Wireless and Battery-less Sensor Using RF Energy Harvesting
|
|
|
- Maximillian Nichols
- 9 years ago
- Views:
Transcription
1 DOI.56/etc4/. Wirele and Battery-le Senor Uing RF Energy Harveting Chritian Merz, Gerald Kupri, Maximilian Niedernhuber 3 Deggendorf Intitute of Technology, Edlmairtr , Deggendorf, Germany [email protected] [email protected] 3 [email protected] Abtract The contribution introduce a RF energy harveting circuit which can be ued to power a wirele and battery-le enor ytem. The enor can be powered wirelely over a ditance of about two meter. The baic principle of RF energy harveting are explained, it i hown how the ytem can be deigned and pecial conideration are dicued. The propoed RF energy harveting ytem operate at a frequency of MHz, o that far field propagation i preent. The ytem conit of an antenna, a matching circuit, a RF-to-DC converion circuit and a power management module, including a torage capacitor, a comparator and a DC-to-DC converter. The harveter produce a puled output voltage of.8 V at an input power of at leat -6 dbm. Key word: RF Energy Harveting, Wirele Power Tranfer, Battery-le Senor, RF-to-DC Converion, Electromagnetic Far Field Propagation Introduction Energy harveting i the proce of capturing, converion and toring of energy from the environment to upply low power device or aving the energy for later ue. There are many different type of energy harveting ource, e.g. olar, vibration, temperature or electromagnetic wave. Of thee ource, electromagnetic wave provide by far the leat power denity, which i indicated by table. [] Tab. : Different energy harveting ource. Source Technology Power Denity Solar Vibration Temperature Electromagnetic Wave Photovoltaic Cell Piezoelectric Element Thermal Generator mw/cm 8 µw/cm 6 µw/cm Antenna < µw/cm Becaue of the fact that the power denity of electromagnetic wave i very low, the energy feed-in and converion ha to be done very efficiently. The feed-in i performed by an antenna, which capture the incident electromagnetic wave and tranfer the reulting AC voltage to the harveter circuit. Between the antenna and the energy converion circuit there i the matching network. On the one hand, it ha the tak to enure the maximum power delivery from the antenna to the remaining circuit and on the other hand it minimize the ignal reflection at the interface of the antenna and the matching circuit. The energy converion circuit convert the RF power, which i delivered by the antenna, into DC voltage by uing a cacaded Greinacher circuit. After the rectification, the reulting DC voltage i tored at a capacitor. The energy at thi torage capacitor get accumulated until an upper threhold voltage i reached. After exceeding thi voltage, the torage capacitor dicharge until a lower threhold voltage i reached. Thi charging and dicharging of the capacitor i triggered by a comparator, which compare the voltage at the torage capacitor with an internal reference voltage and output a digital voltage indicating which one of the compared voltage i higher. The output of the comparator witche a DC-to- DC converter on and off, which increae the DC voltage level at the torage capacitor to another adjutable level, e.g..8 V. Fig. how the component of the propoed RF energy harveting ytem. etc4-34. European Telemetry and Tet Conference 8
2 DOI.56/etc4/. Fig.. Diagram of the propoed RF energy harveting ytem. Preconideration The election of the frequency band and the determination of the expected input power are very important apect that mut be dealt with before tarting the deign of the RF energy harveting ytem. For energy harveting purpoe, four frequencie are mainly ued in today indutry for different application. The frequencie have a major influence on the deign and on the tranmiion behavior of the harveting ytem. The frequencie are 5 khz, 3.56 MHz, 868 MHz and.4 GHz. Thee frequencie are allowed by the ETSI to be ued without permiion. The different frequencie lead to variou coupling mechanim at ditance of everal meter. At the frequencie of 5 khz and 3.56 MHz, motly inductive coupling i ued for power tranmiion. The frequencie of 868 MHz and.4 GHz typically are coupled electromagnetically. Thee coupling mechanim depend on the field region at which the power tranfer occur. The two field region are called near-field and far-field. The inductive coupling only occur at the near-field region and the electromagnetic coupling only take place at the far-field region. If the ditance d of the ender and the receiver of the tranmiion i below λ/(π), the near-field i preent. Above thi ditance, the region i conidered a the far-field. Within the near-field region, the magnetic field trength i dominant and decreae according to /d 3. At the farfield, the magnetic and electric field are in phae and create an electromagnetic wave. The field trength are decreaing within thi region according to /d. Becaue of thi, the ue of far-field propagation i preferred to nearfield propagation for long range application. The frequency band are divided into ubband, where different maximal field trength or tranmiion power are allowed. The 868 MHz band ha for example the ubband of MHz MHz, where a tranmiion power of Watt (ERP) i allowed without retriction. Becaue of thi, we ue the frequency of MHz for the power tranfer, which i the middle of the ubband. At the different frequencie, different antenna type are typically ued to capture the energy. At 5 khz and 3.56 MHz motly antenna coil are ued. At 868 MHz and.4 GHz mainly PCB-, chip-, patch- or monopole antenna