 4 Depth to ate table Net Rechage: The map fo pecipitation as geneated using the ainfall data collected fom CGWB, Ranchi. The evapotanspiation map as pepaed consideing evapotanspiation as 5% of the pecipitation (value taken fom a epot of Bisa Agicultual Univesity (BAU) fo ainfall and evapotanspiation elationship in Jhakhand State). The unoff coefficient anges fom 0-1 depending on the land use type. Due to lack of data the unoff coefficient fo this study has been consideed as 0.5. Then the map fo net echage as geneated using aste calculato by the fomula of net echage as the amount of pecipitation minus evapotanspiation and unoff. The eclassification as done accoding to the anges and coesponding atings. Due to homogeneity in net echage fo the entie distict has single ange (25.4+) ith ating (9) as in Table 2 and the subindex of the same is epoted in Table 3. The map thus geneated fo net echage is shon in Fig. 5. Fig. 5 Net echage Aquife Media: Aquife media map as pepaed fom the geologic map of Jhakhand. The study aea consists of diffeent types of aquife media hich ee eclassified into five types and thei coesponding ating as assigned fo each aquife media as given in Table 3. The map thus geneated is shon in Fig. 6. Soil Media: Soil media map as pepaed fom the soil map of Jhakhand. The study aea consists of fine to coase loamy type soil. The soil type existing in the study aea as classified into thee types and thei coesponding atings ee assigned fo each type of soil media as given in Table 3. The map geneated fo soil media is shon in Fig. 7. Topogaphy: The topogaphy map as pepaed using the Shuttle Rada Topogaphy Mission (SRTM) data. The pecentage slope aste file as ceated fom Digital Elevation Model (DEM) using Spatial Analyst. The slope in the study
8 aea vaies fom 0-18 pecent. Reclassification as done fo the pecent slope aste in the anges of 0 to 18% into five classes and assigned thei coesponding atings as given in Table 3. The map of topogaphy is shon in Fig. 8. Fig. 6 Aquife media Fig. 7 Soil media Fig. 8 Slope map
9 Impact of vadose zone: Due to unavailability of Vadose Zone data in the study aea, infomation of the soil media as used to deive the appoximate atings fo Vadose zone. The map as conveted to a aste data by defining atings fo the vadose zone media (using soil media data) (Table 3 & Fig. 7). The map of impact of vadose zone is shon in Fig. 9. Hydaulic Conductivity: Due to unavailability of hydaulic conductivity data in the study aea, infomation of the aquife media as used to deive the appoximate atings fo hydaulic conductivity. It as conveted to a aste data accoding to the defined atings. The atings of the hydaulic conductivity ee assigned (using aquife media data instead hee) in Table 3. The map of hydaulic conductivity is shon in Fig. 10. Fig. 9 Impact of Vadoze zone Fig. 10 Hydaulic conductivity V. RESULTS AND DISCUSSION The hydogeological settings of Hazaibag Distict ith thei anges and atings ae listed in Table 3. The final vulneability map as obtained by unning the model in the AcGIS 9.2 envionment by using the seven hydo-geological data layes. The map thus obtained is shon in Fig. 11. The vulneability index as eclassified into five classes that descibe the elative pobability of contamination of the goundate esouces. These five classes ae: lo, modeately lo, modeate, modeately high, and high. A egional scale has been used fo compaing the elative vulneability of goundate esouces. The vulneability index class fo final vulneability map is given belo in Table 4. The esult of goundate vulneability to pollution assessment shos index values hich vay fom 4.53 to The possible vulneability indices vay fom 1 to 9.84, if calculated fom Table 2. The maximum and minimum vulneability indices ae calculated by sum of the poduct of maximum and minimum atings fo all the paametes ith its coesponding eightage espectively. The esults of the goundate vulneability assessment sho that the study aea has been divided into five zones of elative vulneability: lo goundate vulneability isk zone (index: <5.36); modeately lo vulneability isk
10 zone (index: ), modeate vulneability zone (index: ), modeately high vulneability zone (index: ), and high vulneability zone (index: >7.46) hich is shon in Table 4. Fig. 11 Relative potential of goundate vulneability to pollution map TABLE 3 RANGES, RATINGS AND WEIGHTAGE OF DRASTIC PARAMETERS = = 8.47 = = 4.53 TABLE 4 VULNERABILITY INDEX, CLASS AND CORRESPONDING AREA Vulneability Class DRASTIC Index Aea in km 2 Pecentage of aea Lo < Modeately Lo Modeate Modeately High High Total Aea It is vey difficult to say the ole of paticula paamete on the spatial changes in the vulneability index. But the vulneability map clealy eveals that the depth to goundate has significant ole in spatial changes in vulneability index. It is clea fom the map that the highe the goundate depth (15-30 ft), the loe the vulneability class. Since, the net echage facto is constant thoughout the study aea and thus does not have any influence on the spatial changes in the vulneability index. The highe class of vulneability index is moe o less influenced by soil media and aquife media. The total aea unde diffeent vulneability classes and thei coesponding pecentages is epoted in Table 4. The esults evel that the pecentages of aea (total aea) unde diffeent vulneability class ae 18% ( km 2 ), 57.9% ( km 2 ), 11% ( km 2 ), 10.3% ( km 2 ), and 2.8% ( km 2 ) fo lo, modeately lo, modeate, modeately high and high espectively. The high vulneability zones ae mainly lie in the blocks of Ichak, Katkamsandi, and Sada. VI. CONCLUSION Goundate plays an impotant ole in dinking ate supply in Hazaibag Distict. This study utilized DRASTIC model and GIS technique to assess the aquife vulneability in the study aea. Seven envionmental paametes hich include depth to ate, net echage, aquife media, soil media, topogaphy, impact of vadose zone, and hydaulic conductivity ee used to epesent the hydo geological setting of the study aea. The esult of goundate vulneability to pollution assessment shos index values hich vay fom 4.53 to 8.47 (Scale: Min- 1 and Max- 8.16). Accoding to the esults of the goundate vulneability assessment, the study aea has been divided into five zones of elative vulneability: lo, modeately lo,
