Physical Hydrology for Ecosystems BEE 3710

Size: px
Start display at page:

Download "Physical Hydrology for Ecosystems BEE 3710"

Transcription

1 Physical Hydrology for Ecosysems BEE 370 Thornhwaie-Maher for Monhly Waershed Yield The following schemaic explains how he differen concepual porions of a waershed are combined in he Thornhwaie-Maher model. C P ET Drainage and runoff Waershed orage: Includes lakes, groundwaer, and oher Excess naural deenion sorage feaures oil Reservoir: Inerface beween he waershed and he amosphere f River, Pond Reservoir, ec Figure. The soil reservoir and how i connecs o sream discharge a he waershed oule, Q o. Deermining he soil waer budge is he mos difficul par of he Thornhwaie-Maher mehod. Noaion: C = Available Waer Capaciy [deph] (soil deph) fc wp = Available oil Waer; (soil deph) wp [deph] P = Ne Precipiaion; P - PET [deph] P = Precipiaion [deph] PET = Poenial Evaporanspiraion [deph] Calculaions o deermine are performed for each monh using monhly precipiaion (P) and poenial evaporanspiraion (PET). Excess waer, i.e., ne precipiaion (P) in excess of he soil s waer holding capaciy (C) leaves he soil and is sored in he waershed and evenually released o he river. Table summarizes he calculaions. Q o

2 Table. ummary of Thornhwaie-Maher soil-waer budge calculaions iuaion in he Excess Waershed oil is drying P 0 P exp = 0 C oil is weing P 0 bu P C oil is weing above capaciy P 0 bu P C P = 0 C P C Waershed orage and River Discharge: All Excess waer, i.e., waer above he C, goes ino waershed sorage (), which in-urn, feeds river discharge (Q o ) from he waershed. Excess Hydrologiss commonly assume ha discharge is a consan fracion of waershed sorage, especially for groundwaer discharge ino rivers his assumpion is called he linear reservoir assumpion. Qo f Where f is he reservoir coefficien and f < (general case f 0.5). If sream flow daa are available, f can be empirically deermined from hydrograph recession analyses. 2

3 Noes on adoping Thornhwaie-Maher for modeling daily hydrological modeling The Thornhwaie-Maher relaionships shown in Table can be readily adaped o modeling daily hydrology simply by dividing he excess waer ino a porion ha recharges he groundwaer, a.k.a. drainage waer, and a porion ha is roued as overland flow (ee Fig. 2). oil waer above field capaciy D rz ( s - wp )-C C oil Reservoir: Inerface beween he waershed and he amosphere P ET Groundwaer orage: Baseflow source a. Excess Overland Flow Figure 2. chemaic of a daily soil-waer and waershed budge. D rz is roo zone deph. Drainage The drainage porion of he excess waer is all he waer above field capaciy bu below sauraion and he overland flow is all waer ha exceeds soil sauraion (i.e., sauraion excess overland flow). Adaping he Thornhwaie-Maher soil-waer budge o a daily ime sep require keeping rack of one exra waer reservoir, i.e., he soil waer above field capaciy and below sauraion, which we usually assume drains our of he roo zone in a day. The simples assumpion is ha i drains o he groundwaer he same day. Noice if Fig. 2 ha he baseflow from he groundwaer reservoir is modeled he same way (i.e., as a linear reservoir) ha we modeled flow from he more generic sorage in he monhly waer balance. The daily Thornhwaie-Maher soil waer budge is he basis of many widely used waershed models including MR (e.g., Frankenberger e al Hydrol. Proc. 3(6):804) and some recen versions of he widely used Curve-Number runoff model (e.g., Lyon e al Hydrol Proc. 8(5): ). ome Thornhwaie-Maher References: Bugmann H, Cramer W Improving he behavior of fores gap models along drough gradiens. For. Ecol. Mg. 03(2-3): Feddema JJ Esimaed impacs of soil degradaion on he African waer balance and climae. Climae Res 0(2): Leahers DJ, Grundsein AJ, Ellis Growing season moisure deficis across he norheasern Unied aes. Climae Res. 4(): Liebe, J.R., N. van de Giesen, M. Andreini, M.T. Waler, T.. eenhuis Deermining waershed response in daa poor environmens wih remoely sensed small reservoirs as runoff gauges. Waer Resour. Res. 45: 2008WR ridhar, V.. and K.G. Hubbard Esimaion of he waer balance using observed soil waer in he Nebraska andhills. ACE J. Hydrologic Engineering 5(): eenhuis, T.. and W.H. Van der Molen The Thornhwaie-Maher procedure as a simple engineering mehod o predic recharge. J. Hydrol. 84: Thornhwaie, C.W. and J.R. Maher, 955. The waer balance. Laboraory of Climaology, No. 8, Ceneron NJ. Varni MR, Usunoff EJ imulaion of regional-scale groundwaer flow in he Azul River basin, Buenos Aires Province, Argenina. Hydrogeo. J. 7(2): f Q o River, Pond Reservoir, ec 3

4 Derivaion of he Thornhwaie-Maher waer budge Thornhwaie, C.W. and J.R. Maher, 955. The waer balance. Laboraory of Climaology, No. 8, Ceneron NJ. Definiion of Variables = available waer or soil waer: D rz wp C = available waer capaciy: C D rz = Deph or he roo zone (or deph o resricive layer) PET = P = ne poenial evaporanspiraion, i.e., Precipiaion - PET ET = ne acual evaporanspiraion D rz fc By definiion, if here is no precipiaion, he decrease in available soil waer is equal o he ET: d d wp ET () If we assume a linear relaionship beween ET and and assume ha he maximum ET = PET and he maximum = C(see fig.), hen we can esimae ET as: PET ET ET PET (2) C 0 0 C Figure. Hypoheical relaionship beween ET and. In he even of rain, we will assume ha he PET demand will firs be uilized o evaporae he rainwaer before drawing waer from he soil, hus he PET is he ne PET or PET precipiaion (noe ha his is a negaive number during soil drying). This assumpion is jusified because presumably rainwaer a he soil surface is mos readily in conac wih he amosphere and subjeced o less maric sucion han he soil waer. ubsiuing Eq. (2) ino Eq. () and separaing variables gives: d PETd (3) C 4

