Inter-vehicle Communications for Merging Control

Size: px
Start display at page:

Download "Inter-vehicle Communications for Merging Control"

Transcription

1 Inter-vehice Communications for Merging Contro Takeshi Sakaguchi tsuya Uno Sadayuki Tsugawa Mechanica Eng. Lab. University of Tsukuba Mechanica Eng. Lab. IST, MITI Graduate Schoo IST, MITI Namiki 1-2, Tsukuba, Ibaraki, Namiki 1-2, Tsukuba, Ibaraki, Namiki 1-2, Tsukuba, Ibaraki, , JPN , JPN , JPN bstract This paper proposes a data transmission agorithm over inter-vehice communications and a merging contro agorithm, and describes the simuation studies and experiments using autonomous mobie robots with wireess LN for the evauation of the feasibiity of the data transmission and merging contro agorithms. The merging contro agorithm uses a virtua vehice which is generated by mapping a vehice on a main ane or a ramp in order to achieve ongitudina contro between a vehice at a ramp and one on a main ane. The resuts of the simuations show the efficiency of the data transmission and the feasibiity of the merging contro using this agorithm. This agorithm was impemented in autonomous mobie robots with a contro system and an on-board communications system using wireess LN for the evauation. I. INTRODUCTION Merging contro of vehices on highways woud contribute greaty to increase safety and to decrease congestion. Vehice contro is needed when a vehice merges into a patoon or changes anes. Inter-vehice communications is a indispensabe technoogy when the driver support and vehice contro probems are deat with under transitiona states incuding cooperative driving between more than one ane, cutting in a patoon and merging at a ramp. Much research on intervehice communications has been conducted from a communications point of view, but there is few research from a vehice contro point of view [1]. This paper proposes a data transmission agorithm over inter-vehice communications and a merging contro agorithm, and describes the simuation studies and experiments using autonomous mobie robots with wireess LN for the evauation of the feasibiity of the data transmission and merging contro agorithms. The merging contro agorithm uses a virtua vehice which is generated by mapping a vehice on a main ane or a ramp in order to achieve ongitudina contro between a vehice at a ramp and one on a main ane [2]. Vehice-vehice communications or vehice-road-vehice communications is necessary for this method. This paper aso deas with communications among vehices in an ony patoon. pure LOH method can be utiized for data transmission among vehices in a patoon, but a fast transmission rate is needed in order to transmit precise information among vehices in the vicinity taking account of vehice contro into consideration. In genera it is effective to use a timedivision mutipexing (TDM) method [3] or a round robin method in order to avoid coision and interference of packets during the communications. Each method transmits data sequentiay between two vehices. In the TDM method the maximum number of vehices in a patoon has to be fixed in advance to design the sots. This is a probem from the communications efficiency point of view. This paper proposes a data transmission agorithm that the sequence of transmission changes dynamicay adapting the number of vehices in a patoon based on a round robin method. This method can be appied to when another vehice breaks in the patoon. When the number of vehices increases, the channes for the vehice-vehice communications aso increase. This is a probem from a traffic point of view. When there are many patoons, patoon-patoon communications are effective, because it wi reduce the channes. twoayer system for inter-vehice communications is aso proposed in this paper. This system has the intrapatoon communications (vehice-vehice communications in a patoon) and the inter-patoon communications L C Fig.1. Communications of merging

2 (patoon-patoon communications). The resuts of the simuations show the efficiency of the data transmission and the feasibiity of the merging contro, when a patoon consists of ten vehices, the transmission rate is three times as efficient as a conventiona method. This agorithm was impemented in autonomous mobie robots with a contro system and an on-board communications system using wireess LN for the evauation. II. COMMUNICTIONS LGORITHM Inter-vehice communications that is essentia in merging contro can be cassified into vehice-vehice communications in a patoon (intra-patoon communications) and patoon-patoon communications (inter-patoon communications). data transmission agorithm in the intrapatoon communications is presented here, foowed by some consideration on the inter-patoon communications.. Intra-patoon communications The transmission rate must be fast enough in order to contro vehices with precise information on vehices in the neighborhood. pure LOH method can be utiized for data transmission among vehices in a patoon, but generay it is more effective to use a time-division mutipexing (TDM) method or a round robin method than the pure LOH method in order to avoid coision and interference of packets during communications. Each of the TDM method and the round robin method sequentiay transmits data between two vehices. TDM method, however, requires to decide the maximum number of vehices in a patoon in advance to prepare the sots. This may cause a probem from a communications efficiency point of view. In order to avoid the probem, a new data transmission agorithm for the inter-vehice communications is proposed here. It is assumed that an omni-directiona medium is empoyed. The agorithm is featured by that the sequence of data transmission from a vehice to another one is not based on the physica sequence of vehices in a patoon but on the identification numbering to vehices in a patoon. It is a round-robin method. The agorithm appied to vehices in a patoon under a steady state wi be expained, foowed by that when a new vehice joins the patoon. gorithm under steady state Data transmission under steady state is performed aong a ring of the vehices in a patoon. Here the patoon is defined as vehices inked with the inter-vehice communications. Each vehice in a patoon is assigned a transmission sequence which is not based on its position within a patoon. In addition, each vehice recognizes its own vehice identification (ID) number and the number of vehices in a patoon (Fig.2). t time j, Vehice i transmits data to Vehice i + 1 for data transmission and to Vehice i 1 for acknowedgement. t time j + 1, in tern, Vehice i +1 transmits data received from Vehice i and modified at Vehice i + 1 to Vehice i + 2 and aso to Vehice i. The ast Vehice n transmits data to Vehice 1 and to Vehice n 1. The data transmission is efficient when compared with the TDM method, and has foowing advantages: Each Vehice does not need to synchronize with every other vehice. There is no deay in waiting to transmit data. Transmitting time is not fixed, but in proportion to data ength. gorithm on vehice joining When vehices are transmitting data under steady state, if a new vehice joined the ring, a data transmission coision woud occur. The agorithm wi be extended to appy to such a situation when there exists another vehice that wants to join the ring. fter Vehice i finishes the transmission and before Vehice i + 1 starts one, there is a gap named an interruption detective gap as shown in Fig.3, where a the vehices in the patoon are under a receiving mode and the joining vehice has a chance to join the patoon. fter the joining vehice detects a gap, it transmits its request to Vehices i and i+1, when Vehices i and i + 1 identify the joining vehice, a new ring starts and the sequence of the transmission wi be atered to the new sequence of Vehice i, the joining vehice, then Vehice i + 1. fter the joining vehice, whose new ID is i + 1, transmits data to Vehice i + 2, whose od ID was i+1, the new ring starts. The data transmission is fexibe enough to change the ring depending on the number of vehices and to accommodate a newy joining vehice with ease. i-1 i i+2 i+1 Fig.2. Transmission of data under a steady state 1 cyce (variabe) n interruption detective gap Fig.3. Interruption detective gap