11 modeate, modeately high and high vulneability zone. The maximum aea has fallen unde modeately lo vulneable zone, accounting fo 57.9% ( km 2 ). The study suggests that the DRASTIC model can be used fo pioitization of vulneable aeas in ode to pevent the futhe pollution to aleady moe polluted aeas. Thee is a need to develop a system that can be used to identify aeas hee attention o potection effot is equied. Thee should be a detailed and fequent monitoing in high and modeately high vulneable zones in ode to monito the changing level of pollutants. The above study also helps fo sceening the site selection fo aste dumping. The measuement of elative gound-ate vulneability to pollution may be one of many citeia used in siting decisions, but should not be the sole citeia. ACKNOWLEDGEMENT The authos ish to thank Diecto JSAC, CGWB & BAU fo the data equied to accomplish the ok. REFERENCES [1] J. P. Villeneuve, O. Banton, and P. Lafance, A pobabilistic appoach fo the goundate vulneability to contamination by pesticides: The VULPEST model. Ecological Modelling, vol. 51, pp , [2] T. W. Giambelluca, K. Loague, Geen R E, and M. A. Nullet, Uncetainty in echage estimation: Impact on goundate vulneability assessments fo the Peal Habo Basin, O ahu, Haai i, USA. Jounal of Contaminant Hydology, vol. 23, pp , [3] M. Soutte, and A. Musy, Coupling 1D Monte-Calo simulations and geostatistics to assess goundate vulneability to pesticide contamination on a egional scale. Jounal of Contaminant Hydology, vol. 32. pp , [4] I. R. Lake, A. A. Lovett, K. M. Hiscock, M. Betson, A. Foley, G. Sunnenbeg, S. Eves, and S. Fletche, Evaluating factos influencing goundate vulneability to nitate pollution: Developing the potential of GIS. Jounal of Envionmental Management, vol. 68, pp , [5] A. Thapinta, and P. Hudak, Use of geogaphic infomation systems fo assessing goundate pollution potential by pesticides in Cental Thailand. Envionmental Intenational, vol. 29, pp , [6] G. Chae, K. Kim, S. Yun, S. Kim, B. Choi, H. Kim, and C. W. Rhee, Hydogeochemisty of alluvial goundate in an agicultual aea: An implication fo goundate contamination susceptibility. Chemosphee, vol. 55, pp , [7] I. S. Zektse, O. A. Kaimova, J. Bujuoli, and M. Bucci, Regional estimation of fesh goundate vulneability: methodological aspects and pactical applications. Wate Resouces, vol. 31, pp , [8] B. Fobe, and M. Goossens, The goundate vulneability map fo the Flemish egion: its pinciples and uses. Engineeing Geology, vol. 29, pp , [9] F. Woall, T. Besien, and D. D. Kolpin, Goundate vulneability: Inteactions of chemical and site popeties. The Science of the Total Envionment, vol. 299, pp , [10] F. Woall, and T. Besien, The vulneability of goundate to pesticide contamination estimated diectly fom obsevations of pesence o absence in ells. Jounal of Hydology, vol. 303, pp , [11] R. C. Gogu, and A. Dassagues, Cuent tends and futue challenges in goundate vulneability assessment using ovelay and index methods. Envionmental Geology, vol. 39, pp , [12] L. D. Connell, and G. Daele, A quantitative appoach to aquife vulneability mapping. Jounal of Hydology, vol. 276, pp , [13] M. G. Rupet, Calibation of the DRASTIC goundate vulneability mapping method. Gound Wate, vol. 39, pp , [14] I. S. Babike, A. M. Mohamed, T. Hiyama, and K. Kato, A GIS-based DRASTIC model fo assessing aquife vulneability in Kakamigahaa Heights, Gifu Pefectue, Cental Japan. Science Total Envionment, vol. 345, pp , [15] M. R. Bukat, and J. Fehe, Regional estimation of goundate vulneability to non-point souces of agicultual chemicals. Wate Science and Technology, vol. 33, pp , [16] National Reseach Council (NRC) (1993) Goundate Vulneability Assessment: Pedicting Relative Contamination Potential unde Conditions of Uncetainty. National academy pess, Washington. [17] J. Magat, Goundate vulneability to contamination. 68, BRGM, Oleans, Fance. In: Massone et. al., (2010) Enhanced goundate vulneability assessment in geological homogeneous aeas: A case study fom the Agentine Pampas. Hydogeol J. vol. 18, pp , [18] L. Alle, T. Bennett, J. H. Leh, and R. J. Petty (1987) DRASTIC: A standadized system fo evaluating goundate pollution potential using hydogeologic settings. USEPA, Robet S. Ke Envionmental Reseach Laboatoy, Ada, OK. EPA/600/2 85/0108 [19] M. Civita (1994) Le cate della vulneabilità degli acquifei all inquinamento. Teoia and pactica. (Aquife pollution vulneability maps). Pitaoa Ed., Bologna (in Italian) [20] J. Vba, A. Zapoozec (1994) Guidebook on mapping goundate vulneability. Int. Association of Hydogeologists. Int. Contibutions to Hydogeology; 16. Velag Heinz Heise, Hannove. [21] Sinan Mohamed, and Moumtaz Razack, An extension to the DRASTIC model to assess goundate vulneability to pollution: application to the Haouz aquife of Maakech (Moocco). Envion Geol, vol. 49, pp , [22] M. Polemio, D. Casaano, and P. P. Limoni, Kastic aquife vulneability assessment methods and esults at a test site (Apulia, southen Italy). Natual Hazads and Eath System Sciences, vol. 9, pp ,
