OPTIMIZATION OF THERMAL ENERGY CONSUMPTION IN SUGAR CANE FACTORIES

Size: px
Start display at page:

Download "OPTIMIZATION OF THERMAL ENERGY CONSUMPTION IN SUGAR CANE FACTORIES"

Transcription

1 Proceeding of ECOS 2006 Aghia Pelagia, Crete, Greece July 12-14, 2006 OPTIMIZATION OF THERMAL ENERGY CONSUMPTION IN SUGAR CANE FACTORIES Adriano V. Enina; Silvia A. Nebra Energy Department State Univerity of Campina Miguel A. Lozano; Lui Serra * Mechanical Engineering Department Univerity of Zaragoza ABSTRACT Sugar and ethanol production from ugar cane in Brazil i one of the mot competitive ector of the national economy. The ugar production i done baically by everal tep: extraction, juice clarification, evaporation, yrup treatment, ugar boiling, crytallization and centrifugation where the crytal ugar and the molae are obtained. Thi paper preent a thermoeconomic optimization of thermal energy conumption in a ugar production proce looking for the minimum invetment and operation cot. Data from Brazilian ugar factorie are ued to define the proce parameter. The methodology propoed i ued to evaluate the cot of the team conumed by the factory and the optimal deign of the evaporation ytem a well a the juice and yrup heater network. Key-word: ugar production, thermoeconomic optimization, heat recovery. NOMENCLATURE A Surface of heat exchange (m 2 ) b Specific exergy (kj/kg) C Monetary Cot (R$/) d Operation day (operation day/year) E Equipment capital cot (R$) h Specific entalpy (kj/kg) i Annual interet rate (%) j Ueful life (year) k Unit exergetic cot (R$/kJ) m Ma flow rate (kg/) p Preure (bar) Pu Purity (%) Q Heat tranfered (kw) Specific entropy (kj/kg K) t Temperature U Heat tranfer coefficient (W/m 2.K) x Solid ma content (%) Z Cot of equipment (R$/) Greek Letter Scaling exponent Velocity (m/) Amortization factor ( -1 ) Operation factor (operation hour/total hour) Subcript bpe boiling point elevation c condenate tream e equipment evap evaporator he heater in inlet flux j juice let flux r reference equipment team tream at aturation w water 1. INTRODUCTION Sugar and ethanol production from ugar cane in Brazil i one of the mot competitive ector of the national economy. The bagae generated by the productive proce i ued a fuel in cogeneration ytem that offer thermal and electrical energy for the proce. In the lat few year many ugar cane factorie are producing urplu of electricity that can be old for the grid, becoming a new product. * Correponding author: CPS de Ingeniero, C/ Maria de Luna, Zaragoza Spain. erra@unizar.e 569

2 Currently there are more than 300 cane factorie operating all around the country [1]. Thee unit cruhed more than Mt of cane in the harvet eaon 2005/2006, with a total production of more than 26.7 Mt of ugar and 17.0 Mm 3 of ethanol [2]. Sugar production i done baically by everal tep: extraction, clarification, evaporation of the ugar juice, followed by the yrup treatment, crytallization and centrifugation where the crytal ugar and the molae are obtained. demand of the proce occur mainly into the evaporation tation that conume the larget amount of team produced by the cogeneration ytem. Extraction, juice clarification, yrup treatment and crytallization alo conume team that in general came from vapour generated by the evaporation. The reduction of team demand by production proce can increae the urplu of electricity generated by the cogeneration ytem, but it feaibility mut be evaluated together with the proce invetment cot. Since an economic point of view, the price paid for the urplu of electricity generated and the invetment neceary for new heater network and evaporation ytem of the ugar factory determine the feaibility of proce team demand reduction. A thermoeconomic optimization of the proce equipment lay- and operation can indicate the mot adequate invetment. The purpoe of thi paper i to perform a thermoeconomic optimization of the team demand of a crytal ugar factory, analyzing for that the bet deign of the evaporation ytem and the heater network. Thi tudy intend to analyze the poible thermal integration of the factory, conidering the cot involved. Data 1 of equipment cot and ugar proce parameter were obtained from ugar cane factorie in Brazil. 2. SUGAR PROCESS DESCRIPTION The crytal ugar production from ugar cane i done baically by the following tep depicted in Figure 1: Extraction Sytem (I): ugar cane bagae and juice are eparated. Traditional ugar factorie ue mill where juice i extracted by compreion. Another ytem that operate with diffuer, extract raw juice by a proce of lixiviation, uing imbibition hot water and recirculation of the juice extracted. Both ytem require previou cane preparation that i done uing knive and hredder that operate with direct drive team turbine. The plant tudied in thi paper operate with a diffuer ytem that demand thermal energy for the heating of recirculating juice. The ugar cane bagae produced at the extraction i delivered to the cogeneration ytem (VII) a indicated in Figure 1, where it i ued a fuel, producing the electricity and team conumed by the proce. Juice Clarification Sytem (II): ome nonugar impuritie are eparated by the addition of ome chemical reactant a ulphur, lime, among other. Juice heating i neceary for the purification reaction. After heating, the juice pa through a flah tank, before entering the clarifier. Evaporating Sytem (III): juice i concentrated in a multiple-effect evaporator. from the cogeneration ytem i ued a thermal energy ource in the firt effect that evaporate an amount of the water preented in the juice, producing like that, the heating team for the next evaporation effect. The ame occur with the other effect. The ytem work with decreaing preure due to a vacuum impoed in the lat effect, to produce the difference of temperature between each effect. The team generated in each effect normally i ued to attend other team demand of the proce. Syrup Treatment (IV): yrup (concentrated juice) from evaporation tation i purified for improving the quality of the final product. Firtly the yrup i heated and then a flotation of the impuritie i done with addition of ome chemical reactant. Sugar Boiling, Crytallization and Centrifugal Separation (V): yrup i boiled in vacuum pan for crytal formation and then directed to crytallizer to complete crytal enlargement. After that, the ugar crytal formed are eparated from molae into centrifugal. Sugar Drying (VI): ugar i dried to reduce it moiture content to be tored 3. OPTIMIZATION PROCEDURE The optimization of the thermal energy conumption in the ugar cane proce wa performed with the EES oftware [3], looking for the minimum total cot including invetment in equipment (juice heater and evaporator) and proce team conumption. The final cot reult are baed in a ugar factory that cruhe 22,000 t 570

3 cane/day. The reference ambient wa conidered at bar of preure and 25ºC of temperature. capital cot of heater; cot of conumed team; SUGAR CANE Vapour Bleeding I II III IV V VI Electricity for the proce Bagae MOLASSE VII SURPLUS ELECTRICITY Exhauted And for the evaporator ytem the following parameter were defined: operation preure of evaporator; intermediate juice concentration; juice boiling point elevation; temperature of boiling juice; urface of heat exchange; capital cot of evaporator; cot of heating team conumed; cot of vapour bleed and condenate generated; The objective function, defined by Equation 1, minimize the total cot of the different ubytem analyzed a a whole, conidering for that, invetment in urface of heat exchange in evaporator and heater, cot of the exhauted team conumed by the evaporator and dicounting the cot of the condenate produced that are aumed a product, being conumed in other part of the ugar proce: C Z C C (1) total e e c c CRYSTAL SUGAR Economic Model Figure 1: Scheme of a ugar factory with the cogeneration ytem. The optimization would define the bet lay of the equipment of heat exchange. The optimization variable choen for the heater and evaporator were repectively, the difference of temperature between the heating team and the juice/yrup leaving each tage of heating and the aturation temperature of the team generated at the evaporation effect. Thu, other parameter could be calculated, defining the bet lay- of the equipment and finally, the minimum total cot of the ytem a a whole. For the heater the following parameter were defined: number of heating tage; intermediate temperature between the tage of heating; urface of heat exchange; type and amount of heating team neceary for each tage of heating; Determination of the team cot The cot of each tream of proce team demanded by the proce wa etimated uing the Theory of Exergetic Cot [4]. Firtly, exergy of the bagae and ugar cane were calculated. For the determination of bagae exergy, a methodology preented by Soa-Arnao and Nebra [5] wa adopted. The referred methodology i a variation of that one propoed by Szargut et al. [6] for wood, with the neceary change in the compoition and Low Heat Value of the fuel. For the bagae at the reference environment condition, it total exergy i equal to it chemical exergy. The following compoition of the bagae in ma and dry bae wa aumed: C(47%), H(6,5%), O(44%) and Ah(2,5%) [7]. The exergy of the ugar cane wa obtained a the um of the bagae exergy and the juice exergy calculated following procedure for ucroe-water olution preented by Nebra and Fernández-Parra [8]. Thu, for a determined production cot of the ugar cane ready to be proceed, the unit 571