3 Inter-Patoon Communication Intra-Patoon Communication Patoon Patoon Patoon C Fig.4: Two-ayer system for inter-vehice communications. Inter-patoon communications Patoons in the neighborhood can merge using ony the intra-patoon communications, but the necessary number of channes for inter-vehice communications rapidy increases as the number of vehices increases. When there are many patoons, each patoon needs to recognize the dynamic information of the other patoons. These may cause a probem from a traffic point of view. In order to avoid the probem, a method using inter-patoon communications is proposed here. The necessary number of channes When a patoon consisted of n vehices merges into another patoon consisted of m vehices, 2m n at the maximum channes are needed for inter-vehice communications in the two patoons. To reduce the number of the channes, the communications between patoons wi be repaced by that between the ead vehices in each patoon, which wi need ony 2 channes. In the merging contro of two patoons, the ead vehice in a patoon is controed with the merging contro agorithm as a singe vehice. When the ead vehice predicts the merging, it commands the foowing vehices in the patoon to secure the necessary headway. In this case, the inter-patoon communications can be repaced by the inter-ead-vehice communications. Two-ayer system for inter-vehice communications In the inter-ead-vehice communications on the merging contro, the data transmission rate among patoons can be sower than that among vehices in a patoon, because the positions of vehices in a patoon can be estimated from the position of a ead vehice in the patoon. The inter-vehice communications system in the merging contro agorithm can be expressed as shown in Fig.4. In the figure, the ines among vehices show routes of communications. This system has two ayers of communications; one is the intra-patoon communications and the other is the inter-patoon communications. The vehice-road-vehice communications can be aso incuded as another communications among patoons. III. MERGING CONTROL LGORITHM This probem deat here is how to ongitudinay contro a vehice on a ramp or on ane changing to merge to through traffic. For simpicity, it is assumed that a vehices are moving at the same speed.. Merging at a Ramp The cases of merging are cassified into three ones as foows: Case 1: vehice at the ramp merges after the ast vehice in a patoon on the main ane. Case 2: vehice at the ramp merges before the ead vehice in a patoon on the main ane. Case 3: vehice at the ramp merges between vehices in a patoon on the main ane. It is necessary to secure the headway sufficienty unti passing the merging point in order to merge smoothy without crash. The merging contro agorithm is based on ongitudina contro between vehices at a ramp and on a highway. In a case of merging at a ramp, each vehice must compete the merging preparedness before arriving at a ramp because of a structura restriction. It requires transmission of the competion of the merging preparedness from a merged side to a merging side using inter-vehice communications.. Merging on Lane Changing When it is assumed that vehices change the ane between adjoined anes, the merging cases can be cassified into three ones as foows: Case 1: vehice on the ane merges after the ast vehice in a patoon on the next ane. Case 2: vehice on the ane merges before the ead vehice in a patoon on the next ane. Case 3: vehice on the ane merges between vehices in a patoon on the next ane. Case 1 Case 2 Fig.5. Merging at a ramp C 1 Case 3 Case 1 Case 2 Case 3 Fig.6. Merging on ane changing C 1 2 2

4 In a case of merging on ane changing, each vehice is going to merge after competing the merging preparedness because of no structura restriction. C. Merging gorithm for Each Case The merging contro agorithm proposed here empoys a contro of a virtua vehice, which is generated by mapping a vehice onto an object ane. The preset headway is L. Each merging in Fig.5 and 6 that has the same number is identica: in the case 1, a virtua vehice is generated ahead of a merging vehice, and in the case 2, a virtua vehice is generated ahead of a merged patoon. Here, the mergingatarampandonanechangingareconsidered to be identica. The merging contro in each Pattern is described as foows: In the case 1, since Vehice is to be foowed by Vehice after merging, Vehice is mapped onto the ramp or the next ane to ongitudinay contro Vehice. In the case 2, since Vehice is to be foowed by Vehice after merging, Vehice is mapped onto the ramp or the next ane to ongitudinay contro Vehice. Ineither of the cases 1 and 2, the headway between the vehices are controed to be L with norma acceeration. In the case 3, there are two reations among vehices: Vehice and Vehice C, and Vehice and Vehice. In terms of the reation between Vehice and Vehice C, the merging of Vehice C after Vehice is the same as in the case 1. In terms of the reation between Vehice and Vehice, the ongitudina contro aims at the headway 2L. D. Longitudina Contro gorithm For simpicity of the simuation studies, the dynamics of a vehice i in a patoon are described by a simpe mode ẍ i = u i (1) where x i is a position of a vehice and u i is a contro input to the vehice, as shown in Fig.7. Then, the error e i in the Vehice i+1 Vehicei headway from the predetermined L is described as e i = x i x i+1 L (2) and the dynamics of the error wi be ë i = u i u i+1. (3) With the poe assignment technique [5], the contro aw is found as u i+1 = u i + k 1 e i + k 2 ė i, (4) where k 1 and k 2 are the contro gains. The contro system is shown in Fig.8. The contro aw suggests that the position, speed and contro input of the ead vehice shoud be transmitted to the foowing vehice, or some of the data shoud be measured on the foowing vehice, in addition to that each vehice shoud have data on the geometry of the ramp. IV. SIMULTIONS Simuation studies have been conducted to show the feasibiity of the data transmission agorithm and the merging contro agorithm.. The evauation of the data transmission agorithm The performance of the communications agorithm is evauated to compare with the TDM method. Tabe I shows the conditions. It is assumed that no error occurs in the communications. Fig.9 shows the maximum throughput rates of the TDM method and the communications agorithm proposed here. This resut indicates that the agorithm presented here has arger throughput rate than the TDM method, and it is about TLE I. SIMULTION CONDITIONS Packet Length Guard its it Rate Coision Detective Gap Maximum Vehices 100 1,024 [its/sec] 32 [bits] 1.544M [its/sec] Packet transmitting/10 30 [cars] 0 + x i+1 x i Fig.7. Patooning of vehices k + k s 1 2 u u i i+1 1 e i s 2 Maximum Throughput Rate 10 1 TDM method Merging agorithm Number of Vehices Fig.8. Longitudina contro system Fig.9. Maximum throughput rate