12 [23] S. S. D. Foste, Fundamental concepts in aquife vulneability, pollution isk and potection stategy. In : TNO Committee on Hydological Reseach, the Hague, Poceedings and Infomation, Ed. by: van Duijvenbooden, W. and van Waegeningh, G. H., vol. 38, pp , [24] R. Zhang, J. D. Hamelinck, S. P. Gloss, and L. Munn, Detemination of nonpoint-souce pollution using GIS and numeical models. Jounal of Envionmental Quality, vol. 25, pp , [25] A. J. Tesoieo, E. L. Inkpen, and F. D. Voss, Assessing goundate vulneability using logistic egession. Poceedings fo the Souce Wate Assessment and Potection 98 Confeence, Dallas, TX, pp , [26] J. E. Babash, and E. A. Resek, Pesticides in goundate: Distibution, tends, and govening factos. Pesticides in the Hydologic System Seies, vol. 2, p. 590, [27] N. Almasi Mohammad, Assessment of intinsic vulneability to contamination fo Gaza coastal aquife, Palestine. Jounal of Envionmental Management, vol. 88, pp , [28] K. Bekhoff, Spatially explicit goundate vulneability assessment to suppot the implementation of the Wate Fameok Diective a pactical appoach ith stakeholdes. Hydol. Eath Syst. Sci., vol. 12, pp , [29] A. Rahman, A GIS based DRASTIC model fo assessing goundate vulneability in shallo aquife in Aligah, India, Applied Geogaphy, vol. 28, pp , [30] H. Massone, M. Q. Londoño, and D. Matínez, Enhanced goundate vulneability assessment in geological homogeneous aeas: A case study fom the Agentine Pampas. Hydogeol J. vol. 18, pp , [31] K. Kansiiikul, F. S. Singhaajaapan, R. Mackay, T. Ramingong, and P. Wongponchai, Vulneability Assessment Of Goundate Resouces In The Lampang Basin Of Nothen Thailand. Jounal of Envionmental Hydology, vol. 12, iss. 23, pp. 1-15, [32] Y. J. Kim, and S. Hamm, Assessment of the potential fo goundate contamination using the DRASTIC/EGIS technique, Cheongju aea, South Koea. Hydogeology Jounal, vol. 7, pp , [33] S. Secunda, M. Collin, and A. J. Mellou, Goundate vulneability assessment using a composite model combining DRASTIC ith extensive land use in Isael. Jounal of Envionmental Management, vol. 54, pp , [34] J. M. Vias, B. Andeo, M. J. Peles, and F. Caasco, A compaative study of fou schemes fo goundate vulneability mapping in a diffuse flo cabonate aquife unde Mediteanean climatic conditions. Envion Geol, vol. 47, pp , [35] Bosig Kaolin, T. Geye, A. Subah, and M. Saute, Tavel time based appoach fo the assessment of vulneability of kast goundate: The Tansit Time Method. Envion Geol, vol. 54, pp , [36] J. P. Lobo Feeia, and M. Oliveia Manuel, Goundate vulneability assessment in Potugal. Geofísica Intenacional, vol. 43, pp , [37] J. Noui, S. Malmasi, The ole of goundate vulneability in uban development planning. Ameican Jounal of Env. Sc., vol. 1, pp , [38] Helinge J R, and Antonio Pedo Vieo, Goundate vulneability assessment in coastal plain of Rio Gande do Sul State, Bazil, using dastic and adsoption capacity of soils. Envion Geol, vol. 52, pp , [39] R. A. N. Al-Adamat, I. D. L. Foste, and S. M. J. Baban, Goundate vulneability and isk mapping fo the basaltic aquife of the Azaq basin of Jodan using GIS, emote sensing and DRASTIC. Applied Geogaphy, vol. 23, pp , [40] M. C. Ana, Pem, and V. B. Rao (2003) Evaluation of goundate potential of Musi Rive catchment using DRASTIC index model. In: Venkatesha B R, Ram M K, Saala C S, Raju C (Eds.), Hydology and ateshed management. Poceedings of the Intenational Confeence 18 20, 2002, B S Publishes, Hydeabad. [41] Chandashekha H, Adiga S, Lakshminaayana V, Jagdeesha C J, Nataaju C (1999) A case study using the model DRASTIC fo assessment of goundate pollution potential. In Poceedings of the ISRS national symposium on emote sensing applications fo natual esouces, June 19 21, Bangaloe. [42] B. Dixon, Goundate vulneability mapping: A GIS and fuzzy ule based integated tool. Applied Geogaphy, vol. 25, pp , [43] T. L. Saaty, Axiomatic foundation of the analytic hieachy pocess. Management Science, vol. 32, pp , [44] B. G. Mekin (1979) Goup Choice. John Wiley & Sons, NY. [45] T. L. Saaty (1980) The analytic hieachy pocess. McGa Hill, Ne Yok. [46] T. L. Saaty, Ho to make a decision: The analytic hieachy pocess. Intefaces, vol. 24, pp ,
Surface Water Hydrology
Suface Wate Hydology Intoduction Wate is a key component in the life cycles of all oganisms because of its ability to dissolve many substances (univesal solvent) and as a cooling agent. It is also an integal
More informationGEO-SLOPE International Ltd, Calgary, Alberta, Canada Salt Flow Example
1 Intoduction Salt Flow Example Total hydaulic head consists o elevation head and pessue head. Pessue head is dependent on the density o the poe luid, which is a unction o both tempeatue and chemical composition.
More informationTheoretical Investigation on Condensing Characteristics of Air and Oil Vapor Mixtures
Pudue Univesity Pudue e-pubs Intenational Refigeation and Ai Conditioning Confeence School of Mechanical Engineeing 2008 Theoetical Investigation on Condensing Chaacteistics of Ai and Oil Vapo Mixtues
More informationTHE EFFECT OF SHEAR STRENGTH NORMALISATION ON THE RESPONSE OF PILES IN LATERALLY SPREADING SOILS
Eathquake Geotechnical Engineeing Satellite Confeence XVIIth Intenational Confeence on Soil Mechanics & Geotechnical Engineeing 2-3.. 29, Alexandia, Egypt THE EFFECT OF SHEAR STRENGTH NORMALISATION ON
More informationFuzzy evaluation to parkour social value research based on AHP improved model
ISSN : 097-7 Volume 0 Issue BTAIJ, 0(), 0 [0-] Fuzzy evaluation to pakou social value eseach based on AHP impoved model Yulian Guo *, Xiaojun Guo and Xigui Sun Institute of Physical Education, Jilin Univesity,
More informationCONE PERMEAMETER IN-SITU PERMEABILITY MEASUREMENTS WITH DIRECT PUSH TECHNIQUES
CONE PERMEAMETER IN-SITU PERMEABILITY MEASUREMENTS WITH DIRECT PUSH TECHNIQUES Bill Lowy, Neva Mason, and Veaun Chipman Science and Engineeing Associates 3205 Richads Lane, Suite A, Santa Fe, NM 87505
More informationProgress towards Modeling Red Tides and Algal Blooms
Pogess towads Modeling Red Tides and Algal Blooms Maxim Lowe College of the Atlantic Ba Habo, ME 04609 mlowe@coa.edu Novembe 23, 2014 Abstact Conditions in the ocean sometimes allow specific species to