4 exergetic cot of the ugar cane could be calculated a follow: ccane kcane (2) bcane The unit exergetic cot of the bagae ued a fuel at the cogeneration ytem wa aumed to be the ame of the ugar cane that enter the factory at the extraction ytem. So, the live team produced by the boiler at the cogeneration ytem had it unit exergetic cot obtained uing Equation 3. k ( k cane * m bagae * b m *( b bagae b w ) Z ) boiler (3) The exhauted team from the back preure team turbine of the cogeneration and vapour generated at the evaporator are conidered alternative of heating ource to the proce. So, to perform the optimization, it wa aumed a a hypothei, that they have the ame unit exergetic cot of the live team. The unit exergetic cot of condenate generated after the team condenation at the heat exchanger are alo the ame. So, the cot of each team tream could be calculated multiplying the unit exergetic cot by it exergy (Equation 4). Table 1 how the parameter adopted for the determination of the team cot. C k * m * b (4) Table 1. Data for determination of team cot. Parameter Value Boiler capital cot (10 6 R$) 1 25 Sugarcane production cot (R$/kg) Available bagae (kg/t cane) Live team preure (bar) 63 Live team temperature 480 Boiler feed water temperature 122 Boiler efficiency (%) 85 1 cot of boiler with following characteritic: 63 bar, 480ºC, 200t team/h including cot of intallation and intrumentation [9]. 2 cot of ugar cane ready to be proceed at the State of Sao Paulo, Brazil in 2006[10]. 3 wet bae (50% of moiture) Determination of equipment cot The capital cot of equipment could be calculated uing Equation 5. Data ued are hown in Table 2. Z e E e * (5) Where: Ae E e Er (6) Ar j i *(1 i) j (1 i) 1 (7) 86400* d * Table 2. Data for determination of equipment cot. Parameter Value Evaporator capital cot (10 3 R$) Juice heater capital cot (10 3 R$) 2 90 Evaporator caling factor Heater caling factor Annual interet rate (%) 15 Equipment ueful life (year) 15 Factory operation day 185 Operation factor (%) cot of intalled evaporator type Robert with 4000m 2 of area [10]. 2 cot of intalled carbon teel hell and tube juice heater with 300m 2 of area [10]. 3 Source [11]. 4 Source [12]. 5 Effective operation hour of the total hour of factory operation day 3.2. Phyical Model Evaporation ytem The evaporation ytem model wa compoed by a five effect evaporator type Robert that operate with a vacuum at the lat effect, producing the difference of temperature between each effect. Some retriction are impoed for the optimization: juice enter at Brix 15º and leave at 63º 572

5 maximum temperature of 115ºC for juice boiling at the firt effect to avoid juice ucroe lo and coloration [13] minimal preure of 0.16 bar at the lat effect [14]. A heat demand of ugar boiling ytem wa etimated a 141,6 kwh/t cane [15] and mut be upplied by evaporation ytem vapour bleed with a temperature higher than 100ºC, due to retriction of the proce. The enthalpy of the juice wa calculated uing Equation 8 [16]: h j = ( *x j * x j *Pu j ) * t j *10-5 * x j *t j 2 (8) The temperature of evaporation (Equation 9) in each effect i defined a the um of the temperature of aturation of pure water at the vapour pace for a given operation preure and the boiling point elevation due the concentration of the juice (Equation 10) [17]. The effect of boiling point elevation due the hydrotatic effect of liquid column wa neglected. t BPE t evap = t w,at + t BPE (9) 5,84 *10 6,064*10 7 x t w, at 374,3 t Heater Network 2 0,00072 x 2 0,38 w, at * (10) The heater network include the following ub-ytem: A. Diffuer; B. Juice Clarification; C. Syrup Treatment. Data of each heater ub-ytem are preented in Table 3. The purity of the heated flow i conidered contant at 85%. Table 3. Data of heater ub-ytem. Sub-Sytem m j (kg/) Xj (%) t in t A Diffuer B Juice Clarification 2 C Syrup Treatment Evaporator let raw juice re-circulated in thee different tage during the diffuion [15] 2 10% of the clarified juice i re-circulated[10] Area of heat exchange Heat tranfer area that define the cot of the evaporator and the heater can be calculated by Equation 11. Q A (11) Ut The energy tranferred by the heating team (Q) i equal to it enthalpy of vaporization. Equation 12 [18] and 13 [14] were ued to calculate the heat tranfer coefficient of evaporator and heater repectively. The juice velocity circulation at the heater wa aumed a 1.5 m/. 465 tevap U evap (12) x U.341* * (5 ) (13) he 1 t, in j For the determination of the difference of temperature (t) in the evaporator and heater, Equation 14 [14] and 15 were ued repectively. t t, t (14) t evap he in evap t t t t 3.3. Bae Cae in t t ln t t in (15) A bae cae i aumed to compare and validate the reult of the optimization procedure. Data of the evaporation ytem deign wa obtained from a real cane ugar factory [15] and i compoed by a five effect evaporator type Robert working at the following preure in each effect: 1.66; 1.32; 0.98; 0.50; 0.17 bar of abolutely preure. A occur in many ugar factorie in Brazil, for thi bae cae, there i not an optimal thermal integration of the proce and all the juice and yrup heater of the factory conume vapour generated at the firt effect of evaporation that attend the heat demand of ugar boiling ytem too. Thu, the heater network i formed by one 573

6 heater in each ub-ytem (Difuer, Juice Clarification and Syrup Treatment). 4. RESULTS Uing the optimization procedure decribed above, the optimum evaporation ytem and heater network of the ugar factory can be determined. Table 4 how the unit exergetic cot calculated. Table 4. Unit exergetic cot determined. Unit Exergetic Cot(10-6 R$/kJ) Sugar Cane The Figure 2 how the lay- of the equipment optimized at the factory. In thi figure the propoed ub-ytem can be een, including alo the ditribution of the vapour bleeding from the evaporator. The detailed parameter of each heater ub-ection are hown in Table 5. Table 5. Optimized heater network. Heating T in Conumed Area (m 2 ) Heating Flow Hate (kg/) T A V B V B V B V B4 673 V C1 402 V C2 387 V A it can be noted in Table 5, after the thermoeconomic optimization a determined ditribution of the vapour generated by the evaporation ytem are obtained. The new lay- promote a better ue of vapour from each evaporation tage, contributing for a higher thermal integration of the factory, with a minimal cot. A1 Juice/Syrup Condenate B4 B3 B2 B1 C2 C1 V1 V2 V3 V4 Condeer Exhauted 1 t Effect 2 nd Effect 3 rd Effect 4 th Effect 5 th Effect Juice Syrup Figure 2: Lay- of the optimized ytem. The higher cot of the exhauted team from the cogeneration ytem had limited the ue of it a heating ource for the heater in an optimum deign. The available vapour bleed had adequate temperature for the heating demand, reducing the total cot of the ub-ytem. The conumption of exhauted team from the cogeneration ytem decreaed when 574