5 twice as high as the TDM method [3] when there are 15 vehices in a patoon.. Merging contro simuation Simuation studies have been conducted to show the feasibiity of the merging contro agorithm. Two patoons, each of which consists of five vehices, are aternatey merging at a ramp or on ane changing using the communications agorithm. The assumptions are as foows: Each vehice can ocate its absoute position accuratey. Each vehice can communicate with any other vehice within a range where the own vehice centered. Each vehice can transmit and receive both the absoute position and the veocity (the moving direction and the speed). Each vehice has the same communications range and receiving capabiity. TLE II. MERGING SIMULTION CONDITIONS Initia Speed cceeration Headway Samping Time Communications Range Communications Cyce (a) at a ramp [m/sec] within ±0.1G 20[m] 0.01[sec] 300[m] 0.01[sec] (b) on ane changing Fig.10. Simuation resut of merging There is ony one ramp at a merging point. highway does not have more than two anes. Each vehice does not change anes in the vicinity of the ramp. The ramp joins the highways at 30 [degrees]. cceeration of each vehice is bounded. TLE II shows the conditions. Fig.10 shows the resuts of the simuation studies. The resuts indicate that smooth merging is possibe with the merging contro and data transmission agorithms presented here. V. EXPERIMENT The experiment has been conducted to show the feasibiity of the communications agorithm and the merging agorithm presented here. In this experiment, three autonomous indoor mobie robots were empoyed in order to demonstrate the merging contro. Each robot is two whee-differentia drive type, and can drive ateray and ongitudinay, and moves autonomousy with dead reckoning. Each robot is equipped with the same communications system. The communications data is transmitted with a dipoe antenna. The range is about 50[m]. The carrier frequency is 2.4[GHz] and the bit rate is 1.6[Mbps]. The size of the robot is 0.5[m] 0.4[m], and the headway is set to 1.0[m] and the maximum speed is to 0.1[m/sec]. The packet in the communications consists of the position x i,theveocityv i, the acceeration u i,andtheid number i. The ID number and x i are used to recognize the absoute position of each vehice, the veocity, v i,is used to recognize whether the ead vehice is stopped, and the input, u i, is used for the ongitudina contro. Fig.11 shows the merging scene in the experiment. efore merging, a patoon (Vehices, ) weremoving on the main ane and a robot (Vehice C) was moving on another ane at a distance of 0.9[m] from the patoon. Vehice was foowing to Vehice. Vehice was communicating with Vehice using the intra-patoon communications. When Vehice C reached at a ramp, Vehice began to communicate with Vehice C using the inter-patoon communications. Vehice was supposed to merge after 2.0[m] drive. fter the communications, Vehice sowed down and the ongitudina contro started to make the headway 2L with the acceeration. The speed of Vehice C and the headway were controed to make the headway L to a virtua vehice. Vehice C adjusted the speed and merged between Vehice and Vehice C. Vehice and Vehice C secured the headway sufficienty before passing the merging point. Each robot merged smoothy without stop and crash. When Vehice merged between Vehice and Vehice, the headway between Vehice and Vehice C was onger than L. It may have caused by time deay in the communications.

6 VI. CONCLUSIONS This paper deat with the inter-vehice communications for merging contro on highways, and proposed a merging contro agorithm with a concept of virtua vehices. The data transmission agorithm over the inter-vehice communications deat here is featured by the efficiency and fexibiity when compared with the conventiona agorithm. The agorithm purposed here has been impemented in autonomous mobie robots with a contro system and an on-board communications system using wireess LN for the evauation. This paper aso described the simuation studies and experiments to show the feasibiity of the data transmission and merging contro agorithms. VII. REFERENCES [1] Markos Papageorgiou (Ed.): Merging Contro, Concise Encycopedia of traffic & Transportation Systems, Pergamon Press, pp , [2] T. Sakaguchi,. Uno, S. Tsugawa: n gorithm for Merging Contro of Vehices on Highways, JSE Spring Convention Proceedings, pp.85 88, May [3] H. Fujii, O. Hayashi, Y. Hirao: Experimenta Research on Protoco of Inter-Vehice Communication for Mutipe Vehices, 3rd nnua Word Congress on ITS (CD-ROM), October 15, [4]. Cochran: HS Communications Overview, Proceedings of 1997 IEEE Inteigent Transportation Systems Conference (CD-ROM), [5] S. Tsugawa, S. Murata: Veocity Contro for Vehice Foowing through Vehice/Vehice Communication, 22nd Internationa Symposium on utomotive Technoogy & utomation, Vo.I, pp , Itay, May [6] S.Tsugawa: n Overview on Contro gorithm for utomated Highway Systems, Proceedings of 1999 IEEE Inteigent Transportation Systems Conference (CD-ROM), [7] Pravin Varaiya: Precursor Systems naysis of utomated Highway Systems ctivity rea J-Entry/Exit Impementation Fina Report, 4 December Fig.11. Merging scene of an experiment

Congestion Management & Safety Plan Phase III

Congestion Management & Safety Plan Phase III Congestion Management & Safety Pan Phase III CTS Presentation May 23, 2011 CMSP Phase III Background Previous work Current project Where do we go from here? 2009 Congestion Report Linkage between Safety

More information

BEHAVIOR RESPONSES AND CONTROL MODELING BASED CASCADED PID CONTROLLER SCHEME FOR COMBUSTION OF A UTILITY BOILER

BEHAVIOR RESPONSES AND CONTROL MODELING BASED CASCADED PID CONTROLLER SCHEME FOR COMBUSTION OF A UTILITY BOILER BEHAVIOR RESPONSES AND CONTROL MODELING BASED CASCADED CONTROLLER SCHEME OR COMBUSTION O A UTILITY BOILER A.Sewin Mich Priyadharson 1 1. Asst.Prof/EIE Dept, Vetech Dr. RR & Dr. SR Technica University,

More information

COMPOSITE FLOORS - II

COMPOSITE FLOORS - II 24 COMPOSITE FLOORS - II 1.0 INTRODUCTION This chapter describes the basis for design of composite foors using profied deck sheets adopting the equations described in the chapter on composite foors - I

More information

Chapter 2 Understanding the PMBOK Guide

Chapter 2 Understanding the PMBOK Guide Chapter 2 Understanding the PMBOK Guide Chapter Summary This chapter examines: The PMBOK Guide is a guide rather than a methodoogy and the difference is expored. This section aso summarizes some important

More information

Collaborative Practical Oriented Independent Variable Pitch Control Strategy for Wind Power Generation

Collaborative Practical Oriented Independent Variable Pitch Control Strategy for Wind Power Generation doi:10.21311/001.39.9.26 Coaborative Practica Oriented Independent Variabe Pitch Contro Strategy for Wind Power Generation Lei Feng, Zhihong Jiang, Yang Liu, Quanyong Sun, Pengfei Lv Schoo of Eectrica

More information

PROBABILISTIC PRODUCTION COSTING OF TRANSMISSION CONSTRAINED POWER SYSTEMS UNDER GENERATION COST UNCERTAINTY

PROBABILISTIC PRODUCTION COSTING OF TRANSMISSION CONSTRAINED POWER SYSTEMS UNDER GENERATION COST UNCERTAINTY PROBABILISTIC PRODUCTION COSTING OF TRANSMISSION CONSTRAINED POWER SYSTEMS UNDER GENERATION COST UNCERTAINTY P D C Wijaytunga Dept of Eectrica Eng University of Moratuwa Sri Lanka B J Cory E D Farmer C

More information

Landscape Ruggedness in Evolutionary Algorithms

Landscape Ruggedness in Evolutionary Algorithms Persona use of this materia is permitted. However, permission to reprint/repubish this materia for advertising or promotiona purposes or for creating new coective works for resae or redistribution to servers

More information

Optimal design of Sewer network using Cellular Automata

Optimal design of Sewer network using Cellular Automata SCIREA Journa of Hydrauic Engineering http://www.scirea.org/journa/hydrauic November 17, 2016 Voume 1, Issue1, October 2016 Optima design of Sewer networ using Ceuar Automata M. ROHANI PhD Student, Schoo

More information

Fermentation Processes Monitoring and Control Using Generalized Nets

Fermentation Processes Monitoring and Control Using Generalized Nets Годишник на секция Информатика Съюз на учените в България Том 2, 2009, 38-45 Annua of Informatics Section Union of Scientists in Bugaria Voume 2, 2009, 38-45 Fermentation Processes Monitoring and Contro