are utilized depending on the application. To calculate the incident power at the antenna at a certain ditance R to the ender, the Frii tranmiion equation ha to be ued. It relate the received ignal power ( P r ) and the tranmitted ignal power ( P t ) a P r PG G ( ) 4R () rtt G t and G r are the antenna gain of the tranmitting and the receiving antenna and i the wavelength of the tranmitted ignal. The Frii formula i only valid for the following four condition. Firt, the tranmiion ha to take place in the far-field region at free pace condition. Second, the tranmitting and receiving antenna mut be correctly aligned and polarized. Third, the bandwidth of the tranmiion ha to be o narrow that one value for the wavelength can be aumed. Four, the two antenna and their tranmiion line are conjugate matched, o that no loe occur due to mimatching. Antenna The antenna ha the tak to harvet the incident electromagnetic wave that are propagated by a RF tranmitter. On the one hand, the gain of the antenna hould be a high a poible to increae the received power. etc4-34. European Telemetry and Tet Conference 9
3 DOI.56/etc4/. On the other hand, the antenna hould be a iotropical a poible, o that the direction at which the electromagnetic wave are captured doe not influence the harveting very much. Becaue the two feature cannot be achieved at the ame time, a compromie ha to be found. A quarter-wave monopole antenna i the bet compromie, becaue it ha a high gain of.5 dbi and an approximately iotropic antenna diagram, except at the antenna axi. The length of the quarter wave monopole at MHz i cm. The impedance of the antenna i 5 Ω, which i the ame value typical RF meaurement device have. Matching Circuit The matching circuit i needed to enure the maximum power delivery from the antenna to the remaining circuit and to minimize ignal reflection. A T-match circuit i ued to accomplih thi tak. It conit of two erie inductor and one parallel variable capacitor. The firt tep of the matching procedure i to determine the impedance of the harveting circuit without the antenna and matching circuit. Thi can be performed by imulation or experimentally by uing a network analyzer. In thi work, the impedance ha been determined experimentally. The impedance of the circuit doe not only depend on the frequency, but alo on the input power becaue of the diode, which are nonlinear device. The matching can be performed at one particular frequency and input power. The impedance of the circuit ha been meaured at a frequency at MHz and an input power of -6 dbm, which i the lowet power at which the harveter begin to work. The meaured impedance ha the value of 97 Ω + j 96 Ω. Thi impedance ha to be matched to the 5 Ω of the antenna. The econd tep of the matching procedure i the calculation of the reactive element of the T-match circuit. For thi calculation, the quality factor Q i a very important parameter. He decribe the broadband behavior of the matching and i defined a the relation of the center frequency f (in our cae: MHz) and the frequency bandwidth f = f - f, where f and f are the frequencie where the pectrum of the circuit i reduced to 3 db compared to f. For our calculation, we ue a Q factor of 3. A T-match network can be interpreted a two back-to-back L-type network with a common virtual reitance R, which i hown in fig.. Fig.. T-match circuit hown a two back-to-back L- network with common virtual reitor R. [] The virtual reitance R can be calculated uing eq. (), where R = 5 Ω i the impedance of the antenna. R R ( Q ) 5 3( ) 5 () The firt erial reactance can be computed with the following formula. QR 35 5 (3) S The firt parallel reactance p can be calculated a follow. R Q 3 p (4) For the L-network at the load end, the quality factor Q i defined by the virtual reitor R and the load reitor RL a: R Q (5) R L With thi value, the econd parallel reactance can be determined a follow. p R Q.38 p (6) The combined equivalent parallel reactance can be calculated with eq. (7). p 99.3 p p p (7) etc4-34. European Telemetry and Tet Conference
4 DOI.56/etc4/. The econd erial reactance can be calculated uing the following equation. Q R L L (8) Finally, the value of the reactive element L, L and C var can be calculated with the following three formula. L f nh 7 (9) C var i a variable capacitor with the range of.4 pf to 3 pf o that device tolerance, meaurement uncertaintie and inductive and capacitive influence caued by the microtrip line can be compenated. The matching with thee component lead to a good match at -6 dbm. Fig. 3 depict a mith chart that how the meaured impedance of the matched harveter circuit at the antenna input port from -8 dbm to 8 dbm L f nh 8 () C var f p pf5. () For L and L the commercial available value 7 nh and 8 nh have been ued. Fig. 3. Impedance of the matched harveter in dependence on the input power. Due to the matching, the voltage reflection coefficient decreae to approximately % at an input power of -6 dbm. Thi mean, that 98 % of the power which i captured by the antenna get delivered to the ret of the harveter circuit. Fig. 4 how the voltage coefficient in dependence to the input power from -8 dbm to 8 dbm. Fig. 4. Voltage reflection coefficient over input power. etc4-34. European Telemetry and Tet Conference