More informationSolar in Wetlands. Photo credit: a k e.org/blog/2012/08/15mw solar field near philadelphia.html
Sola in Wetlands Photo cedit: http://www.l a k e.og/blog/2012/08/15mw sola field nea philadelphia.html Ceated by: Jessica son Isabel Molina Allie Ziegle Sam Zuckeman Patnes: Vemont Depatment of Envionmental
More informationInvestigation of a Dual-Bed Autothermal Reforming of Methane for Hydrogen Production
Investigation of a Dual-Bed Autothemal Refoming of Methane fo Hydogen Poduction Amonchai Aponwichanop *, Manatsanan Wasuleewan, Yaneepon Patchaavoachot, and Suttichai Assabumungat Depatment of Chemical
More informationSANITARY ENGINEERING ASSISTANT, 7866 SANITARY ENGINEERING ASSOCIATE, 7870 SANITARY ENGINEER, 7872
8-8-86 SANITARY ENGINEERING ASSISTANT, 7866 SANITARY ENGINEERING ASSOCIATE, 7870 SANITARY ENGINEER, 7872 Summay of Duties : Pefoms pofessional sanitay and envionmental engineeing wok in connection with
More informationAdjoint Modeling to Quantify Stream Flow Changes Due to Aquifer Pumping
Adjoint Modeling to Quantify Steam Flow Changes Due to Aquife Pumping Roseanna M. Neupaue, ph. D Univesity of Coloado Novembe 2013 Completion Repot No. 225 Acknowledgements The autho thanks Stanley Leake
More informationQuantitative Models to Study the Soil Porosity
Open Jounal of Moden Hydology, 016, 6, 53-6 http://www.scip.og/jounal/ojmh ISSN Online: 163-0496 ISSN Pint: 163-0461 Quantitative Models to Study the Soil Poosity as Function of Soil Resistivity M. Juandi
More informationThe impact of velocity on thermal energy storage performance of tube type thermocline tank
Available online www.jocp.com Jounal of Chemical and Phamaceutical Reseach, 2014, 6(6):1620-1624 Reseach Aticle ISSN : 0975-7384 CODEN(USA) : JCPRC5 The impact of velocity on themal enegy stoage pefomance
More informationQuantifying the First-Flush Phenomenon: Effects of First-Flush on Water Yield and Quality
Quantifying the Fist-Flush Phenomenon: Eects of Fist-Flush on Wate Yield and Quality D. B. Matinson* and T.H. Thomas** *Depatment of Civil Engineeing, Univesity of Potsmouth, Potland Building, Potland
More informationACCEPTED VERSION. Published version available via DOI:
ACCEPTED VERSION Jinzhe Gong, Mak L Stephens, Nicole S Abon, Aaon C Zecchin, Matin F Lambet, and Angus R Simpson On-site non-invasive condition assessment fo cement mota-lined metallic pipelines by time-domain
More informationDESIGN OF OPTIMAL WATER DISTRIBUTION SYSTEMS
DESIGN OF OPIMAL WAER DISRIBUION SYSEMS IOAN SÂRBU Politehnica Univesity of imişoaa. Intoduction Distibution netwoks ae an essential pat of all wate supply systems. he eliability of supply is much geate
More informationOPTIMIZATION OF FILLER METALS CONSUMPTION IN THE PRODUCTION OF WELDED STEEL STRUCTURES
DOI: 10.1515/adms 016 0003 K. Pańcikiewicz, L. Tuz, Z. Żuek, Ł. Rakoczy AGH Univesity of Science and Technology in Kakow, Faculty Metals Engineeing and Industial Compute Science, Depatment of Physical
More informationAN IDEA BASED ON HONEY BEE SWARM FOR NUMERICAL OPTIMIZATION (TECHNICAL REPORT-TR06, OCTOBER, 2005) Dervis KARABOGA
AN IDEA BASED ON HONEY BEE SWARM FOR NUMERICAL OPTIMIZATION (TECHNICAL REPORT-TR06, OCTOBER, 2005) Devis KARABOGA kaaboga@eciyes.edu.t Eciyes Univesity, Engineeing Faculty Compute Engineeing Depatment
More informationSea-Level Rise and Coastal Wetlands Impacts
Sea-Level Rise and Coastal Wetlands Impacts James Mois Diecto, Belle W Bauch Institute fo Maine & Coastal Sciences Univesity of South Caolina 1979-2000 Sep 2007 Souce: National Snow and Ice Data Cente
More informationAn Evaluation of Negative Selection in an Artificial Immune System for Network Intrusion Detection
An Evaluation of Negative Selection in an Atificial Immune System fo Netwok Intusion Detection Abstact This pape investigates the ole of negative selection in an atificial immune system (AIS) fo netwok
More informationCOMPUTER MODELLING AND FINITE ELEMENT ANALYSIS OF TUBE FORMING OPERATIONS Dr.S.Shamasundar, Manu Mathai, Sachin B M
COMPUTER MODELLING AND FINITE ELEMENT ANALYSIS OF TUBE FORMING OPERATIONS D.S.Shamasunda, Manu Mathai, Sachin B M INTRODUCTION: Tubula sections can be conveted into a vaiety of poducts. One o moe foming
More informationRe-Designing a Customer Satisfaction and Loyalty Program via Linkage
Re-Designing a Custome Satisfaction and Loyalty Pogam via Linkage Pesented by: Lezlee Danne Roche Diagnostics IIR Linking Custome Satisfaction to Custome Pofitability Febuay 16-18, 2005 Agenda Roche Diagnostics
More informationOptimal Spatial Design of Capacity and Quantity of Rainwater Harvesting Systems for Urban Flood Mitigation
Wate 2015, 7, 5173-5202; doi:10.3390/w7095173 Aticle OPEN ACCESS wate ISSN 2073-4441 www.mdpi.com/jounal/wate Optimal Spatial Design of Capacity and Quantity of Rainwate Havesting Systems fo Uban Flood
More informationSuleiman O. Agboola, Dulu Appah and Oriji A. Boniface
Intenational Jounal of Scientific & Engineeing Reseach, Volume 7, Issue 5, May-2016 604 A Compaative analysis of pessue Gadient Models fo Vetical Multiphase Flow in Poducing Oil Wells in Nige Delta Suleiman
More informationApplication of Induction Machine in Wind Power Generation System
Intenational Jounal of Applied Infomation Systems (IJAIS) ISSN : 49-0868 nd National Confeence on Innovative Paadigms in Engineeing & Technology (NCIPET 013) www.ijais.og Application of Induction Machine
More informationABSTRACT. Professor Ashwani K. Gupta Department of Mechanical Engineering
ABSTRACT Title of Document: HIGH TEMPERATURE STEAM GASIFICATION OF SOLID WASTES: CHARACTERISTICS AND KINETICS Islam Ahmed Gomaa, Docto of Philosophy, Diected by: Pofesso Ashwani K. Gupta Depatment of Mechanical
More informationA Research on The Basic Theories of Systematic Risk Transmission in Enterprise Value Chain