More information

Agility, access and acceleration wherever and whenever needed: supporting and empowering your digitally enabled workforce

Agility, access and acceleration wherever and whenever needed: supporting and empowering your digitally enabled workforce Goba IT Infrastructure and Depoyment Speciaists End User Workspace Agiity, access and acceeration wherever and whenever needed: supporting and empowering your digitay enabed workforce We put every resource

More information

Optimal Model and Algorithm for Multi-Commodity Logistics Network Design Considering Stochastic Demand and Inventory Control

Optimal Model and Algorithm for Multi-Commodity Logistics Network Design Considering Stochastic Demand and Inventory Control Systems Engineering Theory & Practice Voume 29, Issue 4, Apri 2009 Onine Engish edition of the Chinese anguage journa Cite this artice as: SETP, 2009, 29(4): 176 183 Optima Mode and Agorithm for Muti-Commodity

More information

Framework of Reputation Aggregation Management for Service-Oriented Business Ecosystems

Framework of Reputation Aggregation Management for Service-Oriented Business Ecosystems Framework of Reputation Aggregation Management for Service-Oriented Business Ecosystems Le Xin Tsinghua Nationa Laboratory for Information Science and Technoogy, Department of Automation, Tsinghua University

More information

Advanced Diagnostics / Premium Diagnostics for Positioners SRD960 / SRD991

Advanced Diagnostics / Premium Diagnostics for Positioners SRD960 / SRD991 Advanced Diagnostics / Premium Diagnostics for Positioners SRD960 / SRD991, EC EJ= + JH 5 O I JA, + 5 Operation Configuration Diagnosis for faied PST or stuck vave Inteigent Vave Diagnostics for Predictive

More information

East Asian Trading Ships

East Asian Trading Ships EAST ASIAN TRADING SHIPS East Asian Trading Ships BTheme Tami Kaiser-Poge Cary Academy PURPOSE Each student wi work with a partner as an owner of an overseas shipping company with one cargo ship in East

More information

A NEW GRAVITY MODEL WITH VARIABLE DISTANCE DECAY Müge Sandıkcıoğlu 1, Özden Gür Ali 2, Serpil Sayın 3

A NEW GRAVITY MODEL WITH VARIABLE DISTANCE DECAY Müge Sandıkcıoğlu 1, Özden Gür Ali 2, Serpil Sayın 3 Internationa Conference 20th EURO Mini Conference Continuous Optimization and Knowedge-Based Technoogies (EurOT-2008) May 20 23, 2008, Neringa, LITHUANIA ISBN 978-9955-28-283-9 L. Sakaauskas, G.W. Weber

More information

NONLINEAR SEISMIC RESPONSE OF BASE-ISOLATED BUILDINGS CONSIDERING POUNDING

NONLINEAR SEISMIC RESPONSE OF BASE-ISOLATED BUILDINGS CONSIDERING POUNDING 8CUEE CONFERENCE PROCEEDINGS 8th Internationa Conference on Urban Earthquake Engineering March 7-8,, Tokyo Institute of Technoogy, Tokyo, Japan NONLINEAR SEISMIC RESPONSE OF BASE-ISOLATED BUILDINGS CONSIDERING

More information

Defense Does Not. Spends on Software

Defense Does Not. Spends on Software -._._..._-..... -._.. -- _.._... _,.......,..-. ---_..-.- _._.. --..-. -. -. -.--...-_- _.^...-.-..-.._-.-.- _....- -..- *IIy IV) 1 3 4.0 i * EMBEDDED COMPUTER SYSTEMS Defense Does Not Know How Much It

More information

DEVELOPMENTAL TRENDS OF THE ELECTRICAL ENERGY DISTRIBUTION SECTOR IN POLAND

DEVELOPMENTAL TRENDS OF THE ELECTRICAL ENERGY DISTRIBUTION SECTOR IN POLAND ALS Advanced Logistic Systems DEVELOPMENTAL TRENDS OF THE ELECTRICAL ENERGY DISTRIBUTION SECTOR IN POLAND Jerzy Szkutnik Częstochowa University of Technoogy Abstract: The report presents the main probems

More information

Variable speed wastewater pumping

Variable speed wastewater pumping WHITE PAPER Variabe speed wastewater pumping November 2013 Variabe speed wastewater pumping During the ast 10 15 years the industry has seen a significant increase in the adaptation of variabe drives (VFD

More information

Variable speed wastewater pumping

Variable speed wastewater pumping WHITE PAPER Variabe speed wastewater pumping June 2015 Variabe speed wastewater pumping During the ast 10 15 years the industry has seen a significant increase in the adaptation of variabe drives (VFD

More information

Variable speed wastewater pumping

Variable speed wastewater pumping white paper Variabe speed wastewater pumping June 2015 Variabe speed wastewater pumping During the ast 10 15 years the industry has seen a significant increase in the adaptation of variabe drives (VFD

More information

A Fuzzy Random CLRIP Model of B2C E-commerce Distribution System

A Fuzzy Random CLRIP Model of B2C E-commerce Distribution System , pp.17-131 http://dx.doi.org/10.1457/ast.014.53.9 A Fuzzy Rando CLRIP Mode of BC E-coerce istribution Syste ehui Chen 1,3, ongyan Chen,*, Xiuping Han 1 1 Schoo of Manageent, Harbin University of Science

More information

Organization Self-Design of Distributed Production Systems

Organization Self-Design of Distributed Production Systems IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, VOL. 4, NO. 2, APRIL 1992 123 Organization Sef-Design of Distributed Production Systems Toru Ishida, Les Gasser. and Makoto Yokoo Abstmct4rganiz&ion

More information

Variable speed wastewater pumping

Variable speed wastewater pumping WHITE PAPER Variabe speed wastewater pumping November 2013 Variabe speed wastewater pumping During the ast 10 15 years the industry has seen a significant increase in the adaptation of variabe drives (VFD

More information

Refined Execution Cost Estimation for LTL Load Plans

Refined Execution Cost Estimation for LTL Load Plans Refined Execution Cost Estimation for LTL Load Pans Aan Erera, Michae Hewitt, Martin Savesbergh, Yang Zhang Schoo of Industria and Systems Engineering Georgia Institute of Technoogy Abstract A oad pan

More information

PROGRESS IN THE ADAPTIVE FORECAST MANAGEMENT OF THE ECONOMIC ORGANIZATIONS. Marin ANDREICA 1 Mădălina Ecaterina POPESCU 2 Dragoş MICU 3

PROGRESS IN THE ADAPTIVE FORECAST MANAGEMENT OF THE ECONOMIC ORGANIZATIONS. Marin ANDREICA 1 Mădălina Ecaterina POPESCU 2 Dragoş MICU 3 PROGRESS IN THE ADAPTIVE FORECAST MANAGEMENT OF THE ECONOMIC ORGANIZATIONS Marin ANDREICA 1 Mădăina Ecaterina POPESCU 2 Dragoş MICU 3 ABSTRACT In times of economic instabiity a cautious and adaptive forecast

More information

Optimal Distributed Generation Allocation and Load Shedding for Improving Distribution System Reliability