7 compared with the bae cae (Table 6), once it wa ubtituted by the vapour bleed. Table 6. Exhauted Conumption. Exhauted Flow Rate (kg/) Bae Cae Optimized Cae The evaporation ytem wa deigned to have the minimum cot at the optimized cae, being it parameter thoe preented in Table 7. Table 7. Optimized evaporation ytem. Effect Area (m 2 ) p (bar) t w;at t bpe t evap The optimum deign of the evaporation ytem and the heater are related with a minimum cot of invetment in equipment and team conumed. The final reult for bae and optimized cae in each ub-ytem can be een in Table 8 and 9 repectively. Table 8. Cot for the bae cae. Sub-ytem Equipment Heating 1 Total Sub- Sytem Diffuer Juice Clarification Syrup Treatment Evaporator ,276 TOTAL 378 2,761 3,139 1 It i conidered the reduction of cot due the production of vapor and/or condenate that are ued in other part of the factory. A it can be een at Table 8 and 9, after the thermoeconomic optimization performed, a reduction of the total cot wa obtained in each ub-ytem when compared with the bae cae. The invetment in equipment increaed, a heating team of lower quality i ued at the heater, requiring higher urface of heat exchange. On the other hand the reduction of conumed team cot compenate it invetment in new heater and the total cot decreae for each ub-ytem. Table 9. Cot for the optimized cae. Sub-ytem Equipment Heating 1 Total Sub- Sytem Diffuer Juice Clarification Syrup Treatment Evaporator ,053 TOTAL 465 2,189 2,654 1 It i conidered the reduction of cot due the production of vapour and/or condenate that are ued in other part of the factory The higher reduction of cot wa obtained at the evaporation ytem with a difference of 222 R$/h between the bae and optimized cae. Thi repreent 17% of economy in thi ub-ytem and 46% of the total cot reduction obtained. The economy wa reached mainly due the reduction of exhauted team conumed at the firt effect that decreaed 14,3 kg/ or 10%. The clarification that contribute with 29% of the total reduction cot, decreaed it cot in 14% or 140 R$/h. The ue of vapour from the 1 t, 2 nd, 3 rd and 4 th effect reduced it total cot coniderably, even with the increae of invetment in heater that were more than 4 time that one of the bae cae. The optimization at the diffuer reduced 20% of the total cot ubtituting the ue of V1 in the bae cae for V2 in the optimized one and the yrup treatment contributed with 5% of the total reduction. 5. CONCLUSIONS The thermoeconomic optimization preented in thi paper howed to be very ueful to analyze the cot generation on deigning the heater network and evaporation ytem of a ugar factory, looking for the minimum invetment and operation cot, chooing like that, the bet alternative for thermal integration of the factory. The evaporation ytem repreent the larget part of the total cot of the factory in thermal energy conumption. It invetment cot i ubtantially higher than the heater howing the importance of it optimum deign. Moreover it 575

8 produce the heating ource for the other ubytem, influencing their deign either. The optimization of the thermal energy conumption in ugar factorie can alo be important to evaluate the cot of proce team demand reduction. The deciion of bet the technology to be implemented in the cogeneration ytem depend of the quantity of team conumed by the proce and the analyi of both ytem mut be made together looking for the better alternative for the factory a a whole. ACKNOWLEDGEMENTS The author would like to acknowledge Uina Cruz Alta, Guarani and Santa Iabel engineer, technician and manager for available proce data and FAPESP, CAPES and CNPq for the financial upport to do thi tudy. 6. REFERENCES [1] UNICA União da Agroindútria Canavieira de São Paulo. Available at: [2] CONAB (2006) - Companhia Nacional de Abatecimento. Minitério da Agricultura Pecuária e Abatecimento. Cana de Açúcar Safra 2005/2006. Terceiro Levantamento - Dezembro Available at: [3] EES Engineering Equation Solver. F-Chart [4] Lozano. M. A. and Valero. A. Theory of the exergetic Cot. Energy. v.18. nº 9. pp [5] Soa-Arnao, J.H. and Nebra, S. A. Exergy of Sugar Cane Bagae. Proceeding of 14 th European Bioma Conference & Exhibition. Bioma for Energy, Indutry and Climate Protection October 2005, Pari France. [6] Szargut. J.. Morri. D.R.. Steward. F.R. Exergy Analyi if thermal. Chemical and Metallurgical Procee. Hemiphere Publihing Corporation. New York. USA p. [7] Tone Baloh. E. W. Energy Manual for Sugar Factorie. 2º Ed. Verlag Dr. Albert Barten. Berlin p. [8] Nebra. S.A. e Fernandez Parra. M.I The exergy of ucroe-water olution: propoal of a calculation method. Proceeding of ECOS th International Conference on Efficiency. Cot. Optimization. Simulation and Environmental. Trondheim. Norway June. [9] DEDINI S/A Indutria de Bae - Peronal Communication. July, [10] Uina Santa Iabel - Novo Horizonte, SP - Brazil. Peronal Communication. January, [11] Chauvel, A.; Fournier, G.; Raimbaut, C. Manuel d evaluation économique de procédé - Nouvelle Édition Revee et Augmentée. Edition Technip Pari, France. 488p. [12] Ulrich, G.D. Dieño y economía de lo proceo de ingeniería química [13] Zuckertechniker-Tachembuch, 7.Aufl., Berlin 1966, p. 250 apud Baloh, T. & Wittwer, E. Energy Manual for Sugar Factorie. 2 nd edition, Verlag Dr. Albert Barten, Berlin [14] Hugot, E. Handbook of Cane Sugar Engineering. 2 nd Ed. Elevier Publihing Company, Amterdam, [15] Uina Cruz Alta Olímpia, SP -Brazil. Peronal Communication. September, [16] Kadlec, P.; Bretchneider, R. ; Dandar, A.; The meaurement and the calculation of the phyical chemical propertie of waterugar olution, La Sucrerie Belge, Vol. 100, Feb. 1981; pp (In French). [17] Peacock, Stephen; Predicting phyical propertie of factory juice and yrup; International Sugar Journal, 1995, Vol. 97, No. 1162, pp [18] Van der Poel, P.W. Schiweck, H. and Schwartz, T. Sugar Technology. Beet and Cane Sugar Manufacture. Verlag Dr. Albert Barten, Berlin

PRESENTATION OF THE PROJECT ACTIVITY SCHEDULE

PRESENTATION OF THE PROJECT ACTIVITY SCHEDULE Newletter 1 A FEASIBLE PROCESS A SUSTAINABLE FUTURE. Welcome to the firt iue of the METABIORE- SOR (LIFE08 ENV/ES/000113) project wletter. The aim of thi wletter i to dieminate, on a regular bai, both

More information

International Journal of Heat and Mass Transfer

International Journal of Heat and Mass Transfer International Journal of Heat and Ma Tranfer 5 (9) 14 144 Content lit available at ScienceDirect International Journal of Heat and Ma Tranfer journal homepage: www.elevier.com/locate/ijhmt Technical Note

More information

CHARACTERISTICS OF WAITING LINE MODELS THE INDICATORS OF THE CUSTOMER FLOW MANAGEMENT SYSTEMS EFFICIENCY

CHARACTERISTICS OF WAITING LINE MODELS THE INDICATORS OF THE CUSTOMER FLOW MANAGEMENT SYSTEMS EFFICIENCY Annale Univeritati Apuleni Serie Oeconomica, 2(2), 200 CHARACTERISTICS OF WAITING LINE MODELS THE INDICATORS OF THE CUSTOMER FLOW MANAGEMENT SYSTEMS EFFICIENCY Sidonia Otilia Cernea Mihaela Jaradat 2 Mohammad