Reseach on The Basic Theoies of Systematic Risk Tansmission in Entepise Value Chain Deng Mingan Jin Daoming (School of Management, Wuhan Univesity of Technology, Hubei Povince, P.R.China, 430070) (E-mail:
More informationSCHEDULING FOR YARD CRANES BASED ON TWO-STAGE HYBRID DYNAMIC PROGRAMMING
TRASPORT ISS 648-442 / eiss 648-3480 208 Volume 33(2): 408 47 doi:0.3846/648442.206.255993 SCHEDULIG FOR YARD CRAES BASED O TWO-STAGE HYBRID DYAMIC PROGRAMMIG Zhan Bian, Qi Xu 2, a Li 3, Zhihong Jin 4
More informationAnalysis of the Internal Pressure in Tube Hydroforming and Its Experimental Investigation
84 J. Mate. Sci. Technol., Vol. No., 006 Analysis of the Intenal Pessue in Tube Hydofoming and Its Expeimental Investigation Hongyang LI 1), Zhongen, WANG ), Qibin MIAO ), Shijian YUAN ) and Xiaosong WANG
More informationResource manager for an autonomous coordinated team of UAVs
Resouce manage fo an autonomous coodinated team of UAVs James F. Smith III, ThanhVu H. Nguyen Naval Reseach Laboatoy, Code 574, Washington, D.C., 20375-5000 ABSTRACT A ecently developed fuzzy logic esouce
More informationOut-of-Merit-Order Dispatch
Out-of-Meit-Ode Dispatch A Maket Cleaing Engine Co-Optimisation Study By Lu Feiyu Senio Maket Analyst Oiginal Publication Date: Januay 2005 A Maket Cleaing Engine Co-Optimisation Study About the Autho
More informationLecture 3 Activated sludge and lagoons
Lectue Activated sludge and lagoons ACTIVATED SLUDGE PROCESS Activated sludge pocess is used duing seconday teatment of wastewate. Activated sludge is a mixtue of bacteia, fungi, potozoa and otifes maintained
More informationQuick Reference: Amplifier Equations
Quick efeence: Amplifie Equations 1.0 Intoduction Befoe deeloping a deep familiaity with the aious chaacteistics of amplifies, it s common to spend a fai amount of time flipping back and foth though you
More informationProduction Policies of Perishable Product and Raw Materials
Poduction Policies of Peishable Poduct and Raw Mateials Yu-Hsuan Lin, Jei-Zheng Wu, and Jinshyang Roan Depatment of Business Administation, Soochow Univesity 56, Section, Kuei-yang Steet, aipei 0048, aiwan,
More informationGlobal Energy Trade Flows and Constraints on Conventional and Renewable Energies A Computable Modeling Approach
ISSN 1611-681X Global Enegy Tade Flows and Constaints on Conventional and Renewable Enegies A Computable Modeling Appoach Ole Gogo Dokumentation N. 12-02 Global Enegy Tade Flows and Constaints on Conventional
More informationEvaluating the Effectiveness of a Balanced Scorecard System Implemented in a Functional Organization
Evaluating the Effectiveness of a Balanced Scoecad System Implemented in a Functional Oganization Chi-Bin Cheng, Depatment of Infomation Management, Tamkang Univesity, Taiwan Bao-Guang Chang, Depatment
More informationAssessment of Existing Structures Using Cyclic Load Testing
Assessment of Existing Stuctues Using Cyclic Load Testing Case studies illustate pocedues ecommended in ACI Committee 437 epot By Taek Alkhdaji Nestoe Galati and antonio nanni When a building is enovated
More informationReliability and Availability Analysis Methodology for Power System Protection Schemes
Reliability and Availability Analysis Methodology fo Powe System Potection Schemes Andé dos Santos Instituto Supeio Técnico, Univesidade de Lisboa Lisboa, Potugal Rede Eléctica Nacional S.A. Sacavém, Potugal
More informationSelf-assessment for the SEPA-compliance of infrastructures
Self-assessment fo the SEPA-compliance of infastuctues Based on Tems of Refeence established by the Euopean Cental Bank as published in the 5 th Pogess Repot of SEPA (July 2007) and available on the website
More informationCONICAL PIPE ENVELOPE FORMATION PROCESS
Pofesso Fydeyk Knap D Robet Kuzel, Eng. Czestochowa Technical Univesity Poland CONICAL PIPE ENVELOPE FORMATION PROCESS Abstact Conical pipes belong to a goup of economical pofiles which find boad application
More informationDESIGN AND STRESS ANALYSIS OF HIGH PRESSURE ACCUMULATOR
DESIGN AND STRESS ANALYSIS OF HIGH PRESSURE ACCUMULATOR MR. CHETAN KUMAR D S, MR. SHARATH KUMAR H A 1 Assistant Pofesso, Depatment of Mechanical Engineeing, New Hoizon College of Engineeing, Bangaloe 560103.Kanataka,
More informationAn Approach to Classify the Risk of Operating Nuclear Power Plants Case Study: Neckarwestheim Unit 1 and Unit 2
An Appoach to Classify the Risk of Opeating Nuclea Powe Plants Case Study: Neckawestheim Unit 1 and Unit 2 A. Stohm a*, L. Ehlkes a, W. Schwaz a, M. Khatib-Rahba b, M. Zavisca b, and D. Rittig c a EnBW
More informationDISPLACEMENT-BASED DESIGN OF CONCRETE TILT-UP FRAMES ACCOUNTING FOR FLEXIBLE DIAPHRAGMS
13 th Wold Confeence on Eathquake Engineeing Vancouve, B.C., Canada August 1-6, 24 Pape No. 154 DISPLACEMENT-BASED DESIGN OF CONCRETE TILT-UP FRAMES ACCOUNTING FOR FLEXIBLE DIAPHRAGMS Pey ADEBAR 1, Zhao
More informationImproving Software Effort Estimation Using Neuro-Fuzzy Model with SEER-SEM
a g e 52 Vol. 0 Issue 2 (Ve..0) Octobe 200 Global Jounal of Compute Science and Technology Impoving Softwae Effot Estimation Using Neuo-Fuzzy Model with SEER-SEM Abstact - Accuate softwae development effot
More informationPower Flow Analysis Incorporating Renewable Energy Sources and FACTS Devices
Powe Flow Analysis Incopoating Renewable Enegy Souces and FACTS Devices Velamui Suesh*, Seejith S** School of Electical Engineeing, VIT Univesity, Velloe (velamui.suesh@gmail.com, seejith.s@vit.ac.in)
More informationDEFECT ASSESSMENT ON PIPE USED FOR TRANSPORT OF MIXTURE OF HYDROGEN AND NATURAL GAS
1 DEFECT ASSESSMENT ON PIPE USED FOR TRANSPORT OF MIXTURE OF HYDROGEN AND NATURAL GAS ABSTRACT Capelle, J. 1, Gilget, J. 1 and Pluvinage, G. 1 1 Laboatoie de mécanique Biomécanique Polymèe Stuctue (LaBPS),
More informationNolan et al, United States Geological Survey National Ambient Water Quality Assessment Program Risk of Groundwater Contamination.