Optimal Distributed Generation Allocation and Load Shedding for Improving Distribution System Reliability Optima Distributed Generation Aocation and Load Shedding for Improving Distribution System Reiabiity A. S. A. Awad 1, T. H. M. EL-Fouy 2, and M. M. A. Saama 1 1 Eectrica and Computer Engineering Department,

More information

Predicting Daily Heating Energy Consumption of Rural Residences in Northern China Using Support Vector Machine

Predicting Daily Heating Energy Consumption of Rural Residences in Northern China Using Support Vector Machine Predicting Daiy Heating Energy Consumption of Rura Residences in Norern China Using Support Vector Machine P.L. Yuan, L. Duanmu and Z.S.Wang Schoo of Civi Engineering Daian University of Technoogy, Daian,

More information

O R A C L E H Y P E R I O N E N T E R P R I S E P E R F O R M A N C E M A N A G E M E N T S Y S T E M

O R A C L E H Y P E R I O N E N T E R P R I S E P E R F O R M A N C E M A N A G E M E N T S Y S T E M O R A C L E H Y P E R I O N E N T E R P R I S E P E R F O R M A N C E M A N A G E M E N T S Y S T E M O R A C L E H Y P E R I O N S T R A T E G I C F I N A N C E, F U S I O N E D I T I O N R E L E A S

More information

Unlock the Power of Your Auto Attendant

Unlock the Power of Your Auto Attendant Unock the Power of Your Auto Attendant September 2012 2009 NASDAQ-LISTED: EGHT Unock the Power of Your Auto Attendant Agenda What is an Auto Attendant 5 Steps to Panning and Designing Configuring Your

More information

Benefits and Advantages

Benefits and Advantages Benefits and Advantages A-in-one software. ISOQuaitas.PLM comes with Eiminate consistency errors. A product and process data Powerfu panning toos A panned activities such as Constanty updated to new requirements.

More information

Erik T. Verhoef. VU University Amsterdam, and Tinbergen Institute.

Erik T. Verhoef. VU University Amsterdam, and Tinbergen Institute. TI 2007-093/3 Tinbergen Institute Discussion Paper Private Roads Auctions and Competition in Networks Erik T. Verhoef VU University Amsterdam, and Tinbergen Institute. Tinbergen Institute The Tinbergen

More information

Simulating environmental tracer transport in unsaturated-saturated porous media

Simulating environmental tracer transport in unsaturated-saturated porous media 38 Caibration and Reiabiity in Groundwater Modeing: From Uncertainty to Decision Making (Proceedings of ModeCARE 25, The Hague, The Netherands, June 25). IAHS Pub. 34, 26. Simuating environmenta tracer

More information

SA grid code compliance for medium-high voltage renewable power plants

SA grid code compliance for medium-high voltage renewable power plants SA grid code compiance for medium-high votage renewabe power pants by Sanjeeth Sewchurran, Jay Kaichuran, and Sandie Maphumuo, ethekwini Eectricity Renewabe energy with its short ead times has become an

More information

2.5. Type 90. MediaManagement system the modern handling of hazardous substances

2.5. Type 90. MediaManagement system the modern handling of hazardous substances 2.5 MMS System 192 2.5 Type 90 MediaManagement system the modern handing of hazardous substances 193 The MediaManagement System (MMS) is a diverse, mutifunctiona and high-quaity soution for modern aboratory

More information

2.5. Type 90. MediaManagement system the modern handling of hazardous substances

2.5. Type 90. MediaManagement system the modern handling of hazardous substances 2.5 MMS System 192 2.5 Type 90 MediaManagement system the modern handing of hazardous substances 193 The MediaManagement System (MMS) is a diverse, mutifunctiona and high-quaity soution for modern aboratory

More information

Liability Data Reporting: Lessons Learned from the 2016 data collection process and changes for the 2017 LDT template and collection process

Liability Data Reporting: Lessons Learned from the 2016 data collection process and changes for the 2017 LDT template and collection process 1/31/2017 Fifth Industry Diaogue Liabiity Data Reporting: Lessons Learned from the 2016 data coection process and changes for the 2017 LDT tempate and coection process Dominique Laboureix, Member of the

More information

PERFORMANCE OF EARLIEST COMPLETION STRATEGY IN ORDER SORTATION SYSTEMS

PERFORMANCE OF EARLIEST COMPLETION STRATEGY IN ORDER SORTATION SYSTEMS PERFORMANCE OF EARLIES COMPLEION SRAEGY IN ORDER SORAION SYSEMS Fahrettin Edemir (a), Eif Karakaa (b) (a) Fatih Universit- Department of Industria Engineering (b) echnischeuniversität Dortmund- Chair of

More information

SoC Design Flow & Tools: Introduction

SoC Design Flow & Tools: Introduction SoC Design Fow & Toos: Introduction Jiun-Lang Huang Graduate Institute of Eectronics Engineering Department of Eectrica Engineering Nationa Taiwan University 1 Contents Moving to SoC Design Design Methodoogies

More information

arxiv: v1 [cs.ai] 18 Jun 2015

arxiv: v1 [cs.ai] 18 Jun 2015 Smart Pacing for Effective Onine Ad Campaign Optimization Jian Xu, Kuang-chih Lee, Wentong Li, Hang Qi, and Quan Lu Yahoo Inc. 7 First Avenue, Sunnyvae, Caifornia 9489 {xuian,kcee,wentong,hangqi,qu}@yahoo-inc.com

More information

Application of New Common Structural Rules on Aframax Tankers

Application of New Common Structural Rules on Aframax Tankers TSCF 2016 Shipbuiders Meeting Appication of New Common Structura Rues on Aframax Tankers CAI Shijian 1 SHENG Lixian 2 SHAN Penghao 1 SUN Yu 2 LIUYinhua 1 LIU Kun 2 1: Marine Design & Research Institute

More information

Streamflow Prediction Based on Least Squares Support Vector. Machines

Streamflow Prediction Based on Least Squares Support Vector. Machines Streamfow Prediction Based on Least Squares Support Vector Machines Nian Zhang nzhang@udc.edu Chares Wiiams chares.wiiams4@udc.edu Esther Ososanya eososanya@udc.edu Wagdy Mahmoud wmahmoud@udc.edu University

More information

Cover page. Title: Collapse Mechanisms of Composite Slab Panels in Fire. Authors: Anthony Abu Verotiana Ramanitrarivo Ian Burgess

Cover page. Title: Collapse Mechanisms of Composite Slab Panels in Fire. Authors: Anthony Abu Verotiana Ramanitrarivo Ian Burgess Cover page Tite: Coapse Mechanisms of Composite Sab Panes in Fire Authors: Anthony Abu Verotiana Ramanitrarivo Ian Burgess ABSTRACT The identification of tensie membrane action as a sustainabe, high-capacity

More information

Indexing and Retrieval of Degraded Handwritten Medical Forms

Indexing and Retrieval of Degraded Handwritten Medical Forms Indexing and Retrieva of Degraded Handwritten Medica Forms Huaigu Cao, Faisa Farooq and Venu Govindaraju Center for Unified Biometrics and Sensors (CUBS) Dept. of Computer Science and Engineering University