5 Inegraing boh sides of Eq. (3): d C PETd (4) oluion: PETd ln (5) C olve Eq. (5) for : PETd exp (6) C Using a discree, daily ime sep, Eq. (6) is rewrien as: PET exp (7) C Alhough he Thornhwaie-Maher mehod is derived here as a soil-drying process in he absence of rain, rainfall can be included by replacing PET wih a ne value, P = Precip PET; his simply assumes all rain evaporaes if PET is large enough. The weing siuaion, i.e., P > 0, is rivial o solve (see Table ). In some publicaions Eq. (7) is wrien as: where he accumulaed poenial waer loss, APWL = APWL C exp (8) C 0 PETd 0 PET during drying periods and is calculaed by rearranging Eq. (8) o solve for APWL during weing periods. This expression has recenly been abandoned in favor of he simpler Eq. 7. 5

Time-series methods: Marketing Engineering Technical Note 1

Time-series methods: Marketing Engineering Technical Note 1 Time-series mehods: Markeing Engineering Technical Noe 1 Table of Conen Inroducion Time Series Techniques Smoohing echniques Moving average Double moving average Exponenial smoohing Double exponenial smoohing

More information

Set Up and Calibration of a Spatial Tool for Simulating River Discharge of Western Java in Recent Decades: Preliminary Results and Assessments

Set Up and Calibration of a Spatial Tool for Simulating River Discharge of Western Java in Recent Decades: Preliminary Results and Assessments 5 ITB J. Eng. Sci. Vol. 41, No. 1, 29, 5-64 Se Up and Calibraion of a Spaial Tool for Simulaing River Discharge of Wesern Java in Recen Decades: Preliminary Resuls and Assessmens Poerbandono 1 *, Philip

More information

A/R Methodological Tool I. SCOPE, APPLICABILITY AND ASSUMPTIONS. 2. The tool is applicable to all occurrence of fire within the project boundary.

A/R Methodological Tool I. SCOPE, APPLICABILITY AND ASSUMPTIONS. 2. The tool is applicable to all occurrence of fire within the project boundary. CDM Execuive Board EB 65 Repor Page 1 /R Mehodological Tool Esimaion of non-co 2 emissions resuling from burning of biomass aribuable o an /R CDM projec aciviy (Version 04.0.0) Scope I. SCOPE PPLICBILITY

More information

Chapter 2 Phase Relations

Chapter 2 Phase Relations Chaper 2 Phase Relaions 1 2.1 INTRODUCTION Soils generally conain soil grains, aer and air, hich are knon as he hree phases. The relaive proporions of hese hree phases play an imporan role in he engineering

More information

Platzhalter für Bild

Platzhalter für Bild A comparison of exended elecriciy price models considering he impac of wind energy feed-in Essen, 6-8 Ocober 21 Dogan Keles Plazhaler für Bild KIT die Kooperaion von Forschungszenrum Karlsruhe GmbH und

More information

Demand Planning: Forecasting and Demand Management

Demand Planning: Forecasting and Demand Management CHAPTER TWELVE Demand Planning: orecasing and Demand Managemen McGraw-Hill/Irwin Copyrigh 2011 by he McGraw-Hill Companies, Inc. All righs reserved. Where We Are Now Relaionships Susainabiliy Globalizaion

More information

Extreme Drought-induced Trend Changes in MODIS EVI Time Series in Yunnan, China

Extreme Drought-induced Trend Changes in MODIS EVI Time Series in Yunnan, China IOP Conference Series: Earh and Environmenal Science OPEN ACCESS Exreme Drough-induced Trend Changes in MODIS EVI Time Series in Yunnan, China To cie his aricle: Kaicheng Huang e al 2014 IOP Conf. Ser.:

More information

The Good, Bad, and Ugly of Watershed Management

The Good, Bad, and Ugly of Watershed Management The Good, Bad, and Ugly of Waershed Managemen by Kimerbly M. Burne, James A. Roumasse and Chrisopher A. Wada Working Paper No. 2014-7 May 2014 UNIVERSITY OF HAWAI I AT MANOA 2424 MAILE WAY, ROOM 540 HONOLULU,

More information

APPLICATION OF GENETIC ALGORITHMS FOR OPTIMAL RESERVOIR OPERATION

APPLICATION OF GENETIC ALGORITHMS FOR OPTIMAL RESERVOIR OPERATION APPLICATION OF GENETIC ALGORITHMS FOR OPTIMAL RESERVOIR OPERATION D. Nagesh Kumar, Civil Engg. Dep., Indian Insiue of Technology, Kharagpur, India Ashok Kumar, Civil Engg. Dep., Indian Insiue of Technology,

More information

e20605a The Use of Levelised Cost in Comparing Supply and Demand Side Options

e20605a The Use of Levelised Cost in Comparing Supply and Demand Side Options e20605a The Use of Levelised Cos in Comparing Supply and Demand Side Opions Fane S., J. Robinson, S. Whie Insiue for Susainable Fuures, Universiy of Technology, Sydney, PO box 123, Broadway, NSW 2007 Ausralia

More information

Effect of Climate Conditions and Some Operating Parameters on Water Evaporation of Cooling Tower in Refrigeration and Air Conditioning Systems

Effect of Climate Conditions and Some Operating Parameters on Water Evaporation of Cooling Tower in Refrigeration and Air Conditioning Systems Inernaional Journal of Research Sudies in Science, Engineering and Technology Volume 3, Issue 1, January 2016, PP 22-28 ISSN 2349-4751 (Prin) & ISSN 2349-476X (Online) Effec of Climae Condiions and Some

More information

Simulation-optimization model of reservoir operation based on target storage curves

Simulation-optimization model of reservoir operation based on target storage curves Waer Science and Engineering 204 7(4): 433-445 doi:0.3882/j.issn.674-2370.204.04.008 hp://www.waerjournal.cn e-mail: wse2008@vip.63.com Simulaion-opimizaion model of reservoir operaion based on arge sorage

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This aricle appeared in a journal published by Elsevier. The aached copy is furnished o he auhor for inernal non-commercial research and educaion use, including for insrucion a he auhors insiuion and sharing

More information

DESIGNING DOMESTIC RAINWATER HARVESTING SYSTEMS UNDER DIFFERENT CLIMATE REGIMES IN ITALY

DESIGNING DOMESTIC RAINWATER HARVESTING SYSTEMS UNDER DIFFERENT CLIMATE REGIMES IN ITALY DESIGNING DOMESTIC RAINWATER HARVESTING SYSTEMS UNDER DIFFERENT CLIMATE REGIMES IN ITALY A.Campisano, I. Gnecco, C. Modica, A. Palla Universiy of Caania, Ialy Universiy of Genoa, Ialy INTRODUCTION (I)