olan et al, 1998 United tates Geological uvey ational Ambient ate Quality Assessment Pogam Risk of Goundwate Contamination HA Figue 1 12.0 10.0 8.0 6.0 4.0 HATIG 1 HATIG 3 HATIG 4 HATIG 5 HATIG 6 HATIG
More informationProposed heat treatment conditions to improve toughness of steel grinding balls
Poposed heat teatment conditions to impove toughness of steel ginding balls C. Camui, C. Caasco, O. Zapata-Henández, L. Reyes, R. Colás, N. Gaza Montes de Oca Following standad heat teatment, steel ginding
More informationManaging Accounting Information Quality: An Australian Study
Association fo Infomation Systems AIS Electonic Libay (AISeL) ICIS 2000 Poceedings Intenational Confeence on Infomation Systems (ICIS) Decembe 2000 Managing Accounting Infomation Quality: An Austalian
More informationMIAMI-DADE COUNTY PRODUCT CONTROL SECTION DEPARTMENT OF REGULATORY AND ECONOMIC RESOURCES (RER)
MIAMI-DADE COUNTY PRODUCT CONTROL SECTION DEPARTMENT OF REGULATORY AND ECONOMIC RESOURCES (RER) 11805 SW 26 Steet, Room 208 BOARD AND CODE ADMINISTRATION DIVISION Miami, Floida 33175-2474 T (786) 315-2590
More informationsouth of and including the Oakland Airport, has been disturbed or destroyed since 1983 (Kelly, 1986, pers.
Chapte 3 THE ALAMEDA COUNTY FLOOD CONTROL DSTRCT SEASONAL WETLANDS N UNON CTY: A QUESTON OF ACTON Alex Battaglia " ntoduction The south San Fancisco Bay and its magins ae chaacteized by shallow wate, educed
More informationof the North American Automotive Industry VOLUME 3: MATERIALS June, 1998 Published by
Delphi IX Foecast and Analysis of the Noth Ameican Automotive Industy VOLUME 3: MATERIALS June, 1998 Published by Office fo the Study of Automotive Tanspotation Univesity of Michigan Tanspotation Reseach
More informationSocial Rewarding in Wiki Systems Motivating the Community
Social Rewading in Wiki Systems Motivating the Community Benhad Hoisl 1, Wolfgang Aigne 2, Silvia Miksch 2 1 Institute of Softwae Technology and Inteactive Systems, Vienna Univesity of Technology, Favoitenst.
More informationFisheries Management with Uncertainty. Importance of Marine Fisheries. Signs of Overharvest
Fisheies Management with Uncetainty Context The Ovehavest Poblem Potential fo Recovey Management fo MSY Poposed Solutions Maine Reseves can incease yield Impotance of Maine Fisheies Immense social and
More informationA biomechanical model for the study of plant morphogenesis: Coleocheate orbicularis, a 2D study species.
5 th Plant Biomechanics Confeence Stockholm, August 28 Septembe 1 2006 A biomechanical model fo the study of plant mophogenesis: Coleocheate obiculais, a 2D study species. Lionel Dupuy1, Jonathan P. Mackenzie1
More informationSuper Precision Bearings for Machine Tools
Supe Pecision Beaings fo Machine Tools Outstanding speed, igidity, and pecision delive impoved machine tool pefomance while educing enegy loss and placing less buden on the global envionment. NSK s key
More informationDemulsification of Water-in-Oil Emulsions by Microwave Heating Technology
Wold Academy of Science, Engineeing and Technology Intenational Jounal of Chemical and Molecula Engineeing Demulsification of Wate-in-Oil Emulsions by Micowave Heating Technology Abduahman H. Nou, Rosli
More informationLearning and Technology Spillover: Productivity Convergence in Norwegian Salmon Aquaculture
Leaning and Technology Spillove: Poductivity Convegence in Nowegian Salmon Aquacultue Ragna Tveteås Stavange College & Foundation fo Reseach in Economics and Business Administation P.O. Box 2557 Ullandhaug,
More informationCoal ash ponds: Could they contribute to Alzheimer s disease risk in residential populations?