More information

Turbulent Mixing and Chemical Reaction in Stirred Tanks

Turbulent Mixing and Chemical Reaction in Stirred Tanks Turbulent Mixing and Chemical Reaction in Stirred Tank André Bakker Julian B. Faano Blend time and chemical product ditribution in turbulent agitated veel can be predicted with the aid of Computational

More information

Two Dimensional FEM Simulation of Ultrasonic Wave Propagation in Isotropic Solid Media using COMSOL

Two Dimensional FEM Simulation of Ultrasonic Wave Propagation in Isotropic Solid Media using COMSOL Excerpt from the Proceeding of the COMSO Conference 0 India Two Dimenional FEM Simulation of Ultraonic Wave Propagation in Iotropic Solid Media uing COMSO Bikah Ghoe *, Krihnan Balaubramaniam *, C V Krihnamurthy

More information

Acceleration-Displacement Crash Pulse Optimisation A New Methodology to Optimise Vehicle Response for Multiple Impact Speeds

Acceleration-Displacement Crash Pulse Optimisation A New Methodology to Optimise Vehicle Response for Multiple Impact Speeds Acceleration-Diplacement Crah Pule Optimiation A New Methodology to Optimie Vehicle Repone for Multiple Impact Speed D. Gildfind 1 and D. Ree 2 1 RMIT Univerity, Department of Aeropace Engineering 2 Holden

More information

Queueing systems with scheduled arrivals, i.e., appointment systems, are typical for frontal service systems,

Queueing systems with scheduled arrivals, i.e., appointment systems, are typical for frontal service systems, MANAGEMENT SCIENCE Vol. 54, No. 3, March 28, pp. 565 572 in 25-199 ein 1526-551 8 543 565 inform doi 1.1287/mnc.17.82 28 INFORMS Scheduling Arrival to Queue: A Single-Server Model with No-Show INFORMS

More information

DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS

DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS Chritopher V. Kopek Department of Computer Science Wake Foret Univerity Winton-Salem, NC, 2709 Email: kopekcv@gmail.com

More information

DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS. G. Chapman J. Cleese E. Idle

DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS. G. Chapman J. Cleese E. Idle DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS G. Chapman J. Cleee E. Idle ABSTRACT Content matching i a neceary component of any ignature-baed network Intruion Detection

More information

Heat transfer to or from a fluid flowing through a tube

Heat transfer to or from a fluid flowing through a tube Heat tranfer to or from a fluid flowing through a tube R. Shankar Subramanian A common ituation encountered by the chemical engineer i heat tranfer to fluid flowing through a tube. Thi can occur in heat

More information

How To Control A Power Plant With A Power Control System

How To Control A Power Plant With A Power Control System OVERVIEW Demand-controlled ventilation Leading edge product for demand-controlled ventilation! www.wegon.com Demand-controlled ventilation offer great comfort and low operating cot When the room i in ue,

More information

FEDERATION OF ARAB SCIENTIFIC RESEARCH COUNCILS

FEDERATION OF ARAB SCIENTIFIC RESEARCH COUNCILS Aignment Report RP/98-983/5/0./03 Etablihment of cientific and technological information ervice for economic and ocial development FOR INTERNAL UE NOT FOR GENERAL DITRIBUTION FEDERATION OF ARAB CIENTIFIC

More information

Optical Illusion. Sara Bolouki, Roger Grosse, Honglak Lee, Andrew Ng

Optical Illusion. Sara Bolouki, Roger Grosse, Honglak Lee, Andrew Ng Optical Illuion Sara Bolouki, Roger Groe, Honglak Lee, Andrew Ng. Introduction The goal of thi proect i to explain ome of the illuory phenomena uing pare coding and whitening model. Intead of the pare

More information

Report 4668-1b 30.10.2010. Measurement report. Sylomer - field test

Report 4668-1b 30.10.2010. Measurement report. Sylomer - field test Report 4668-1b Meaurement report Sylomer - field tet Report 4668-1b 2(16) Contet 1 Introduction... 3 1.1 Cutomer... 3 1.2 The ite and purpoe of the meaurement... 3 2 Meaurement... 6 2.1 Attenuation of

More information

Mixed Method of Model Reduction for Uncertain Systems

Mixed Method of Model Reduction for Uncertain Systems SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol 4 No June Mixed Method of Model Reduction for Uncertain Sytem N Selvaganean Abtract: A mixed method for reducing a higher order uncertain ytem to a table reduced

More information

SCM- integration: organiational, managerial and technological iue M. Caridi 1 and A. Sianei 2 Dipartimento di Economia e Produzione, Politecnico di Milano, Italy E-mail: maria.caridi@polimi.it Itituto

More information

A note on profit maximization and monotonicity for inbound call centers

A note on profit maximization and monotonicity for inbound call centers A note on profit maximization and monotonicity for inbound call center Ger Koole & Aue Pot Department of Mathematic, Vrije Univeriteit Amterdam, The Netherland 23rd December 2005 Abtract We conider an

More information

TIME SERIES ANALYSIS AND TRENDS BY USING SPSS PROGRAMME

TIME SERIES ANALYSIS AND TRENDS BY USING SPSS PROGRAMME TIME SERIES ANALYSIS AND TRENDS BY USING SPSS PROGRAMME RADMILA KOCURKOVÁ Sileian Univerity in Opava School of Buine Adminitration in Karviná Department of Mathematical Method in Economic Czech Republic

More information

Ideal Rankine Cycle T 1 2

Ideal Rankine Cycle T 1 2 Vapor Poer Cycle We kno that the Carnot cycle i mot efficient cycle operatg beteen to pecified temperature limit. Hoever; the Carnot cycle i not a uitable model for team poer cycle ce: he turbe ha to handle

More information

REDUCTION OF TOTAL SUPPLY CHAIN CYCLE TIME IN INTERNAL BUSINESS PROCESS OF REAMER USING DOE AND TAGUCHI METHODOLOGY. Abstract. 1.

REDUCTION OF TOTAL SUPPLY CHAIN CYCLE TIME IN INTERNAL BUSINESS PROCESS OF REAMER USING DOE AND TAGUCHI METHODOLOGY. Abstract. 1. International Journal of Advanced Technology & Engineering Reearch (IJATER) REDUCTION OF TOTAL SUPPLY CHAIN CYCLE TIME IN INTERNAL BUSINESS PROCESS OF REAMER USING DOE AND Abtract TAGUCHI METHODOLOGY Mr.