More information

EVALUATION OF THERMAL DIFFUSIVITY OF SOIL NEAR THE SURFACE: METHODS AND RESULTS

EVALUATION OF THERMAL DIFFUSIVITY OF SOIL NEAR THE SURFACE: METHODS AND RESULTS 7 Bulgarian Journal of Agriculural Science, (No ), 7-7 Agriculural Academy EVALUATION OF THERMAL DIFFUSIVITY OF SOIL NEAR THE SURFACE: METHODS AND RESULTS B. Evsaiev Universiy of Ruse, BG 77 Ruse, Bulgaria

More information

การประช มว ชาการว ศวกรรมเคม และเคม ประย กต แห งประเทศไทย คร งท 17 ประจ าป

การประช มว ชาการว ศวกรรมเคม และเคม ประย กต แห งประเทศไทย คร งท 17 ประจ าป KCF18_1 Kineics Rae of Polypropylene Caalyic Cracking Paarawan Klomkom, Chainurak Pum-in, Sunan Limrakul, and Terdhai Vaanaham* Deparmen of Chemical Engineering, Faculy of Engineering, Kasesar Universiy,

More information

Ammonia Volatilization Losses Following Irrigation of Liquid Swine Manure in Commercial Pine Plantations

Ammonia Volatilization Losses Following Irrigation of Liquid Swine Manure in Commercial Pine Plantations Mones, F. and J.P. Chasain. 2003. Ammonia Volailizaion Losses Following Irrigaion of Liquid Swine Manure in Commercial Pine Planaions. In: R.T. Burnes (ed), Animal, Agriculural and Food Processing Wases

More information

Evaluating the performance of convex and corrected Att-Kin methods in operation of finding routing of flood (case study: Dalki river)

Evaluating the performance of convex and corrected Att-Kin methods in operation of finding routing of flood (case study: Dalki river) J. Bio. & Env. Sci. 04 Journal of Biodiversiy and Environmenal Sciences (JBES) SSN: 0-6663 (rin) -3045 (Online) Vol. 4, No., p. 95-30, 04 hp://www.innspub.ne RESEARCH AER OEN ACCESS Evaluaing he performance

More information

Scheduling Example Farm Planning. Farm Planning Example (cont d.)

Scheduling Example Farm Planning. Farm Planning Example (cont d.) Scheduling Example Farm Planning GAMS model similar o he PC/LP model used for he Top Crop Farmer Workshop Goal schedule machinery and land resources Q: Why is scheduling imporan? A: Efficiency in resource

More information

A Dynamic Pricing Method in E-Commerce Based on PSO-trained Neural Network

A Dynamic Pricing Method in E-Commerce Based on PSO-trained Neural Network A Dynamic Pricing Mehod in E-Commerce Based on PSO-rained Neural Nework Liang Peng and Haiyun Liu School of economics, Huazhong Universiy of Science and Technology, Wuhan 430074 Absrac. Recenly, dynamic

More information

Exponential Growth and Decay

Exponential Growth and Decay Connecing Algebra o Advanced Placemen* Mahemaics A Resource and Sraegy Guide Exponenial Growh and Decay Objecive: To give sudens pracice in solving he ype of exponenial growh and decay problems similar

More information

Development of Non-Destructive Coke Thickness Measurement Technology for Fired Heater Tubes Using Infrared Thermography

Development of Non-Destructive Coke Thickness Measurement Technology for Fired Heater Tubes Using Infrared Thermography 13h Inernaional Symposium on Nondesrucive Characerizaion of Maerials (NDCM-XIII), -24 May 13, Le Mans, France www.nd.ne/?id=123 More Info a Open Access Daabase www.nd.ne/?id=123 Developmen of Non-Desrucive

More information

I. SCOPE, APPLICABILITY AND PARAMETERS

I. SCOPE, APPLICABILITY AND PARAMETERS Approved VCS Module VMD0012 Version 1.0 REDD Mehodological Module: Esimaion of emissions from displacemen of fuelwood exracion (LK-DFW) Secoral Scope 14 I. SCOPE, APPLICABILITY AND PARAMETERS Scope This

More information

Estimation of emissions from displacement of fuelwood extraction (LK DFW)

Estimation of emissions from displacement of fuelwood extraction (LK DFW) Esimaion of emissions from displacemen of fuelwood exracion (LK DFW) I. SCOPE, APPLICABILITY AND PARAMETERS Scope This module allows for esimaing GHG emissions caused by aciviy shifing leakage for projecs

More information

An Econometric Analysis of the Impact of Forest Restoration on Agriculture in the Verde River Watershed, Arizona

An Econometric Analysis of the Impact of Forest Restoration on Agriculture in the Verde River Watershed, Arizona An Economeric Analysis of he Impac of Fores Resoraion on Agriculure in he Verde River Waershed, Arizona Working Paper Series 14-04 May 2014 Xiaobing Zhao (corresponding auhor) Associae Professor of Economics

More information

CAPACITY OF FOREST CARBON SEQUESTRATION DRIVEN BY NPP INCREASING IN CHINA. LI Xiu-juan, ZHOU Tao* 1

CAPACITY OF FOREST CARBON SEQUESTRATION DRIVEN BY NPP INCREASING IN CHINA. LI Xiu-juan, ZHOU Tao* 1 CAPACITY OF FOREST CARBON SEQUESTRATION DRIVEN BY INCREASING IN CHINA LI Xiu-juan, ZHOU Tao 1 Sae Key Laboraory of Earh Surface Processes and Resource Ecology ( Beijing Normal Universiy ), Disaser Reducion

More information

Available online at ScienceDirect. Procedia Engineering 152 (2016 )

Available online at  ScienceDirect. Procedia Engineering 152 (2016 ) Available online a www.sciencedirec.com ScienceDirec Procedia Engineering 152 (2016 ) 434 438 nernaional Conference on Oil and Gas Engineering, OGE-2016 Gas recirculaion impac on he nirogen oxides formaion

More information

ISSN: (Print) (Online) Journal homepage:

ISSN: (Print) (Online) Journal homepage: Hydrological Sciences Journal ISSN: 262-6667 (Prin) 25-3435 (Online) Journal homepage: hp://www.andfonline.com/loi/hsj2 Updaing Real-Time Flood Forecasing Using a Fuzzy Rule-Based Model/Mise à Jour de

More information

The Economy-Wide Impact of the Integrated Food Crop Pest Management in Indonesia

The Economy-Wide Impact of the Integrated Food Crop Pest Management in Indonesia The Economy-Wide Impac of he Inegraed Food Crop Pes Managemen in Indonesia Budy P. Resosudarmo Paper prepared for he 2000 Annual Meeing of he American Agriculural Economics Associaion, Tampa, Florida Iner

More information

INTERCOMPARISON OF THE LUMPED VERSUS SEMI-DISTRIBUTED HEC - HMS HYDROLOGICAL MODEL IN THE KALAMAS RIVER BASIN

INTERCOMPARISON OF THE LUMPED VERSUS SEMI-DISTRIBUTED HEC - HMS HYDROLOGICAL MODEL IN THE KALAMAS RIVER BASIN Proceedings of he 13 h Inernaional Conference of Environmenal Science and Technology Ahens, Greece, 5-7 Seember 013 INTERCOMPARISON OF THE LUMPED VERSUS SEMI-DISTRIBUTED HEC - HMS HYDROLOGICAL MODEL IN

More information

Risk management in forestry; Economics perspectives

Risk management in forestry; Economics perspectives 011 3rd Inernaional Conference on Advanced Managemen Science IPEDR vol.19 (011) (011) IACSIT Press, Singapore Risk managemen in foresry; Economics perspecives Soleiman Mohammadi Limaei + Assisan Professor,

More information

Accounting for the climate carbon feedback in emission metrics

Accounting for the climate carbon feedback in emission metrics Earh Sys. Dynam., 8, 235 253, 217 www.earh-sys-dynam.ne/8/235/217/ doi:1.5194/esd-8-235-217 Auhors 217. CC Aribuion 3. License. Accouning for he climae carbon feedback in emission merics Thomas Gasser

More information

Each copy of any part of a JSTOR transmission must contain the same copyright notice that appears on the screen or printed page of such transmission.

Each copy of any part of a JSTOR transmission must contain the same copyright notice that appears on the screen or printed page of such transmission. Economic Order Quaniy under Condiions of Permissible Delay in Paymens Auhor(s): S. K. Goyal Source: The Journal of he Operaional Research Sociey, Vol. 36, No. 4 (Apr., 1985), pp. 335-338 Published by:

More information

Carbon Dioxide in the Atmosphere: CO 2 - Parametric Analysis - Differential Equations

Carbon Dioxide in the Atmosphere: CO 2 - Parametric Analysis - Differential Equations Carbon Dioxide in he Amosphere: CO - Parameric Analysis - Differenial Equaions Chris P. Tsokos Deparmen of Mahemaics and Saisics Universiy of Souh Florida Tampa, Florida USA 1 Daa The daa used in he sudy

More information

A replenishment policy for a perishable inventory system based on estimated aging and retrieval behavior Broekmeulen, R.A.C.M.; van Donselaar, K.H.

A replenishment policy for a perishable inventory system based on estimated aging and retrieval behavior Broekmeulen, R.A.C.M.; van Donselaar, K.H. A replenishmen policy for a perishable invenory sysem based on esimaed aging and rerieval behavior Broekmeulen, R.A.C.M.; van Donselaar, K.H. Published: 01/01/2007 Documen Version Publisher s PDF, also

More information

Applying a System Dynamics Approach for Modeling Groundwater Dynamics to Depletion under Different Economical and Climate Change Scenarios

Applying a System Dynamics Approach for Modeling Groundwater Dynamics to Depletion under Different Economical and Climate Change Scenarios Waer 2015, 7, 5258-5271; doi:10.3390/w7105258 Aricle OPEN ACCESS waer ISSN 2073-4441 www.mdpi.com/journal/waer Applying a Sysem Dynamics Approach for Modeling Groundwaer Dynamics o Depleion under Differen

More information

The Asymmetric Effects of Oil Shocks on an Oil-exporting Economy*

The Asymmetric Effects of Oil Shocks on an Oil-exporting Economy* CUADERNOS DE ECONOMÍA, VOL. 47 (MAYO), PP. 3-13, 2010 The Asymmeric Effecs of Oil Shocks on an Oil-exporing Economy* Omar Mendoza Cenral Bank of Venezuela David Vera Ken Sae Universiy We esimae he effecs

More information

Open Access Runoff Simulation in Semi-humid Region by Coupling MIKE SHE with MIKE 11

Open Access Runoff Simulation in Semi-humid Region by Coupling MIKE SHE with MIKE 11 Send Orders for Reprins o reprins@benhamscience.ae 840 The Open Civil Engineering Journal, 015, 9, 840-845 Open Access Runoff Simulaion in Semi-humid Region by Coupling MIKE SHE wih MIKE 11 Liuxin 1,,*

More information

Flame Spread over Binary Mixed Liquid Fuels Super-Flash/Super-Flash Mixed Condition

Flame Spread over Binary Mixed Liquid Fuels Super-Flash/Super-Flash Mixed Condition Open Journal of Safey Science and Technology, 2015, 5, 93-103 Published Online December 2015 in SciRes. hp://www.scirp.org/journal/ojss hp://dx.doi.org/10.4236/ojss.2015.54012 Flame Spread over Binary

More information

EFFECTS ON INVESTMENT OF THE 2003 CAP REFORM: A HOUSEHOLD PRODUCTION MODEL FOR DUTCH DAIRY FARMS

EFFECTS ON INVESTMENT OF THE 2003 CAP REFORM: A HOUSEHOLD PRODUCTION MODEL FOR DUTCH DAIRY FARMS EFFECTS N INVESTMENT F THE 2003 CAP REFRM: A HUSEHLD PRDUCTIN MDEL FR DUTCH DAIRY FARMS Jack Peerlings Agriculural Economics and Rural Policy Group Wageningen Universiy Hollandseweg 1 6706 KN Wageningen

More information

The calculation of dynamic ecological footprint on the basis of the dynamic input-output model

The calculation of dynamic ecological footprint on the basis of the dynamic input-output model Imre Dobos Mária Csuora The calculaion of dynamic ecological fooprin on he basis of he dynamic inpu-oupu model ISSN: Working Paper Corvinus Universiy of Budapes 21 2 Conens Absrac... 5 1. Inroducion...