Coal ash ponds: Could they contibute to Alzheime s disease isk in esidential populations? Julia Kavchenko, MD, PHD Assistant Pofesso, Depatment of Sugey, Duke Univesity School of Medicine Octobe 27-28,
More informationTRAINING NEEDS ANALYSIS and NATIONAL TRAINING STRATEGIES
TRAINING NEEDS ANALYSIS and NATIONAL TRAINING STRATEGIES How to ensue the ight taining at the ight time to the ight people? Deliveing Good Govenance Tools fo Local and Cental Authoities Pinciples of Taining
More informationMODELING AND SIMULATION OF A FUEL CELL REFORMER FOR CONTROL APPLICATIONS
MODELIG AD SIMULAIO OF A FUEL CELL REFORMER FOR COROL APPLICAIOS By MOHUA AH A HESIS PRESEED O HE GRADUAE SCHOOL OF HE UIVERSI OF FLORIDA I PARIAL FULFILLME OF HE REQUIREMES FOR HE DEGREE OF MASER OF SCIECE
More informationPROGRAMA BIOEN Projeto 2008/ Simulating Land Use and Agriculture Expansion in Brazil: Food, Energy, Agro industrial and Environmental Impacts
PROGRAMA BIOEN Pojeto 2008/56156 0 Simulating Land Use and Agicultue Expansion in Bazil: Food, Enegy, Ago industial and Envionmental Impacts Relatóio Científico Final (9 de Feveeio de 2011) Pesquisado
More informationCustomer Portfolio Analysis Using the SOM
Association fo Infomation Systems AIS Electonic Libay (AISeL) ACIS 2008 Poceedings Austalasian (ACIS) 2008 Custome Potfolio Analysis Using the SOM Annika H. Holmbom Tuku Cente fo Compute Science (TUCS)
More informationOne-to-one Marketing on the Internet
Association fo Infomation Systems AIS Electonic Libay (AISeL) ICIS 1999 Poceedings Intenational Confeence on Infomation Systems (ICIS) Decembe 1999 One-to-one Maketing on the Intenet Rajiv Dewan Univesity
More informationGround-Water Contamination
United States Envionmental Potection Office of Wate (WHS50G) PA d40/6-90-005 May 1990 GEPA A Review Of Souces Of Gound-Wate Contamination Fom ight Industy Technical Assistance Document A REVIEW OF SOURCES
More informationAssessing Emission Allocation in Europe: An Interactive Simulation Approach
Discussion Pape No. 04-40 Assessing Emission Allocation in Euope: An Inteactive Simulation Appoach Chistoph Böhinge, Tim Hoffmann, Andeas Lange, Andeas Löschel and Ulf Moslene Discussion Pape No. 04-40
More informationFinite-Element Modeling of Manual Metal Arc Welding (MMAW) Process
Finite-Element Modeling of Manual Metal Ac Welding (MMAW) Pocess Ali. Moaefadeh Abstact Manual Metal Ac Welding is a pocess whee an ac is stuck between a flux-coated consumables electode and the wok piece.
More informationDevelopment projects, migration and malaria in the GMS
Development pojects, migation and malaia in the GMS Biegional Meeting on Healthy Bodes in the GMS 5-7 August 2013, Bangkok, Thailand D. Deye Gopinath MD MPH Wold Health Oganization Lao PDR gopinathd@wpo.who.int
More informationTime of Day Tariff Structure
Time of Day Taiff Stuctue Omka S. Pawaska and Pof. Ms. Swati. S. Moe "./ ".- - Demand - Abstact-The demand fo electicity in ndia is inceasing evey day. As pe consume demand, utility is equied to geneate,
More informationFACTORS INFLUENCING ENERGY CONSUMPTION IN FRUIT AND VEGETABLE PROCESSING PLANTS. Janusz Wojdalski, Bogdan DróŜdŜ, Michał Lubach
TEKA Kom. Mot. Eneg. Roln. OL PAN, 2007, 7, 277 285 FACTORS INFLUENCING ENERGY CONSUMPTION IN FRUIT AND VEGETABLE PROCESSING PLANTS Janusz Wojdalski, Bogdan DóŜdŜ, Michał Lubach Poduction Engineeing Depatment,
More informationABSTRACT INTRODUCTION
www.bunsmcd.com Title: Case Study: Minnkota Powe s Milton R. Young Station Electical System Assessment Authos: M. Cales Mille, Buns & McDonnell M. Dan Matian, Minnkota Powe Coopeative M. Richad Mahaley,
More informationA Three-dimensional Coupled Thermo-hydro Model for Enhanced Geothermal Systems
A Thee-dimensional Coupled Themo-hydo Model o Enhanced Geothemal Systems S. N. Pandey* * Depatment o Applied Mechanics, Indian Institute o Technology Madas, Chennai 600036, Tamil Nadu, India S. N. Pandey,
More informationAssessment of groundwater vulnerability to pollution by pesticides in catchment scale
Assessment of groundwater vulnerability to pollution by pesticides in catchment scale Ireneusz KAJESKI Institute of Environmental Engineering, Agricultural University, roclaw ABSTACT In the paper DASTIC
More informationTwo different strategies for baker s yeast fermentation process simulation
Two diffeent stategies fo bake s yeast fementation pocess simulation CLINA P. LÃ 1, FILMNA. AR 2 1 Dept. of Poduction ngineeing, 2 Dept. of Industial lectonics Univesity of Minho Campus de Azuém, 48-58
More informationGenomeLab GeXP. Troubleshooting Guide. A53995AC December 2009
A53995AC Decembe 2009 GenomeLab GeXP Toubleshooting Guide Beckman Coulte, Inc. 250 S. Kaeme Blvd., Bea, CA 92821 Copyight 2009 Beckman Coulte, Inc. Copyight, Licenses and Tademaks Copyight Beckman Coulte,
More informationCombining ability analysis for yield and quality traits in indigenous aromatic rice
Oyza Vol. 49. No. 4, 2012 (251-257) Combining ability analysis fo yield and quality taits in indigenous aomatic ice A K Sivastava*, H K Jaiswal and R K Agawal Institute of Agicultual Sciences, Banaas Hindu
More informationOccurrence and spatial pattern of water repellency in a beech forest subsoil
J. Hydol. Hydomech., 64, 16,, 11 DOI: 1.1515/johh-16-5 Occuence and spatial patten of wate epellency in a beech foest subsoil Jög Bachmann 1*, Jiem Kuege 1, Mac-O. Goebel 1, Stefanie Heinze 1 Leibniz Univesität
More informationPcBn for cast iron Machining
spk competencies FOR CAST IRON MACHINING WITH PCBN tools technology application PcBn fo cast ion Machining CUTTING MATERIALS, TOOL SYSTEMS AND TECHNOLOGIES FOR TURNING 2 Machining cast ion mateials The
More informationMIAMI-DADE COUNTY PRODUCT CONTROL SECTION DEPARTMENT OF REGULATORY AND ECONOMIC RESOURCES (RER)
MIAMI-DADE COUNTY PRODUCT CONTROL SECTION DEPARTMENT OF REGULATORY AND ECONOMIC RESOURCES (RER) 11805 SW 26 Steet, Room 208 BOARD AND CODE ADMINISTRATION DIVISION Miami, Floida 33175-2474 T (786) 315-2590