More information

INFORMATION Technology (IT) infrastructure management

INFORMATION Technology (IT) infrastructure management IEEE TRANSACTIONS ON CLOUD COMPUTING, VOL. 2, NO. 1, MAY 214 1 Buine-Driven Long-term Capacity Planning for SaaS Application David Candeia, Ricardo Araújo Santo and Raquel Lope Abtract Capacity Planning

More information

MATLAB/Simulink Based Modelling of Solar Photovoltaic Cell

MATLAB/Simulink Based Modelling of Solar Photovoltaic Cell MATLAB/Simulink Baed Modelling of Solar Photovoltaic Cell Tarak Salmi *, Mounir Bouzguenda **, Adel Gatli **, Ahmed Mamoudi * *Reearch Unit on Renewable Energie and Electric Vehicle, National Engineering

More information

Profitability of Loyalty Programs in the Presence of Uncertainty in Customers Valuations

Profitability of Loyalty Programs in the Presence of Uncertainty in Customers Valuations Proceeding of the 0 Indutrial Engineering Reearch Conference T. Doolen and E. Van Aken, ed. Profitability of Loyalty Program in the Preence of Uncertainty in Cutomer Valuation Amir Gandomi and Saeed Zolfaghari

More information

INTERACTIVE TOOL FOR ANALYSIS OF TIME-DELAY SYSTEMS WITH DEAD-TIME COMPENSATORS

INTERACTIVE TOOL FOR ANALYSIS OF TIME-DELAY SYSTEMS WITH DEAD-TIME COMPENSATORS INTERACTIVE TOOL FOR ANALYSIS OF TIMEDELAY SYSTEMS WITH DEADTIME COMPENSATORS Joé Lui Guzmán, Pedro García, Tore Hägglund, Sebatián Dormido, Pedro Alberto, Manuel Berenguel Dep. de Lenguaje y Computación,

More information

Chapter 10 Stocks and Their Valuation ANSWERS TO END-OF-CHAPTER QUESTIONS

Chapter 10 Stocks and Their Valuation ANSWERS TO END-OF-CHAPTER QUESTIONS Chapter Stoc and Their Valuation ANSWERS TO EN-OF-CHAPTER QUESTIONS - a. A proxy i a document giving one peron the authority to act for another, typically the power to vote hare of common toc. If earning

More information

Ohm s Law. Ohmic relationship V=IR. Electric Power. Non Ohmic devises. Schematic representation. Electric Power

Ohm s Law. Ohmic relationship V=IR. Electric Power. Non Ohmic devises. Schematic representation. Electric Power Ohm Law Ohmic relationhip V=IR Ohm law tate that current through the conductor i directly proportional to the voltage acro it if temperature and other phyical condition do not change. In many material,

More information

Towards Control-Relevant Forecasting in Supply Chain Management

Towards Control-Relevant Forecasting in Supply Chain Management 25 American Control Conference June 8-1, 25. Portland, OR, USA WeA7.1 Toward Control-Relevant Forecating in Supply Chain Management Jay D. Schwartz, Daniel E. Rivera 1, and Karl G. Kempf Control Sytem

More information

A Spam Message Filtering Method: focus on run time

A Spam Message Filtering Method: focus on run time , pp.29-33 http://dx.doi.org/10.14257/atl.2014.76.08 A Spam Meage Filtering Method: focu on run time Sin-Eon Kim 1, Jung-Tae Jo 2, Sang-Hyun Choi 3 1 Department of Information Security Management 2 Department

More information

ES-7A Thermodynamics HW 5: 5-62, 81, 96, 134; 7-29, 40, 42, 67, 71, 106 Spring 2003 Page 1 of 7

ES-7A Thermodynamics HW 5: 5-62, 81, 96, 134; 7-29, 40, 42, 67, 71, 106 Spring 2003 Page 1 of 7 ES-7A hermodynamic HW 5: 5-6, 8, 96, 34; 7-9, 4, 4, 67, 7, 6 Sring 3 Page of 7 5-6 Heat Pum Given: A heat um i ued to maintain a houe at 3 C. he houe loe heat to the outide at a rate of 6, kj/h, and the

More information

σ m using Equation 8.1 given that σ

σ m using Equation 8.1 given that σ 8. Etimate the theoretical fracture trength of a brittle material if it i known that fracture occur by the propagation of an elliptically haped urface crack of length 0.8 mm and having a tip radiu of curvature

More information

Engineering Bernoulli Equation

Engineering Bernoulli Equation Engineering Bernoulli Equation R. Shankar Subramanian Department of Chemical and Biomolecular Engineering Clarkon Univerity The Engineering Bernoulli equation can be derived from the principle of conervation

More information

Assessing the Discriminatory Power of Credit Scores

Assessing the Discriminatory Power of Credit Scores Aeing the Dicriminatory Power of Credit Score Holger Kraft 1, Gerald Kroiandt 1, Marlene Müller 1,2 1 Fraunhofer Intitut für Techno- und Wirtchaftmathematik (ITWM) Gottlieb-Daimler-Str. 49, 67663 Kaierlautern,

More information

Office of Tax Analysis U.S. Department of the Treasury. A Dynamic Analysis of Permanent Extension of the President s Tax Relief

Office of Tax Analysis U.S. Department of the Treasury. A Dynamic Analysis of Permanent Extension of the President s Tax Relief Office of Tax Analyi U.S. Department of the Treaury A Dynamic Analyi of Permanent Extenion of the Preident Tax Relief July 25, 2006 Executive Summary Thi Report preent a detailed decription of Treaury

More information

GUIDELINE FOR FIELD TESTING OF GAS TURBINE AND CENTRIFUGAL COMPRESSOR PERFORMANCE

GUIDELINE FOR FIELD TESTING OF GAS TURBINE AND CENTRIFUGAL COMPRESSOR PERFORMANCE GUIDELINE FOR FIELD TESTING OF GAS TURBINE AND CENTRIFUGAL COMPRESSOR PERFORMANCE RELEASE.0 Augut 006 Ga Machinery Reearch Council Southwet Reearch Intitute Thi page i intentionally left blank. GUIDELINE

More information

A New Optimum Jitter Protection for Conversational VoIP

A New Optimum Jitter Protection for Conversational VoIP Proc. Int. Conf. Wirele Commun., Signal Proceing (Nanjing, China), 5 pp., Nov. 2009 A New Optimum Jitter Protection for Converational VoIP Qipeng Gong, Peter Kabal Electrical & Computer Engineering, McGill

More information

Bi-Objective Optimization for the Clinical Trial Supply Chain Management

Bi-Objective Optimization for the Clinical Trial Supply Chain Management Ian David Lockhart Bogle and Michael Fairweather (Editor), Proceeding of the 22nd European Sympoium on Computer Aided Proce Engineering, 17-20 June 2012, London. 2012 Elevier B.V. All right reerved. Bi-Objective

More information

Support Vector Machine Based Electricity Price Forecasting For Electricity Markets utilising Projected Assessment of System Adequacy Data.

Support Vector Machine Based Electricity Price Forecasting For Electricity Markets utilising Projected Assessment of System Adequacy Data. The Sixth International Power Engineering Conference (IPEC23, 27-29 November 23, Singapore Support Vector Machine Baed Electricity Price Forecating For Electricity Maret utiliing Projected Aement of Sytem

More information

Morningstar Fixed Income Style Box TM Methodology

Morningstar Fixed Income Style Box TM Methodology Morningtar Fixed Income Style Box TM Methodology Morningtar Methodology Paper Augut 3, 00 00 Morningtar, Inc. All right reerved. The information in thi document i the property of Morningtar, Inc. Reproduction

More information

Project Management Basics

Project Management Basics Project Management Baic A Guide to undertanding the baic component of effective project management and the key to ucce 1 Content 1.0 Who hould read thi Guide... 3 1.1 Overview... 3 1.2 Project Management

More information

A Note on Profit Maximization and Monotonicity for Inbound Call Centers

A Note on Profit Maximization and Monotonicity for Inbound Call Centers OPERATIONS RESEARCH Vol. 59, No. 5, September October 2011, pp. 1304 1308 in 0030-364X ein 1526-5463 11 5905 1304 http://dx.doi.org/10.1287/opre.1110.0990 2011 INFORMS TECHNICAL NOTE INFORMS hold copyright

More information

ME 24-221 THERMODYNAMICS I

ME 24-221 THERMODYNAMICS I Solution to extra problem in chapter 8 Noember 9, 000 Fall 000 J. Murthy ME 4- HERMODYNAMICS I 8.5 Water i ued a the working fluid in a Carnot cycle heat engine, where it change from aturated liquid to

More information

Efficient Pricing and Insurance Coverage in Pharmaceutical Industry when the Ability to Pay Matters