More information

Effect of soaking and malting on finger millet (EleusineCoracana) grain

Effect of soaking and malting on finger millet (EleusineCoracana) grain 94 March, 203 Agric Eng In: CIGR Journal Open access a hp://www.cigrjournal.org Vol. 5, No. Effec of soaking and maling on finger mille (EleusineCoracana) grain Shrikan Baslingappa Swami *, N.J.Thakor,

More information

EFFECT OF TEMPERATURE ON THE HEALING RATES OF ASPHALT MASTIC

EFFECT OF TEMPERATURE ON THE HEALING RATES OF ASPHALT MASTIC 4-6 Ocober 21, Delf, The Neherlands EFFECT OF TEMPERATURE ON THE HEALING RATES OF ASPHALT MASTIC Alvaro García Secion of Maerials and Environmen, Microlab, Faculy of Civil Engineering and Geosciences,

More information

A NUMERICAL HOMOGENIZATION PROCEDURE FOR FIBER REINFORCED COMPOSITES WITH RHOMBIC PATTERN AND IMPERFECT INTERFACE

A NUMERICAL HOMOGENIZATION PROCEDURE FOR FIBER REINFORCED COMPOSITES WITH RHOMBIC PATTERN AND IMPERFECT INTERFACE March 24-28, 2014, Saniago, Chile A NUMERICAL HOMOGENIZATION PROCEDURE FOR FIBER REINFORCED COMPOSITES WITH RHOMBIC PATTERN AND IMPERFECT INTERFACE Harald Berger, harald.berger@ovgu.de Mahias Würkner,

More information

Multi-level Forecasting Error Controlling Method: A Demonstration in System Energy Demand Forecasting

Multi-level Forecasting Error Controlling Method: A Demonstration in System Energy Demand Forecasting Muli-level Forecasing Error Conrolling Mehod: A Demonsraion in Sysem Energy Demand Forecasing Hui-Min Wang * and Yunchang Jeffrey Bor ** Energy demand forecasing is he foundaion of almos all energy-relaed

More information

The EU Environment Policy

The EU Environment Policy The EU Policy Andrea VETTORI Policy Officer DG Alpeuregio Summer School 20.06.2013 Naural resources (1) Compeiion for resources (including raw maerials) increases, resource scarciies appear, prices go

More information

Levelised cost, a general formula for calculations of unit cost in integrated resource planning

Levelised cost, a general formula for calculations of unit cost in integrated resource planning Levelised cos, a general formula for calculaions of uni cos in inegraed resource planning Simon Fane and Suar Whie Insiue for Susainable Fuures, Universiy of Technology Sydney, PO Box 123, Broadway, NSW

More information

Diffusion Behavior and Brown Motion in Many Elements System

Diffusion Behavior and Brown Motion in Many Elements System Applied Physics Research; ol. 6, o. 2; 2014 SS 1916-9639 E-SS 1916-9647 Published by Canadian Cener of Science and Educaion Diffusion Behavior and Brown Moion in Many Elemens Sysem Taahisa Oino 1 1 Applied

More information

Does Emotional Intelligence can predict Conflict Management in a Sport Organization?

Does Emotional Intelligence can predict Conflict Management in a Sport Organization? Inernaional Research Journal of Applied and asic Sciences 2014 Available online a www.irjabs.com ISSN 2251-838X / Vol, 8 (7): 911-915 Science Explorer Publicaions Does Emoional Inelligence can predic Conflic

More information

2. Vertical resistance

2. Vertical resistance How o design masonry srucures using Eurocode 6 2. Verical resisance Revision 2 Eur Ing, Prof. J J Robers BSc(Eng), PhD, CEng, FISrucE, FICE, FIMS, FCMI, MICT O Brooker BEng, CEng, MICE, MISrucE Inroducion

More information

COPPER-THERM Specification Guide

COPPER-THERM Specification Guide STANAR SPECIFICATION 6.101 Pre-insulaed Copper Piping Sysems suiable for Heaing Waer, omesic Ho Waer, Chilled Waer, Condensae Reurn, Process Fluids, and Cryogenic services. Par 1 General 1.1 Pre-insulaed

More information

The Short-Run Effects of Time-Varying Prices in Competitive Electricity Markets

The Short-Run Effects of Time-Varying Prices in Competitive Electricity Markets The Shor-Run Effecs of Time-Varying Prices in Compeiive Elecriciy Markes Sephen P. Holland Erin T. Mansur Universiy of Norh Carolina-Greensboro * Yale Universiy May 15, 2006 Absrac We analyze he efficiency,

More information

Seasonal Regression Models for Electricity Consumption Characteristics Analysis

Seasonal Regression Models for Electricity Consumption Characteristics Analysis Engineering,,, 8- doi:./eng..b Published Online January (hp://www.scirp.org/journal/eng) Seasonal Regression Models for Elecriciy Consumpion Characerisics Analysis Yusri Syam Akil,, Hajime Miyauchi Deparmen

More information

Size Effect on Biaxial Flexural Strength of Concrete

Size Effect on Biaxial Flexural Strength of Concrete ACI MATERIALS JOURNAL TECHNICAL PAPER MS No. M-2012-261.R1 Size Effec on Biaxial Flexural Srengh of Concree by Goangseup Zi, Jihwan Kim, and Zdeněk P. Bažan The size effec on he ensile srengh of concree

More information

EECS150 - Digital Design Lecture 4 - Power

EECS150 - Digital Design Lecture 4 - Power EECS150 - Digial Design Lecure 4 - Power January 31, 2002 John Wawrzynek Thanks o Simon Segars VP Engineering, ARM Inc. ISSCC2001 presenaion Spring 2002 EECS150 - Lec4-power Page 1 Ouline Moivaion for

More information

Lecture 9A: Drainage Basins

Lecture 9A: Drainage Basins GEOG415 Lecture 9A: Drainage Basins 9-1 Drainage basin (watershed, catchment) -Drains surfacewater to a common outlet Drainage divide - how is it defined? Scale effects? - Represents a hydrologic cycle

More information

Optimization in Short-Term Operation of Hydro Power Systems

Optimization in Short-Term Operation of Hydro Power Systems Proceedings of he 6h WSEAS/IASME In. Conf. on Elecric Power Sysems, High Volages, Elecric Machines, Tenerife, Spain, December 6-8, 6 9 Opimizaion in Shor-Term Operaion of Hydro Power Sysems Terje Gjengedal