More information

Experimental Study of Scalability Enhancement for Reverse Logistics e-commerce

Experimental Study of Scalability Enhancement for Reverse Logistics e-commerce Chapter 1 Experimenta Study of Scaabiity Enhancement for Reverse Logistics e-commerce Sarah M. Ryan K. Jo Min Sigurdur Oafsson Abstract: Key words: Methods of improving scaabiity in onine auctions incude

More information

A Comparison of Design, Construction and Dynamic Performance of Timber Floors in the UK and Finland

A Comparison of Design, Construction and Dynamic Performance of Timber Floors in the UK and Finland Napier University Schoo of Engineering and the Buit Environment Centre for Timber Engineering Merchiston Campus 10 Cointon Road Edinburgh EH10 5DT 26 November 2007 Revised: June 2009 A Comparison of Design,

More information

Fight Last Click and see the Whole Picture

Fight Last Click and see the Whole Picture Fight Last Cick and see the Whoe Picture November 2017, EyeForTrave Amsterdam Maria Gomez Bada Anaytics & Data Insights, Goba Marketing mbada@homeaway.com 1 Agenda Marketing Attribution Googe Anaytics

More information

The Timely Product Recommendation Based on RFM Method

The Timely Product Recommendation Based on RFM Method The Timey Product Recommendation Based on RFM Method Li-Hua Li Fu-Ming Lee Wan-Jing Liu Department of Information Management, Chaoyang University of Technoogy 168, Jifong E. Rd., Wufong Township, Taichung

More information

SWOT Analysis. Copyright 2016 The Open University

SWOT Analysis. Copyright 2016 The Open University SWOT Anaysis Copyright 2016 The Open University 2 of 16 Monday 26 February 2018 Contents SWOT Anaysis 4 1 When to use a SWOT anaysis 5 2 Exporing the environment of a project 6 3 The four components of

More information

Fast Implementation of Pixel Purity Index Algorithm

Fast Implementation of Pixel Purity Index Algorithm Fast Impementation of Pixe Purity Index Agorithm Antonio Paza a,b Chein-I Chang b a Computer Science Department, University of Extremadura, Avda. de a Universidad s/n,0.07 Cáceres, Spain; b Remote Sensing

More information

Layout and size optimization of sanitary sewer network using intelligent. ants

Layout and size optimization of sanitary sewer network using intelligent. ants Layout and size optimization of sanitary sewer network using inteigent ants R. Moeini a, M. H. Afshar b a (corresponding author) PhD Student, Schoo of Civi Engineering, Iran University of Science and Technoogy,

More information

Industrial Extrusion

Industrial Extrusion Industria Extrusion The Best Twin-Screw Design for Powder Coating Baker Perkins manufactures a comprehensive range of twin-screw extruders specificay for powder coating production, from the MPX19 for sma

More information

Research on Knowledge Gap Recognition Mechanism of Virtual Industry Cluster

Research on Knowledge Gap Recognition Mechanism of Virtual Industry Cluster Research Journa of Appied Sciences, Engineering and Technoogy 5(14): 3810-3816, 2013 ISSN: 2040-7459; e-issn: 2040-7467 Maxwe Scientific Organization, 2013 Submitted: October 17, 2012 Accepted: December

More information

Monitoring vs. Auditing at Investigator Sites ICH GCP (R2) Impact on Investigator Sites

Monitoring vs. Auditing at Investigator Sites ICH GCP (R2) Impact on Investigator Sites Monitoring vs. Auditing at Investigator Sites ICH GCP (R2) Impact on Investigator Sites Trini Ajazi, MM, Chief Administrative Officer CRP Breakout Session November Aiance Meeting 2017 Agenda Monitoring

More information

Incident management system for the oil and gas industry. Good practice guidelines for incident management and emergency response personnel

Incident management system for the oil and gas industry. Good practice guidelines for incident management and emergency response personnel Incident management system for the oi and gas industry Good practice guideines for incident management and emergency response personne The goba oi and gas industry association for environmenta and socia

More information

City of Cupertino Guidelines for Non-Residential Building Trash and Recycling Enclosures

City of Cupertino Guidelines for Non-Residential Building Trash and Recycling Enclosures City of Cupertino Guideines for Non-Residentia Buiding Trash and Recycing Encosures 1. SOLID WASTE REQUIREMENTS During the deveopment review process, prior to issuing grading, demoition, tenant improvement

More information

STRUCTURAL BEHAVIOUR OF REINFORCED CONCRETE SQUARE COLUMNS DAMAGED BY REBAR CORROSION

STRUCTURAL BEHAVIOUR OF REINFORCED CONCRETE SQUARE COLUMNS DAMAGED BY REBAR CORROSION 60 Internationa Journa on Design and Manufacturing Technoogies, Vo.2, No.1, Juy 2008 Abstract STRUCTURAL BEHAVIOUR OF REINFORCED CONCRETE SQUARE COLUMNS DAMAGED BY REBAR CORROSION 1 2 Usha Rani M., Subramanian

More information

STRATEGIC PLAN

STRATEGIC PLAN STRATEGIC PLAN 2012-2016 CIT Bishopstown CIT Cork Schoo of Music CIT Crawford Coege of Art & Design Nationa Maritime Coege of Ireand Our Institute STRATEGIC PLAN 2012-2016 Cork Institute of Technoogy (CIT)

More information

An Employers Guide to. Apprenticeships

An Employers Guide to. Apprenticeships An Empoyers Guide to Apprenticeships Contents Case Studies 2 Apprenticeships 3 Apprentice Roes 3 The Assessor 4 Recruitment 4 Funding and Centraised Grants 4 Apprenticeships Framework 5 Length of an Apprenticeship

More information

Simulation-Optimization Model For Fuzzy Waste Load Allocation

Simulation-Optimization Model For Fuzzy Waste Load Allocation Proceedings of the 6th WSEAS Int. Conf. on EVOLUTIONARY COMPUTING, Lisbon, Portuga, June 16-18, 25 (pp384-391) Simuation-Optimization Mode or uzzy Waste Load Aocation M. SAADAT POUR, A. ASHAR, O. BOZORG

More information

Qualifications Office. Qualification in Clinical Neuropsychology Supervisor Handbook

Qualifications Office. Qualification in Clinical Neuropsychology Supervisor Handbook Quaifications Office Quaification in Cinica Neuropsychoogy Supervisor Handbook Vaid from 1 February 2016 Quaifications Office The British Psychoogica Society, St Andrews House, 48 Princess Road East, Leicester,

More information

Energy Prices and the Laws of Supply and Demand

Energy Prices and the Laws of Supply and Demand Energy Prices and the Laws of Suppy and Demand Summary: By using the aws of suppy and demand, students demonstrate how the marketpace sets energy prices and show how these prices change. Objectives Students

More information

Gatic Vortex gives you control of drainage volume and speed.