Efficient Pricing and Insurance Coverage in Pharmaceutical Industry when the Ability to Pay Matters ömmföäfläafaäflaflafla fffffffffffffffffffffffffffffffffff Dicuion Paper Efficient Pricing and Inurance Coverage in Pharmaceutical Indutry when the Ability to Pay Matter Vea Kanniainen Univerity of Helinki,

More information

Apigee Edge: Apigee Cloud vs. Private Cloud. Evaluating deployment models for API management

Apigee Edge: Apigee Cloud vs. Private Cloud. Evaluating deployment models for API management Apigee Edge: Apigee Cloud v. Private Cloud Evaluating deployment model for API management Table of Content Introduction 1 Time to ucce 2 Total cot of ownerhip 2 Performance 3 Security 4 Data privacy 4

More information

Module 8. Three-phase Induction Motor. Version 2 EE IIT, Kharagpur

Module 8. Three-phase Induction Motor. Version 2 EE IIT, Kharagpur Module 8 Three-phae Induction Motor Verion EE IIT, Kharagpur Leon 33 Different Type of Starter for Induction Motor (IM Verion EE IIT, Kharagpur Inructional Objective Need of uing arter for Induction motor

More information

Utility-Based Flow Control for Sequential Imagery over Wireless Networks

Utility-Based Flow Control for Sequential Imagery over Wireless Networks Utility-Baed Flow Control for Sequential Imagery over Wirele Networ Tomer Kihoni, Sara Callaway, and Mar Byer Abtract Wirele enor networ provide a unique et of characteritic that mae them uitable for building

More information

BUILT-IN DUAL FREQUENCY ANTENNA WITH AN EMBEDDED CAMERA AND A VERTICAL GROUND PLANE

BUILT-IN DUAL FREQUENCY ANTENNA WITH AN EMBEDDED CAMERA AND A VERTICAL GROUND PLANE Progre In Electromagnetic Reearch Letter, Vol. 3, 51, 08 BUILT-IN DUAL FREQUENCY ANTENNA WITH AN EMBEDDED CAMERA AND A VERTICAL GROUND PLANE S. H. Zainud-Deen Faculty of Electronic Engineering Menoufia

More information

A DYNAMIC SIMULATION MODEL OF REVERSE OSMOSIS DESALINATION SYSTEMS

A DYNAMIC SIMULATION MODEL OF REVERSE OSMOSIS DESALINATION SYSTEMS A DYNAMIC SIMULATION MODEL OF REVERSE OSMOSIS DESALINATION SYSTEMS Chen-Jen Lee, You-Syuan Chen and Gow-Bin Wang Department of Chemical and Material Engineering / Green Technology Reearch Center Chang

More information

COMPANY BALANCE MODELS AND THEIR USE FOR PROCESS MANAGEMENT

COMPANY BALANCE MODELS AND THEIR USE FOR PROCESS MANAGEMENT COMPANY BALANCE MODELS AND THEIR USE FOR PROCESS MANAGEMENT Mária Mišanková INTRODUCTION Balance model i in general tem of equation motl linear and the goal i to find value of required quantit from pecified

More information

A Resolution Approach to a Hierarchical Multiobjective Routing Model for MPLS Networks

A Resolution Approach to a Hierarchical Multiobjective Routing Model for MPLS Networks A Reolution Approach to a Hierarchical Multiobjective Routing Model for MPLS Networ Joé Craveirinha a,c, Rita Girão-Silva a,c, João Clímaco b,c, Lúcia Martin a,c a b c DEEC-FCTUC FEUC INESC-Coimbra International

More information

MSc Financial Economics: International Finance. Bubbles in the Foreign Exchange Market. Anne Sibert. Revised Spring 2013. Contents

MSc Financial Economics: International Finance. Bubbles in the Foreign Exchange Market. Anne Sibert. Revised Spring 2013. Contents MSc Financial Economic: International Finance Bubble in the Foreign Exchange Market Anne Sibert Revied Spring 203 Content Introduction................................................. 2 The Mone Market.............................................

More information

A Life Contingency Approach for Physical Assets: Create Volatility to Create Value

A Life Contingency Approach for Physical Assets: Create Volatility to Create Value A Life Contingency Approach for Phyical Aet: Create Volatility to Create Value homa Emil Wendling 2011 Enterprie Rik Management Sympoium Society of Actuarie March 14-16, 2011 Copyright 2011 by the Society

More information

January 21, 2015. Abstract

January 21, 2015. Abstract T S U I I E P : T R M -C S J. R January 21, 2015 Abtract Thi paper evaluate the trategic behavior of a monopolit to influence environmental policy, either with taxe or with tandard, comparing two alternative

More information

Name: SID: Instructions

Name: SID: Instructions CS168 Fall 2014 Homework 1 Aigned: Wedneday, 10 September 2014 Due: Monday, 22 September 2014 Name: SID: Dicuion Section (Day/Time): Intruction - Submit thi homework uing Pandagrader/GradeScope(http://www.gradecope.com/

More information

Bundled Discounts: Strategic Substitutes or Complements?

Bundled Discounts: Strategic Substitutes or Complements? Bundled Dicount: Strategic Subtitute or Complement? Duarte Brito y Univeridade Nova de Liboa and CEFGE-UE Helder Vaconcelo z Faculdade de Economia, Univeridade do Porto, CEF.UP and CEPR June 2, 24 btract

More information

ASHRAE Journal July 2002 33

ASHRAE Journal July 2002 33 Copyright 2002, Aerican ociety of Heating, Refrigerating and Air-Conditioning Engineer, Inc. (www.ahrae.org). Reprinted by periion fro AHRAE Journal, July 2002. Thi article ay not be copied nor ditributed

More information

Capital Investment. Decisions: An Overview Appendix. Introduction. Analyzing Cash Flows for Present Value Analysis

Capital Investment. Decisions: An Overview Appendix. Introduction. Analyzing Cash Flows for Present Value Analysis f. Capital Invetment Deciion: An Overview Appendix Introduction Capital invetment deciion are the reponibility of manager of invetment center (ee Chapter 12). The analyi of capital invetment deciion i

More information

A technical guide to 2014 key stage 2 to key stage 4 value added measures

A technical guide to 2014 key stage 2 to key stage 4 value added measures A technical guide to 2014 key tage 2 to key tage 4 value added meaure CONTENTS Introduction: PAGE NO. What i value added? 2 Change to value added methodology in 2014 4 Interpretation: Interpreting chool

More information

Wireless and Battery-less Sensor Using RF Energy Harvesting

Wireless and Battery-less Sensor Using RF Energy Harvesting DOI.56/etc4/. Wirele and Battery-le Senor Uing RF Energy Harveting Chritian Merz, Gerald Kupri, Maximilian Niedernhuber 3 Deggendorf Intitute of Technology, Edlmairtr. 6 + 8, 94469 Deggendorf, Germany

More information

How Enterprises Can Build Integrated Digital Marketing Experiences Using Drupal

How Enterprises Can Build Integrated Digital Marketing Experiences Using Drupal How Enterprie Can Build Integrated Digital Marketing Experience Uing Drupal acquia.com 888.922.7842 1.781.238.8600 25 Corporate Drive, Burlington, MA 01803 How Enterprie Can Build Integrated Digital Marketing

More information

The Cash Flow Statement: Problems with the Current Rules

The Cash Flow Statement: Problems with the Current Rules A C C O U N T I N G & A U D I T I N G accounting The Cah Flow Statement: Problem with the Current Rule By Neii S. Wei and Jame G.S. Yang In recent year, the tatement of cah flow ha received increaing attention