More information

ESTIMATE OF THE MAXIMUM SUSTAINABLE YIELD OF SERGESTID SHRIMP IN THE WATERS OFF SOUTHWESTERN TAIWAN

ESTIMATE OF THE MAXIMUM SUSTAINABLE YIELD OF SERGESTID SHRIMP IN THE WATERS OFF SOUTHWESTERN TAIWAN 65 Journal of Marine Science and Technology, Vol. 8, No. 5, pp. 65-658 () ESTIMATE OF THE MAXIMUM SUSTAINABLE YIELD OF SERGESTID SHRIMP IN THE WATERS OFF SOUTHWESTERN TAIWAN Chin-Cheng Wu*, **, Ching-Hsiewn

More information

An Empirical Comparison of Benchmarking Methods for Economic Stock Time Series

An Empirical Comparison of Benchmarking Methods for Economic Stock Time Series An Empirical Comparison of Benchmarking Mehods for Economic Sock Time Series Irene Brown U.S. Census Bureau, 4600 Silver Hill Road, Washingon, DC 20233 Absrac Economic Programs a he U.S. Census Bureau

More information

Energy-saving DC twin shell arc furnace for melting low-grade scrap

Energy-saving DC twin shell arc furnace for melting low-grade scrap Energy-saving DC win shell arc furnace for meling low-grade scrap Wih is energy opimized DC win shell furnace, ABB offers seelmakers a meling uni ha makes he producion of raw seel from very lowgrade scrap

More information

Estimations of road vehicle primary NO 2 exhaust emission fractions using monitoring data in London

Estimations of road vehicle primary NO 2 exhaust emission fractions using monitoring data in London Amospheric Environmen 39 (25) 167 177 www.elsevier.com/locae/amosenv Esimaions of road vehicle primary NO 2 exhaus emission fracions using monioring daa in London David C. Carslaw a,, Sean D. Beevers b

More information

Comparing the Effectiveness of Knobby and Ridged Post-CMP Cleaning Brushes

Comparing the Effectiveness of Knobby and Ridged Post-CMP Cleaning Brushes MICRO July/Augus 1999 Comparing he Effeciveness of Knobby and Ridged Pos-CMP Cleaning Brushes Douglas W. Cooper and Rob Linke, Texwipe Michael T. Andreas, Micron Technology Because residual slurry paricles

More information

Gas Pipeline Game in North East Asia Possible game theoretical explanation of the Altay Gas Pipeline story

Gas Pipeline Game in North East Asia Possible game theoretical explanation of the Altay Gas Pipeline story Gas Pipeline Game in Norh Eas Asia Possible game heoreical explanaion of he Alay Gas Pipeline sory Dr. Vladislav Savin, ERIRAS, Russian Federaion Preliminary remarks Gas Pipelines in Norh Eas Asia Russia

More information

A Model of Consumer Learning for Service Quality and Usage

A Model of Consumer Learning for Service Quality and Usage RAGHURAM IYENGAR, ASIM ANSARI, and SUNIL GUPTA* In many services (e.g., he wireless service indusry), consumers choose a service plan according o heir epeced consumpion. In such siuaions, consumers eperience

More information

PROJECTION OF DEFORESTATION AND COST OF SLOWING DEFORESTATION IN INDONESIAN FORESTRY SECTOR

PROJECTION OF DEFORESTATION AND COST OF SLOWING DEFORESTATION IN INDONESIAN FORESTRY SECTOR PROJECTION OF EFORESTATION AN COST OF SLOWING EFORESTATION IN INONESIAN FORESTRY SECTOR Armi Susandi Max Planck Insiue for Meeorology Bundessrasse 55, -20146 Hamburg, Germany Phone: +49-40-41173-403 Fax.:+49-40-41173-298

More information

Models for analyzing agricultural production

Models for analyzing agricultural production MODELING GROWTH, DEVELOPMENT, AND YIELD OF GRAIN LEGUMES USING SOYGRO, PNUTGRO, AND BEANGRO: A REVIEW G. Hoogenboom, J. W. Jones, K. J. Booe MEMBER ASAE FELLOW ASAE ABSTRACT The ineracions beween plans

More information

Uncertainty in Hydrologic Modelling for PMF Estimation

Uncertainty in Hydrologic Modelling for PMF Estimation Uncertainty in Hydrologic Modelling for PMF Estimation Introduction Estimation of the Probable Maximum Flood (PMF) has become a core component of the hydrotechnical design of dam structures 1. There is

More information

DETC A SYSTEMATIC METHODOLOGY FOR ACCURATE DESIGN-STAGE ESTIMATION OF ENERGY CONSUMPTION FOR INJECTION MOLDED PARTS

DETC A SYSTEMATIC METHODOLOGY FOR ACCURATE DESIGN-STAGE ESTIMATION OF ENERGY CONSUMPTION FOR INJECTION MOLDED PARTS Proceedings of he ASME 2010 Inernaional Design Engineering echnical Conferences & Compuers and Informaion in Engineering Conference IDEC/CIE 2010 Augus 15-18, 2010, Monreal, Quebec, Canada DEC2010-28889

More information

Solar Heat Below Grid Price

Solar Heat Below Grid Price Solar Hea Below Grid Price James Hudson 1, Ken Guhrie 1 and David Ferrari 2 1 Susainable Energy Transformaion, Clifon Hill, Ausralia 2 RMIT Universiy, Melbourne, Ausralia E-mail: james.hudson@seransformaion.com.au

More information

Engineering Hydrology. Class 16: Direct Runoff (DRO) and Unit Hydrographs

Engineering Hydrology. Class 16: Direct Runoff (DRO) and Unit Hydrographs Engineering Hydrology Class 16: and s Topics and Goals: 1. Calculate volume of DRO from a hydrograph; 2. Complete all steps to develop a. Class 14: s? HG? Develop Ocean Class 14: s? HG? Develop Timing

More information

A Multi Country Econometric Estimation. of the Constant Elasticity of Substitution*

A Multi Country Econometric Estimation. of the Constant Elasticity of Substitution* A Muli Counry Economeric Esimaion of he Consan Elasiciy of Subsiuion* Kosas Fragiadakis, Leonidas Paroussos, Nikos Kouvariakis, Panelis Capros** E3M-Lab, Insiue of Communicaion and Compuer Sysems, Naional