Gatic Vortex gives you control of drainage volume and speed. Unicass Juy 2014 L731 CI/SfB (52.7) h Gatic Vortex gives you contro of drainage voume and speed. Speciaised Engineering. Specia Advice. Harness the power of Vortex Gatic Vortex has been deveoped to bring

More information

CUSTOMS SELF ASSESSMENT PROGRAM IMPORTER PART II APPLICATION

CUSTOMS SELF ASSESSMENT PROGRAM IMPORTER PART II APPLICATION Canada Customs and Revenue Agency Agence des douanes et du revenu du Canada 3URWHFWHGZKHQFRPSOHWHG CUSTOMS SELF ASSESSMENT PROGRAM IMPORTER PART II APPLICATION The Customs Sef Assessment (CSA) program

More information

BEARING CAPACITY OF BOLT WASHERS

BEARING CAPACITY OF BOLT WASHERS BERING CPCITY OF BOLT WSHERS d J.M. Leijten 1, ndré J.M. Jorissen 2 BSTRCT: The European Yied Mode (EYM) has been accepted to determine the oad-carrying capacity of structura timber connections. However,

More information

American National standards institute/ steel deck institute

American National standards institute/ steel deck institute American Nationa standards institute/ stee deck institute NC - 2010 Standard for Non-Composite Stee Foor Deck 1. Genera 1.1 Scope: A. This Standard for Non-Composite Stee Foor Deck, hereafter referred

More information

Multi-Agent Radio Resource Allocation

Multi-Agent Radio Resource Allocation First pubished in: Mobie Networks and Appications 2006 11: 813 824 DOI 10.1007/s11036-006-0051-4 Muti-Agent Radio Resource Aocation Cemens Koeck Hoger Jaeke Friedrich Jondra Springer Science + Business

More information

Information Can guide you

Information Can guide you Information Can guide you 02 Do you know me? I'm Huawei's new-generation IP experience O&M expert. Come and find me I can provide a documents you want. Experience what I can do for you Onine Video for

More information

Using Multiple Regression Analysis to Develop Electricity Consumption Indicators for Public Schools

Using Multiple Regression Analysis to Develop Electricity Consumption Indicators for Public Schools Using Mutipe Regression Anaysis to Deveop Eectricity Consumption Indicators for Pubic Schoos CorJitz NO&I, Lund Institute of Technoogy, Sweden Jurek Pyrko, Lund Institute of Technoogy, Sweden ABSTRACT

More information

Assembly Instructions

Assembly Instructions Assemby Instructions GENERAL Optoeectronic semiconductor devices can be mounted in any position. Connection wires may be bent provided the bend is not ess than 1.5 mm from the bottom of the case. During

More information

US A1 (19) United States (12) Patent Application Publication (10) Pub. No.: US 2007/ A1 Lin et al.

US A1 (19) United States (12) Patent Application Publication (10) Pub. No.: US 2007/ A1 Lin et al. US 2007003613 8A1 (19) United States (12) Patent Appication Pubication (10) Pub. No.: US 2007/0036138 A1 Lin et a. (43) Pub. Date: Feb. 15, 2007 (54) VOP COMMUNCATON MODULE (76) nventors: Chia-Ching Lin,

More information

THE FUTURE OF WORK: HOW TO EFFECTIVELY INCORPORATE ROBOTS IN YOUR WORKFORCE

THE FUTURE OF WORK: HOW TO EFFECTIVELY INCORPORATE ROBOTS IN YOUR WORKFORCE THE FUTURE OF WORK: HOW TO EFFECTIVELY INCORPORATE ROBOTS IN YOUR WORKFORCE Monday, June 5th: 2:30 p.m. 3:15 p.m. This information is not a commitment, promise or ega obigation made by Pegasystems, incuding

More information

High strain-rate compressive behavior and constitutive modeling of selected polymers

High strain-rate compressive behavior and constitutive modeling of selected polymers EPJ Web of Conferences 26, 161 (212) DOI: 1151/epjconf/21226161 c Owned by the authors, pubished by EDP Sciences, 212 High strain-rate compressive behavior and constitutive modeing of seected poymers K

More information

prepared by KAISER MEDICAL OFFICE BUILDING ANCHOR RETAINING WALL PLANS

prepared by KAISER MEDICAL OFFICE BUILDING ANCHOR RETAINING WALL PLANS 1.0 SCOPE OF WORK 1. THE WORK SHA CONSIST OF FURNISHING AND CONSTRUCTING ANCHOR WA BOCK AND MIRAGRID GEOGRID REINFORCED SOI RETAINING WA SYSTEMS IN ACCORDANCE WITH THIS TECHNICA SCOPE OF WORK AND IN REASONABY

More information

ESTIMATION OF SURFACE RUNOFF USING GEOSPATIAL TECHNOLOGY KOMBAI MICRO WATERSHED A CASE STUDY

ESTIMATION OF SURFACE RUNOFF USING GEOSPATIAL TECHNOLOGY KOMBAI MICRO WATERSHED A CASE STUDY Internationa Journa on Appied Bioengineering, Vo., No.1, Juy 008 ESTIMATION OF SURFACE RUNOFF USING GEOSPATIAL TECHNOLOGY KOMBAI MICRO WATERSHED A CASE STUDY 5 1 3 4 Ramasubramaniam K., Pugazhendi V.,

More information

Pricing decisions and terms of doing business

Pricing decisions and terms of doing business 15 Pricing decisions and terms of doing business Contents 15.1 Introduction 15.2 Internationa pricing strategies compared with domestic pricing strategies 15.3 Factors infuencing internationa pricing decisions

More information

Paper Review: Proactive Traffic Merging Strategies for Sensor-Enabled Cars. Brian Choi - E6778 February 22, 2012

Paper Review: Proactive Traffic Merging Strategies for Sensor-Enabled Cars. Brian Choi - E6778 February 22, 2012 Paper Review: Proactive Traffic Merging Strategies for Sensor-Enabled Cars Brian Choi - E6778 February 22, 2012 Objective Highway traffic throughput at a ramp merging section can be optimized when sensor-enabled

More information

Numerical simulation and prediction of dilution during laser deposition

Numerical simulation and prediction of dilution during laser deposition Numerica simuation and prediction of diution during aser deposition Zhiqiang Fan 1, Anand Jambunathan 2, Todd E. Sparks 1, Jianzhong Ruan 1, Yu Yang 1, Yaxin Bao 1 and Frank Liou 1 1 Department of Mechanica

More information

UK Quality Ash Association....the power behind PFA

UK Quality Ash Association....the power behind PFA UK Quaity Ash Association...the power behind PFA The UK Quaity Ash Association Introduction The UK Quaity Ash Association (UKQAA) is a trade association representing the producers and users of PFA (puverised

More information

Modeling of Processing Path of Ti During Mechanical Deformation. Dongsheng Li Hamid Garmestani

Modeling of Processing Path of Ti During Mechanical Deformation. Dongsheng Li Hamid Garmestani Modeing of Processing Path of Ti During Mechanica Deformation Dongsheng Li Hamid Garmestani Outine Background Processing Path Mode Processing path function Streamine ppication in Titanium hexagona (α phase)

More information

Sustainable Smallholder Land & Water Management Systems

Sustainable Smallholder Land & Water Management Systems Sustainabe Smahoder Land & Water Management Systems Identifying promising smahoder water and and management systems, incuding soutions deveoped by poor communities. Evauating high potentia systems; finding