More information

Pipe Flow Calculations

Pipe Flow Calculations Pipe Flow Calculation R. Shankar Subramanian epartment o Chemical and Biomolecular Engineering Clarkon Univerity We begin with ome reult that we hall ue when making riction lo calculation or teady, ully

More information

Boiler Calculations. Helsinki University of Technology Department of Mechanical Engineering. Sebastian Teir, Antto Kulla

Boiler Calculations. Helsinki University of Technology Department of Mechanical Engineering. Sebastian Teir, Antto Kulla Helsinki University of Technology Department of Mechanical Engineering Energy Engineering and Environmental Protection Publications Steam Boiler Technology ebook Espoo 2002 Boiler Calculations Sebastian

More information

EXPERIMENT 11 CONSOLIDATION TEST

EXPERIMENT 11 CONSOLIDATION TEST 119 EXPERIMENT 11 CONSOLIDATION TEST Purpoe: Thi tet i performed to determine the magnitude and rate of volume decreae that a laterally confined oil pecimen undergoe when ubjected to different vertical

More information

Economic impact of inter mega city high speed train

Economic impact of inter mega city high speed train Economic impact of inter mega city high peed train Uing by Spatial CGE model By Atuhi KOIKE (Kobe Univerity) What i Spatial CGE model? Evaluation Reult of HSR Recent Topic Detailed Spatial Dimenion Dynamic

More information

1. Introduction. C. Camisullis 1, V. Giard 2, G. Mendy-Bilek 3

1. Introduction. C. Camisullis 1, V. Giard 2, G. Mendy-Bilek 3 Proceeding of the 3 rd International Conference on Information Sytem, Logitic and Supply Chain Creating value through green upply chain ILS 2010 Caablanca (Morocco), April 14-16 The right information to

More information

Mobile Network Configuration for Large-scale Multimedia Delivery on a Single WLAN

Mobile Network Configuration for Large-scale Multimedia Delivery on a Single WLAN Mobile Network Configuration for Large-cale Multimedia Delivery on a Single WLAN Huigwang Je, Dongwoo Kwon, Hyeonwoo Kim, and Hongtaek Ju Dept. of Computer Engineering Keimyung Univerity Daegu, Republic

More information

Despeckling Synthetic Aperture Radar Images with Cloud Computing using Graphics Processing Units

Despeckling Synthetic Aperture Radar Images with Cloud Computing using Graphics Processing Units Depeckling Synthetic Aperture Radar Image with Cloud Computing uing Graphic Proceing Unit Matej Keneman 1, Dušan Gleich, Amor Chowdhury 1 1 Margento R & D d.o.o., Gopovetka ceta 84, Maribor, Slovenia matej.keneman@gmail.com

More information

Progress 8 measure in 2016, 2017, and 2018. Guide for maintained secondary schools, academies and free schools

Progress 8 measure in 2016, 2017, and 2018. Guide for maintained secondary schools, academies and free schools Progre 8 meaure in 2016, 2017, and 2018 Guide for maintained econdary chool, academie and free chool July 2016 Content Table of figure 4 Summary 5 A ummary of Attainment 8 and Progre 8 5 Expiry or review

More information

Solution of the Heat Equation for transient conduction by LaPlace Transform

Solution of the Heat Equation for transient conduction by LaPlace Transform Solution of the Heat Equation for tranient conduction by LaPlace Tranform Thi notebook ha been written in Mathematica by Mark J. McCready Profeor and Chair of Chemical Engineering Univerity of Notre Dame

More information

Software Engineering Management: strategic choices in a new decade

Software Engineering Management: strategic choices in a new decade Software Engineering : trategic choice in a new decade Barbara Farbey & Anthony Finkeltein Univerity College London, Department of Computer Science, Gower St. London WC1E 6BT, UK {b.farbey a.finkeltein}@ucl.ac.uk

More information

APEC Environmental Goods and Services Work Program

APEC Environmental Goods and Services Work Program APEC Environmental Good and Service In Sydney in 2007 APEC Leader committed, through wide-ranging and ambitiou action, a et out in the Sydney Action Agenda, to enuring the energy need of the economie whilt

More information

Four Ways Companies Can Use Open Source Social Publishing Tools to Enhance Their Business Operations

Four Ways Companies Can Use Open Source Social Publishing Tools to Enhance Their Business Operations Four Way Companie Can Ue Open Source Social Publihing Tool to Enhance Their Buine Operation acquia.com 888.922.7842 1.781.238.8600 25 Corporate Drive, Burlington, MA 01803 Four Way Companie Can Ue Open

More information

Design Capacities for Oriented Strand Board

Design Capacities for Oriented Strand Board Deign Capacitie for Oriented Strand Board Alloale Stre Deign (ASD) The deign value in thi document correpond ith thoe pulihed in the 005 edition of the AF&PA American Wood Council Alloale Stre Deign (ASD)/RFD

More information

Laureate Network Products & Services Copyright 2013 Laureate Education, Inc.

Laureate Network Products & Services Copyright 2013 Laureate Education, Inc. Laureate Network Product & Service Copyright 2013 Laureate Education, Inc. KEY Coure Name Laureate Faculty Development...3 Laureate Englih Program...9 Language Laureate Signature Product...12 Length Laureate

More information

CASE STUDY BRIDGE. www.future-processing.com

CASE STUDY BRIDGE. www.future-processing.com CASE STUDY BRIDGE TABLE OF CONTENTS #1 ABOUT THE CLIENT 3 #2 ABOUT THE PROJECT 4 #3 OUR ROLE 5 #4 RESULT OF OUR COLLABORATION 6-7 #5 THE BUSINESS PROBLEM THAT WE SOLVED 8 #6 CHALLENGES 9 #7 VISUAL IDENTIFICATION

More information

Queueing Models for Multiclass Call Centers with Real-Time Anticipated Delays

Queueing Models for Multiclass Call Centers with Real-Time Anticipated Delays Queueing Model for Multicla Call Center with Real-Time Anticipated Delay Oualid Jouini Yve Dallery Zeynep Akşin Ecole Centrale Pari Koç Univerity Laboratoire Génie Indutriel College of Adminitrative Science

More information

Return on Investment and Effort Expenditure in the Software Development Environment

Return on Investment and Effort Expenditure in the Software Development Environment International Journal of Applied Information ytem (IJAI) IN : 2249-0868 Return on Invetment and Effort Expenditure in the oftware Development Environment Dineh Kumar aini Faculty of Computing and IT, ohar

More information

Design Capacities for Structural Plywood

Design Capacities for Structural Plywood Deign Capacitie for Structural Plyood Alloale Stre Deign (ASD) The deign value in thi document correpond ith thoe pulihed in the 005 edition of the AF&PA American Wood Council Alloale Stre Deign (ASD)/RFD

More information

Performance of Multiple TFRC in Heterogeneous Wireless Networks

Performance of Multiple TFRC in Heterogeneous Wireless Networks Performance of Multiple TFRC in Heterogeneou Wirele Network 1 Hyeon-Jin Jeong, 2 Seong-Sik Choi 1, Firt Author Computer Engineering Department, Incheon National Univerity, oaihjj@incheon.ac.kr *2,Correponding

More information

Massachusetts Institute of Technology Department of Electrical Engineering and Computer Science

Massachusetts Institute of Technology Department of Electrical Engineering and Computer Science aachuett Intitute of Technology Department of Electrical Engineering and Computer Science 6.685 Electric achinery Cla Note 10: Induction achine Control and Simulation c 2003 Jame L. Kirtley Jr. 1 Introduction

More information

TRADING rules are widely used in financial market as

TRADING rules are widely used in financial market as Complex Stock Trading Strategy Baed on Particle Swarm Optimization Fei Wang, Philip L.H. Yu and David W. Cheung Abtract Trading rule have been utilized in the tock market to make profit for more than a