More information

Do Oil Prices Help Forecast U.S. Real GDP? The Role of Nonlinearities and Asymmetries

Do Oil Prices Help Forecast U.S. Real GDP? The Role of Nonlinearities and Asymmetries Do Oil Prices Help Forecas U.S. Real GDP? The Role of Nonlineariies and Asymmeries Luz Kilian Universiy of Michigan CEPR Rober J. Vigfusson Federal Reserve Board Sepember 21, 2012 Absrac: There is a long

More information

Mobile Location in GSM Networks using Database Correlation with Bayesian Estimation

Mobile Location in GSM Networks using Database Correlation with Bayesian Estimation Mobile Locaion in GSM Neworks using Daabase Correlaion wih Bayesian Esimaion Mohamed Khalaf-Allah Insiue of Communicaions Engineering Universiy of Hannover, Germany khalaf@ik.uni-hannover.de Absrac We

More information

Draft A/R methodological tool. Estimation of GHG emissions related to displacement of grazing activities in A/R CDM project activity.

Draft A/R methodological tool. Estimation of GHG emissions related to displacement of grazing activities in A/R CDM project activity. Seveneenh meeing Repor Page 1 Draf A/R mehodological ool Esimaion of GHG emissions relaed o displacemen of grazing aciviies in A/R CDM projec aciviy (Version 01) I. SCOPE APPLICABILITY AND PARAMETERS Scope

More information

Chapter 6: Economic theory

Chapter 6: Economic theory Chaper 6: Economic heory Page 1 Chaper 6: Economic heory Indecolchaper6 1006 By Anders 6.1 Inroducion Economics is a well esablished discipline wih an exensive use of heories, and a number of sub-disciplines.

More information

Measuring Productivity

Measuring Productivity Conference on nex seps for he Japanese SNA Tokyo, 25 March 2005 Measuring Produciviy Paul Schreyer, OECD 1 Conens of presenaion 1. Why is produciviy imporan? 2. Conceps: labour and muli-facor produciviy

More information

Hybrid Text Summarization Method based on the TF Method and the LEAD Method

Hybrid Text Summarization Method based on the TF Method and the LEAD Method Hybrid Tex Summarizaion Mehod based on he TF Mehod and he LEAD Mehod Kai ISHIKAWA Shinichi ANDO Akioshi OKUMURA C&C Media Research, NEC Corporaion 4-1-1 Miyazaki Miyamae-ku Kawasaki-shi Kanagawa 216-8555,

More information

Long-term Settlement Prediction of SUDOKWON Landfill site

Long-term Settlement Prediction of SUDOKWON Landfill site Long-erm Selemen Predicion of SUDOKWON Landfill sie Yoon Young-Jong and Jang ak-young, SLC Gwon Seoung-oon, Tescom Engineering co. CONTACT Jang ak-young, SLC #58 Baekseok-dong, Seo-gu, Incheon, Republic

More information

Precautionary Behavior and Household Consumption and Savings Decisions: An Empirical Analysis Using Household Panel Data from Rural China

Precautionary Behavior and Household Consumption and Savings Decisions: An Empirical Analysis Using Household Panel Data from Rural China Precauionary Behavior and Household Consumpion and Savings Decisions: An Empirical Analysis Using Household Panel Daa from Rural China Kyeongwon Yoo and John Giles Ocober 8, 00 Preliminary Draf Prepared

More information

SECTION 3 BOILERS AND PRESSURE VESSELS. 1 General. 1.2 Application. 1.1 Principles. 1.3 Definitions. Pt C, Ch 1, Sec 3

SECTION 3 BOILERS AND PRESSURE VESSELS. 1 General. 1.2 Application. 1.1 Principles. 1.3 Definitions. Pt C, Ch 1, Sec 3 P C, Ch 1, Sec 3 SECTION 3 BOILERS AND PRESSURE VESSELS 1 General 1.2 Applicaion 1.1 Principles 1.1.1 Scope of he Rules The boilers and oher pressure vessels, associaed piping sysems and fiings shall be

More information

Runoff Hydrographs. The Unit Hydrograph Approach

Runoff Hydrographs. The Unit Hydrograph Approach Runoff Hydrographs The Unit Hydrograph Approach Announcements HW#6 assigned Storm Water Hydrographs Graphically represent runoff rates vs. time Peak runoff rates Volume of runoff Measured hydrographs are

More information

2015 Load Impact Evaluation of California Statewide Base Interruptible Programs (BIP) for Non-Residential Customers: Ex-post and Ex-ante Report

2015 Load Impact Evaluation of California Statewide Base Interruptible Programs (BIP) for Non-Residential Customers: Ex-post and Ex-ante Report 2015 Load Impac Evaluaion of California Saewide Base Inerrupible Programs (BIP) for Non-Residenial Cusomers: Ex-pos and Ex-ane Repor Public Version CALMAC Sudy ID PGE0375 Daniel G. Hansen Tim Huegerich

More information

Fuzzy Time Series: An Application to Tourism Demand Forecasting

Fuzzy Time Series: An Application to Tourism Demand Forecasting American Journal of Applied Sciences 9 (): 32-40, 202 ISSN 546-9239 202 Science Publicaions Fuzzy Time Series: An Applicaion o Tourism Demand Forecasing Muhammad Hisyam Lee, Maria Elena Nor, 2 Suharono,

More information

Case study: Solar Ecodistrict Triangle Sud in Montmelian

Case study: Solar Ecodistrict Triangle Sud in Montmelian Case sudy: Solar Ecodisric Triangle Sud in Monmelian Name of he projec: Adress of he projec: Name and ype of he owner: Owner Conac person: Solar Ecodisric Triangle Sud Triangle Sud F-Monmélian Monmelian

More information

Optimal allocation of water quantity and waste load in the Northwest Pearl River Delta, China

Optimal allocation of water quantity and waste load in the Northwest Pearl River Delta, China Soch Environ Res Risk Assess (214) 28:1525 1542 DOI 1.17/s477-13-829-4 ORIGINAL PAPER Opimal allocaion of waer quaniy and wase load in he Norhwes Pearl River Dela, China Dedi Liu Shenglian Guo Quanxi Shao

More information

Approved VCS Methodology VM0005

Approved VCS Methodology VM0005 Approved VCS Mehodology VM0005 Version 1.1 Mehodology for Improved Fores Managemen: Conversion of Low Producive o High Producive Fores 2010 Face he Fuure Approved VCS Mehodology VM0005 Version 1.1 Mehodology