More information

Considerations for Layer of Protection Analysis for Licensed Plant

Considerations for Layer of Protection Analysis for Licensed Plant Considerations for Layer of Protection Anaysis for Licensed Pant Jo Fearney Senior Consutant, Aker Kvaerner Consutancy Services, Aker Kvaerner, Ashmore House, Stockton on Tees, TS18 3RE, UK E-mai: jo.fearney@akerkvaerner.com

More information

Supplemental methods. Microarray hybridization and normalization

Supplemental methods. Microarray hybridization and normalization Suppementa methods Microarray hybridization and normaization Microarrays were constructed from 21,504 exon-specific PCR products ampified from the Oregon-R strain of D. meanogaster (Hid et a. 2003). PCR

More information

se/sh series sticks TECHNICAL DATA SHEET NO. 301

se/sh series sticks TECHNICAL DATA SHEET NO. 301 se/sh series sticks TECHNICL T SHEET NO. 301 SE Series Sticks sha be as manufactured or furnished by Repubic oors and Frames, McKenzie, Tennessee 38201. (SH profie aso avaiabe) Repubic pre-engineered stee

More information

Selection of Thermal Transfer Media for Industrial Applications (End User's Perspective)

Selection of Thermal Transfer Media for Industrial Applications (End User's Perspective) Seection of Therma Transfer Media for Industria Appications (End User's Perspective) An Appications Overview Whitepaper Dr. James R. Wiiams Poyonics, Inc. Copyright, 2003. Poyonics, Inc. A rights reserved.

More information

Bidding strategy analysis of virtual power plant considering demand response and uncertainty of renewable energy

Bidding strategy analysis of virtual power plant considering demand response and uncertainty of renewable energy IET Generation, Transmission & Distribution Research Artice Bidding strategy anaysis of virtua power pant considering demand response and uncertainty of renewabe energy ISSN 1751-8687 Received on 17th

More information

Power and Sample-size Estimation for Microbiome Studies. Dr Chimusa Department of Pathology University of Cape Town AGe, 2017

Power and Sample-size Estimation for Microbiome Studies. Dr Chimusa Department of Pathology University of Cape Town AGe, 2017 Power and Sampe-size Estimation for Microbiome Studies Dr Chimusa Department of Pathoogy University of Cape Town AGe, 2017 Outine Overview of Tutoria Power Cacuation from R micropower too Power Cacuation

More information

BIOL2. General Certificate of Education Advanced Subsidiary Examination June Unit 2 The variety of living organisms

BIOL2. General Certificate of Education Advanced Subsidiary Examination June Unit 2 The variety of living organisms Centre Number Surname Candidate Number For Examiner s Use Other Names Candidate Signature Examiner s Initias Genera Certificate of Education Advanced Subsidiary Examination June 2011 Question 1 2 Mark

More information

The groove mortar, a reliable method for testing the flameproofness of certain explosives

The groove mortar, a reliable method for testing the flameproofness of certain explosives The groove mortar, a reiabe method for testing the fameproofness of certain exposives Jean Bigourd, J.M. Dassonvie To cite this version: Jean Bigourd, J.M. Dassonvie. The groove mortar, a reiabe method

More information

What Are Baseline and Environmental Setting?

What Are Baseline and Environmental Setting? CEQA Porta Topic Paper Baseine and Environmenta Setting What Are Baseine and Environmenta Setting? Under CEQA, the impacts of a proposed project must be evauated by comparing expected environmenta conditions

More information

PI: Hossam A.Gabbar MGSC1 MGSC2 MGSC3 MGSC4. l 2. Supply line. Overhead line

PI: Hossam A.Gabbar MGSC1 MGSC2 MGSC3 MGSC4. l 2. Supply line. Overhead line Pubished Book with Esevier Tayor Egan, MASc, ECE Design and Contro of Resiient Interconnected Microgrids for Raiways (co-sup.) PI: Hossam A.Gabbar MGSC MGSC2 MGSC3 MGSC4 Dr. Ahmed Othman, ECE, Postdoc,

More information

Altro Tect standard, Altro Tect slip-resistant, Altro Tect vertical, Altro Tect fast-track,

Altro Tect standard, Altro Tect slip-resistant, Altro Tect vertical, Altro Tect fast-track, Atro Tect standard, Atro Tect sip-resistant, Atro Tect vertica, Atro Tect fast-track, Sovent-Free epoxy coating Nomina thickness 400-500 microns Technica and instaation data sheet Juy 2017 Product description

More information

The Supply Chain Challenge "Supply Ireland"

The Supply Chain Challenge Supply Ireland I N T E R T R A D E I R E L A N D TRADE & BUSINESS DEVELOPMENT BODY The Suppy Chain Chaenge "Suppy Ireand" A Discussion Paper on the North-South Dimension Od Gasworks Business Park, Newry, County Down

More information

The role of Independent Reviewing Officers (IROs) in England

The role of Independent Reviewing Officers (IROs) in England Research summary 11 March 2014 The roe of Independent Reviewing Officers (IROs) in Engand Heena Jeicic, Ivana a Vae and Di Hart, with Lisa Homes from the Centre for Chid and Famiy Research, Loughborough

More information

Process costing. Chapter 8. Real world case 8.1. Discussion points

Process costing. Chapter 8. Real world case 8.1. Discussion points Chapter 8 Process costing Rea word case 8.1 This case study shows a typica situation in which management accounting can be hepfu. Read the case study now but ony attempt the discussion points after you

More information

SERVICE QUALITY - THEORETICAL OVERVIEW

SERVICE QUALITY - THEORETICAL OVERVIEW SERVCE QUALTY - THEORETCAL OVERVEW Kaidas. M.G Financia services marketing: A study on marketing practices of banks in Keraa on service quaity dimensions Thesis. Department of Commerce and Management Studies,

More information

Fresh Produce Traceability

Fresh Produce Traceability Fresh Produce Traceabiity A Guide to Impementation Version 2 Produce Marketing Association Produce Marketing Association 1500 Casho Mi Road Newark, DE 19711 te: +1 (302) 738-7100 fax: +1 (302) 731-2409

More information

TAYLOR ROSE. Design Project Management Construction. The High Care Project Specialists

TAYLOR ROSE. Design Project Management Construction.  The High Care Project Specialists TAYLOR ROSE The High Care Project Speciaists Design Project Management Construction www.tayorroseuk.co.uk Contents Introduction What We Can Offer Services Civi & Structura Works Fooring & Drainage Mechanica

More information

Altro Coat standard, Altro Coat slip-resistant,

Altro Coat standard, Altro Coat slip-resistant, Atro Coat standard, Atro Coat sip-resistant, Atro Coat vertica Water dispersed epoxy coating Nomina thickness 180 microns Technica and instaation data sheet September 2016 Product description FeRFA type

More information

ANALYSIS AND DESIGN OF CORE METRICS FOR MODERN SOFTWARE PROJECTS

ANALYSIS AND DESIGN OF CORE METRICS FOR MODERN SOFTWARE PROJECTS Internationa Journa of Information Technoogy and Knowedge Management Juy-December 2009, Voume 2, No. 2, pp. 277-281 ANALYSIS AND DESIGN OF CORE METRICS FOR MODERN SOFTWARE PROJECTS K. P. Yadav* & Raghuraj

More information