More informationReport of significant findings--las Vegas Bay/ Boulder Basin investigations
Publications (WR) Wate Resouces 4-8-1996 Repot of significant findings--las Vegas Bay/ Boulde Basin investigations James F. LaBounty Michael Hon Bueau of Reclamation Follow this and additional woks at:
More informationOPTIMIZATION OF PRODUCTIVITY IN AGRO INDUSTRIES USING RELIABILITY CENTERED MAINTENANCE
Intenational Jounal of Technology and Engineeing System (IJTES) Vol 6. No.2 Jan-Mach 2014 Pp. 203-208 gopalax Jounals, Singapoe available at : www.ijcns.com ISSN: 0976-1345 OPTIMIZATION OF PRODUCTIVITY
More informationSimple Bounds in the Dual
Simple Bounds in the Dual Many poblems have simple bounds on pimal viables How do these show up in the dual? Also, what if we have simple bounds on the dual viables? Conside the following elastic LP: max
More informationOriginal Research Bioavailability of Lead, Cadmium, and Nickel in Tatra Mountain National Park Soil
Pol. J. Envion. Stud. Vol. 21, No. 2 (2012), 407-413 Oiginal Reseach Bioavailability of Lead, Cadmium, and Nickel in Tata Mountain National Pak Soil Jezy Kwapuliński, Andzej Paukszto, Łukasz Papotny*,
More informationA Model for Dissolution of Lime in Steelmaking Slags
A Model fo Dissolution of Lime in Steelmaking Slags RAHUL SARKAR, USHASI ROY, and DINABANDHU GHOSH In a pevious study by Saka et al. (Metall. Mate. Tans. B 46B:96 05), a dynamic model of te LD steelmaking
More informationNumerical Simulation of Transient 3-D Surface Deformation of a Completely Penetrated GTA Weld
WELDING RESEARCH Numeical Simulation of Tansient 3-D Suface Defomation of a Completely Penetated GTA Weld An analytical model that loes the dynamic behavio of a weld pool will help in the development of
More informationDEW POINT OF THE FLUE GAS OF BOILERS CO-FIRING
Chemical and Pocess Engineeing 2013, 34 (1), 101-108 DOI: 10.2478/cpe-2013-0009 DEW POINT OF THE FLUE GAS OF BOILERS CO-FIRING BIOMASS WITH COAL Szymon Ciukaj *, Maek Ponobis Silesian Univesity of Technology
More informationTheoretical model and experimental investigation of current density boundary condition for welding arc study
Theoetical model and expeimental investigation of cuent density bounday condition fo welding ac study A. Boutaghane, K. Bouhadef, F. Valensi, S. Pellein, Y. Benkedda To cite this vesion: A. Boutaghane,
More informationThe effect of hitch-hiking on genes linked to a balanced polymorphism in a subdivided population
Genet. Res., Camb. (2), 76, pp. 63 73. With 6 figues. Pinted in the United Kingdom 2 Cambidge Univesity Pess 63 The effect of hitch-hiking on genes linked to a balanced polymophism in a subdivided population
More informationRC BEAMS STRENGTHENED WITH NSM CFRP RECTANGULAR RODS Roberto Capozucca 1 and Sonia Bossoletti 2
RC BEAMS STRENGTHENED WITH NSM CFRP RECTANGULAR RODS Robeto Capozucca 1 and Sonia Bossoletti 1 Conimed Associate Poesso Univesity Politecnica delle Mache, Stuctual Section DICEA, Ancona, Italy,.capozucca@univpm.it
More informationCommon up Regulated and down regulated Genes for Multiple Cancers using Microarray Gene Expression Analysis
Intenational Jounal Scientific and Reseach Publications, Volume 5, Issue, Januay 205 ISSN 2250-353 Common up Regulated and down egulated Genes fo Multiple Cances using Micoaay Gene Expession Analysis Apoova.D
More informationBackground Note Q-Tool Extensions
Backgound Note Q-Tool Extensions ZEW Mannheim Competitiveness Implications of Euopean Leadeship in Climate Policy 1 Intoduction The tem competitiveness has tuned into a catchwod in vtually evey political
More informationQuantitative [3-glucuronidase assay in transgenic plants
BIOLOGIA PLANTARUM 35 (1): 151-155, 1993 Quantitative [3-glucuonidase assay in tansgenic plants S. VITHA, K. BENE~, M. MICHALOV~, M. OND17~EJ Institute of Plant Molecula Biology, Academy of Science of
More informationOptimum Design of Pipe Bending Based on High- Frequency Induction Heating Using Dynamic Reverse Moment
Optiu Design of Pipe Bending Based on High- Fequency Induction Heating Using Dynaic Revese Moent Pipe bending by high-fequency local induction heating is an advanced technique used to bend pipes having
More informationSURFACE TENSION OF LIQUID MARBLES, AN EXPERIMENTAL APPROACH
SURFACE TENSION OF LIQUID MARBLES, AN EXPERIMENTAL APPROACH Tina Abatan, Wei Shen 1 1 Austalian Pulp and Pape Institute, Depatment of Chemical Engineeing, Monash Univesity, Clayton, 3800, Austalia, Wei.shen@monash.edu
More informationA two-level discount model for coordinating a decentralized supply chain considering stochastic price-sensitive demand
J Ind Eng Int (205) :53 542 DOI 0.007/s40092-05-09-5 OIGINAL ESEACH A two-level discount model fo coodinating a decentalized supply chain consideing stochastic pice-sensitive demand Jafa Heydai Yousef
More informationConflicts between biodiversity and carbon sequestration programs: economic and legal implications
Ecological Economics 46 (23) 143/157 ANALYSIS Conflicts between biodivesity and cabon sequestation pogams: economic and legal implications Alejando Capaós a, *, Fédéic Jacquemont b a Institute of Economics
More informationLoad carrying capacity of innovative Cold Formed Steel column.
IOSR Jounal of Mechanical and Civil Engineeing (IOSR-JMCE) ISSN: 78-1684 : 7-36 www.iosjounals.og Load caing capacit of innovative Cold Fomed Steel column. Savade S.M. 1, Savade M.M. 1 (Depatment of Stuctual
More informationLaPlatte River Watershed Stormwater Infrastructure Study Chittenden County, VT
LaPlatte Rive Wateshed Stomwate Infastuctue Study Chittenden County, VT June 25, 2010 Pepaed fo: LaPlatte Wateshed Patneship Hinesbug, VT Pepaed by: Milone & MacBoom, Inc. South Bulington, VT Table of
More informationJournal of Retail Analytics
Jounal of Retail Analytics platt etail institute Binging Reseach to Retail SM Sponsoed by: The Jounal of Retail Analytics is published quately by Platt Retail Institute, LLC. Aticles on elevant topics
More information