More information

Tide-induced seawater groundwater circulation in a multi-layered coastal leaky aquifer system

Tide-induced seawater groundwater circulation in a multi-layered coastal leaky aquifer system Journal of Hydrology 74 (003) 4 www.elsevier.com/locae/jhydrol Tide-induced seawaer groundwaer circulaion in a muli-layered coasal leaky aquifer sysem Hailong Li a,b, *, Jiu Jimmy Jiao b a Deparmen of

More information

NBER WORKING PAPER SERIES IS SUGAR SWEETER AT THE PUMP? THE MACROECONOMIC IMPACT OF BRAZIL'S ALTERNATIVE ENERGY PROGRAM

NBER WORKING PAPER SERIES IS SUGAR SWEETER AT THE PUMP? THE MACROECONOMIC IMPACT OF BRAZIL'S ALTERNATIVE ENERGY PROGRAM NBER WORKING PAPER SERIES IS SUGAR SWEETER AT THE PUMP? THE MACROECONOMIC IMPACT OF BRAZIL'S ALTERNATIVE ENERGY PROGRAM Marc D. Weidenmier Joseph H. Davis Roger Aliaga-Diaz Working Paper 14362 hp://www.nber.org/papers/w14362

More information

Causal Relationship between Money and Inflation during a High Inflation Period: The Case of Turkey

Causal Relationship between Money and Inflation during a High Inflation Period: The Case of Turkey Journal of Inernaional Business and Economics December 2016, Vol. 4, No. 2, pp. 1-11 ISSN: 2374-2208(Prin), 2374-2194(Online) Copyrigh The Auhor(s). 2015. All Righs Reserved. Published by American Research

More information

Trade Potential of Climate Smart Goods of Vietnam: An Application of Gravity Model

Trade Potential of Climate Smart Goods of Vietnam: An Application of Gravity Model ISSN 0354-8724 (hard copy) ISSN 1820-7138 (online) Trade Poenial of Climae Smar Goods of Vienam: An Applicaion of Graviy Model Vu Van Trung A, Nguyen Anh Thu A * Received: June 28, 2015 Revised: Sepember

More information

Storage capacity and long-term water balance of the Volta Basin, West Africa

Storage capacity and long-term water balance of the Volta Basin, West Africa 138 Regional Hydrological Impacts of Climatic Change Hydroclimatic Variability (Proceedings of symposium S6 held during the Seventh IAHS Scientific Assembly at Foz do Iguaçu, Brazil, April 2005). IAHS

More information

Keywords: water loss; solids gain; osmotic dehydration; diffusive and empirical model

Keywords: water loss; solids gain; osmotic dehydration; diffusive and empirical model A simple mahemaical model proposed o predic kineics of mass ransfer in osmoic dehydraion of muskmelon Jose Lucena Barbosa Jr a,c, Daniel Guimaraes Correa Moreira Rocha a, Maria Ivone Marins Jacinho Barbosa

More information

Date Category Management Basics International. 2-day seminar. Training language: English

Date Category Management Basics International. 2-day seminar. Training language: English Dae 2010 Caegory Managemen Basics Inernaional 2-day seminar Training language: English Caegory Managemen is a reailer/ supplier process of managing caegories as sraegic business unis, producing enhanced

More information

Outline Chapter 8: Aggregate Planning in the Supply Chain

Outline Chapter 8: Aggregate Planning in the Supply Chain Ouline Chaper 8: Aggregae Planning in he Supply Chain Role of aggregae planning in a supply chain The aggregae planning problem Aggregae planning sraegies Implemening aggregae planning in pracice 8-1 Role

More information

The Price Consideration Model of Brand Choice

The Price Consideration Model of Brand Choice The Price Consideraion Model of Brand Choice Andrew Ching Roman School of Managemen Universiy of Torono Andrew.Ching@Roman.Uorono.Ca Tülin Erdem Haas School of Business Universiy of California, Berkeley

More information

Real Time Bid Optimization with Smooth Budget Delivery in Online Advertising

Real Time Bid Optimization with Smooth Budget Delivery in Online Advertising Real Time Bid Opimizaion wih Smooh Budge Delivery in Online Adverising Kuang-Chih Lee Ali Jalali Ali Dasdan Turn Inc. 835 Main Sree, Redwood Ciy, CA 94063 {klee,ajalali,adasdan}@urn.com ABSTRACT Today,

More information

OPTIMAL WATER ALLOCATION FOR RICE PRODUCTION UNDER CLIMATE CHANGE

OPTIMAL WATER ALLOCATION FOR RICE PRODUCTION UNDER CLIMATE CHANGE OPTIMAL WATER ALLOCATION FOR RICE PRODUCTION UNDER CLIMATE CHANGE by Mohammad Ismail Khan School of Economics La Trobe Universiy Email: mi2khan@sudens.larobe.edu.au Absrac Climae change exacerbaes he waer

More information

Strategic Planning, Design and Development of the. Shale Gas Supply Chain Network

Strategic Planning, Design and Development of the. Shale Gas Supply Chain Network Sraegic Planning, Design and Developmen of he Shale Gas Supply Chain Nework Diego C. Cafaro 1 and Ignacio E. Grossmann 2* 1 INTEC (UNL CONICET), Güemes 3450, 3000 Sana Fe, ARGENTINA 2 Deparmen of Chemical

More information

REPORT as a partial requirement for the course on ENGINEERING EXPERIMENTATION

REPORT as a partial requirement for the course on ENGINEERING EXPERIMENTATION REORT as a parial requiremen for he course on ENGINEERING EXERIMENTATION DETERMINATION OF RESSURE WITHIN A THIN WALLED CYLINDER USING AN EXTERNALLY ALIED STRAIN GAGE Submied by: Signed Name(s) Suden_A

More information

STUDIES ON SHRINKAGE OF TURMERIC RHIZOMES DURING DRYING

STUDIES ON SHRINKAGE OF TURMERIC RHIZOMES DURING DRYING INTERNATIONAL JOURNAL OF FOOD AND NUTRITIONAL SCIENCES e-issn 30 7876 www.ijfans.com Vol., Iss., Apr-Jun 013 01 IJFANS. All Righs Reserved Research Paper Open Access STUDIES ON SHRINKAGE OF TURMERIC RHIZOMES

More information