More information

2. METHOD DATA COLLECTION

2. METHOD DATA COLLECTION Key to learning in pecific ubject area of engineering education an example from electrical engineering Anna-Karin Cartenen,, and Jonte Bernhard, School of Engineering, Jönköping Univerity, S- Jönköping,

More information

Partial optimal labeling search for a NP-hard subclass of (max,+) problems

Partial optimal labeling search for a NP-hard subclass of (max,+) problems Partial optimal labeling earch for a NP-hard ubcla of (max,+) problem Ivan Kovtun International Reearch and Training Center of Information Technologie and Sytem, Kiev, Uraine, ovtun@image.iev.ua Dreden

More information

Review of Multiple Regression Richard Williams, University of Notre Dame, http://www3.nd.edu/~rwilliam/ Last revised January 13, 2015

Review of Multiple Regression Richard Williams, University of Notre Dame, http://www3.nd.edu/~rwilliam/ Last revised January 13, 2015 Review of Multiple Regreion Richard William, Univerity of Notre Dame, http://www3.nd.edu/~rwilliam/ Lat revied January 13, 015 Aumption about prior nowledge. Thi handout attempt to ummarize and yntheize

More information

Manual of Weighing Applications. Part 1. Density

Manual of Weighing Applications. Part 1. Density Manual of Weighing Application Part 1 Denity Foreword In many common area of application, a weighing intrument or the weight it meaure i jut a mean to an end: The value that i actually ought i calculated

More information

Bob York. Simple FET DC Bias Circuits

Bob York. Simple FET DC Bias Circuits Bob York Simple FET DC Bia Circuit Loa-Line an Q-point Conier the effect of a rain reitor in the comnon-ource configuration: Smaller + g D out KL: Thi i the equation of a line that can be uperimpoe on

More information

Humidity Fixed Points of Binary Saturated Aqueous Solutions

Humidity Fixed Points of Binary Saturated Aqueous Solutions JOURNAL OF RESEARCH of the National Bureau of Standard-A. Phyic and Chemitry Vol. 81 A, No. 1, January-February 1977 Humidity Fixed Point of Binary Saturated Aqueou Solution Lewi Greenpan Intitute for

More information

Three Phase Theory - Professor J R Lucas

Three Phase Theory - Professor J R Lucas Three Phae Theory - Profeor J Luca A you are aware, to tranit power with ingle phae alternating current, we need two wire live wire and neutral. However you would have een that ditribution line uually

More information

Delft. Matlab and Simulink for Modeling and Control. Robert Babuška and Stefano Stramigioli. November 1999

Delft. Matlab and Simulink for Modeling and Control. Robert Babuška and Stefano Stramigioli. November 1999 Matlab and Simulink for Modeling and Control Robert Babuška and Stefano Stramigioli November 999 Delft Delft Univerity of Technology Control Laboratory Faculty of Information Technology and Sytem Delft

More information

MBA 570x Homework 1 Due 9/24/2014 Solution

MBA 570x Homework 1 Due 9/24/2014 Solution MA 570x Homework 1 Due 9/24/2014 olution Individual work: 1. Quetion related to Chapter 11, T Why do you think i a fund of fund market for hedge fund, but not for mutual fund? Anwer: Invetor can inexpenively

More information

SELF-MANAGING PERFORMANCE IN APPLICATION SERVERS MODELLING AND DATA ARCHITECTURE

SELF-MANAGING PERFORMANCE IN APPLICATION SERVERS MODELLING AND DATA ARCHITECTURE SELF-MANAGING PERFORMANCE IN APPLICATION SERVERS MODELLING AND DATA ARCHITECTURE RAVI KUMAR G 1, C.MUTHUSAMY 2 & A.VINAYA BABU 3 1 HP Bangalore, Reearch Scholar JNTUH, Hyderabad, India, 2 Yahoo, Bangalore,

More information

Mathematical Modeling of Molten Slag Granulation Using a Spinning Disk Atomizer (SDA)

Mathematical Modeling of Molten Slag Granulation Using a Spinning Disk Atomizer (SDA) Mathematical Modeling of Molten Slag Granulation Uing a Spinning Dik Atomizer (SDA) Hadi Purwanto and Tomohiro Akiyama Center for Advanced Reearch of Energy Converion Material, Hokkaido Univerity Kita

More information

Exposure Metering Relating Subject Lighting to Film Exposure

Exposure Metering Relating Subject Lighting to Film Exposure Expoure Metering Relating Subject Lighting to Film Expoure By Jeff Conrad A photographic expoure meter meaure ubject lighting and indicate camera etting that nominally reult in the bet expoure of the film.

More information

Redesigning Ratings: Assessing the Discriminatory Power of Credit Scores under Censoring

Redesigning Ratings: Assessing the Discriminatory Power of Credit Scores under Censoring Redeigning Rating: Aeing the Dicriminatory Power of Credit Score under Cenoring Holger Kraft, Gerald Kroiandt, Marlene Müller Fraunhofer Intitut für Techno- und Wirtchaftmathematik (ITWM) Thi verion: June

More information

QUANTIFYING THE BULLWHIP EFFECT IN THE SUPPLY CHAIN OF SMALL-SIZED COMPANIES

QUANTIFYING THE BULLWHIP EFFECT IN THE SUPPLY CHAIN OF SMALL-SIZED COMPANIES Sixth LACCEI International Latin American and Caribbean Conference for Engineering and Technology (LACCEI 2008) Partnering to Succe: Engineering, Education, Reearch and Development June 4 June 6 2008,

More information

Laboratory Evidence for Surface Nucleation of Solid Polar Stratospheric Cloud Particles

Laboratory Evidence for Surface Nucleation of Solid Polar Stratospheric Cloud Particles 10238 J. Phy. Chem. A 2002, 106, 10238-10246 Laboratory Evidence for Surface Nucleation of Solid Polar Stratopheric Cloud Particle A. Tabazadeh,*, Y. S. Djikaev, P. Hamill, and H. Rei NASA Ame Reearch

More information

Socially Optimal Pricing of Cloud Computing Resources

Socially Optimal Pricing of Cloud Computing Resources Socially Optimal Pricing of Cloud Computing Reource Ihai Menache Microoft Reearch New England Cambridge, MA 02142 t-imena@microoft.com Auman Ozdaglar Laboratory for Information and Deciion Sytem Maachuett

More information

How To Understand The Hort Term Power Market

How To Understand The Hort Term Power Market Short-term allocation of ga network and ga-electricity input forecloure Miguel Vazquez a,, Michelle Hallack b a Economic Intitute (IE), Federal Univerity of Rio de Janeiro (UFRJ) b Economic Department,

More information

Senior Thesis. Horse Play. Optimal Wagers and the Kelly Criterion. Author: Courtney Kempton. Supervisor: Professor Jim Morrow

Senior Thesis. Horse Play. Optimal Wagers and the Kelly Criterion. Author: Courtney Kempton. Supervisor: Professor Jim Morrow Senior Thei Hore Play Optimal Wager and the Kelly Criterion Author: Courtney Kempton Supervior: Profeor Jim Morrow June 7, 20 Introduction The fundamental problem in gambling i to find betting opportunitie

More information

MANAGING DATA REPLICATION IN MOBILE AD- HOC NETWORK DATABASES (Invited Paper) *

MANAGING DATA REPLICATION IN MOBILE AD- HOC NETWORK DATABASES (Invited Paper) * MANAGING DATA REPLICATION IN MOBILE AD- HOC NETWORK DATABASES (Invited Paper) * Praanna Padmanabhan School of Computer Science The Univerity of Oklahoma Norman OK, USA praannap@yahoo-inc.com Dr. Le Gruenwald

More information