5 DOI.56/etc4/. Rectifier Circuit To convert the electromagnetic wave into DC voltage, a rectifier circuit i needed. Since the level of the collected power i very low, the rectifier circuit i baed on a cacaded voltage multiplier circuit. To accomplih an effective rectification with an acceptable output DC voltage, a 7-tage cacaded Greinacher circuit i ued. The circuit not only rectifie the incoming ignal but alo multiplie the peak amplitude. With increaing tage, the output DC voltage get higher, but the loe alo increae with each tage. Fig. 5 how a ingle tage Greinacher circuit. Fig. 5. Single tage Greinacher circuit. Fig. 5 compoe the elementary tage of the rectifier circuit where C (. nf) and D form a negative clamp and C (. nf) and D achieve peak rectification. C moothe the output voltage and act a a tage torage capacitor. The choice of the diode i a very important apect of the rectifier deign and i critical for the overall performance of the harveter circuit. Becaue the harveter circuit operate at a frequency of MHz and an input power of -6 dbm, the diode hould have a very fat witching time and a very low turn on voltage. Thee requirement can be achieved by uing Schottky diode, which ue a metalemiconductor junction intead of a emiconductor-emiconductor junction. Thi allow the junction to operate much fater and perform a very low forward voltage drop. The Schottky diode HSMS-85P from Avago Technologie have been elected. They have a maximum forward voltage of 5 mv. Energy Storage Capacitor To cumulate the DC voltage, which i delivered by the rectifier, a torage capacitor i ued. The value of the capacitor determine the amount of energy which can be tored. The leakage current of the capacitor hould be a mall a poible. Smaller capacitor charge more quickly, but lead to horter operation cycle. Larger capacitor charge more lowly, but provide higher operation cycle. Becaue of thi, the value of the torage capacitor depend on the application. The following equation can be utilized to etimate the neceary capacitor value. 5 V () C V I t out out on V out and I out are the voltage and average current at the output of the DC-to-DC converter and t on i the on-time of V out. For the propoed harveter, C ha the value of 4 µf, which lead to an on-time of approximately 4 m at an output voltage of.8 V and an average output current of 3.7 ma. Thee parameter are uitable to power a wirele low power enor ytem coniting of a MCU and a enor. Comparator A comparator i an electrical circuit that compare two different analog voltage and output a digital voltage that indicate which one of the compared voltage ha the larger value. The comparator i needed to make ure that the energy which i tored at the torage capacitor cumulate until a certain voltage ( V ) a i reached. x, After exceeding thi voltage, the comparator output witche to high which reult in dicharging the torage capacitor until a defined voltage ( V ) i i n, reached. Thi behavior i viualized by fig. 6. Fig. 6. Output voltage of the comparator depending on the torage capacitor voltage. For the propoed RF energy harveting circuit, we ue the Maxim MA964 low power comparator. He ha a minimum upply voltage of V and conume maximal only 7 na upply current. Thi low-voltage capability make the comparator very attractive to paive wirele device. The comparator ha an internal. V reference voltage. In the propoed RF energy harveting ytem, the upply voltage i provided by the voltage which i applied at the torage capacitor. The two witching voltage at which the comparator witche on and off can be dimenioned via external reitor. The reitor dimenioning i explained in detail at [3]. The external reitor dimenioning enure that the two witching etc4-34. European Telemetry and Tet Conference
6 DOI.56/etc4/. voltage occur at V = a.7 x, V and V =.94 V. The difference of thi voltage i n, i 33 mv and i called hyterei bandwidth. In addition, the comparator ha the purpoe to prevent the circuit from overvoltage, becaue the maximum voltage V at a the x, torage capacitor, which upplie the comparator and the DC-to-DC converter, i never exceeded, independent from the input power. If the input power increae, the operation cycle are jut carried out more quickly due to the fater charging of the capacitor, but the maximum voltage at the torage capacitor doe not change. [4] DC-to-DC Converter A DC-to-DC converter i an electronic circuit that i able to convert DC voltage from one level to another. For our harveter, we ue the LTC356L DC-to-DC converter from Linear Technology. He ha the tak to increae the voltage which i applied at the torage capacitor (94 mv.7 V) to a DC voltage of.8 V during one operation cycle. The output voltage can be adjuted between.5 V and 5.5 V by an external reitor divider tap. The device ha an input voltage range between.5 V to 5 V and i upplied by the torage capacitor. [5] Complete RF Energy Harveting Sytem The RF energy harveting circuit propoed in thi work ha been deigned with CadSoft EAGLE and fabricated uing PCB technology. The maximum harveting range of the ytem i approximately m and the minimum neceary input power i -6 dbm. Fig. 7 how the voltage at the output of the harveter (lower graph) and the voltage at the torage capacitor (upper graph) during one operation cycle. Thee voltage have been meaured with an ocillocope. It can be een at the figure that the voltage at the torage capacitor decreae from.7 V to 94 mv which are the two threhold voltage determined by the comparator reitor dimenioning. During the dicharge of the torage capacitor the DC-to- DC converter output a DC voltage of.8 V for a time of 4 m. Thi i indicated by the two vertical line at fig. 7. Within the on-time of the DC-to-DC output voltage, the load, which i typically a wirele enor ytem, i powered and able to execute one operation cycle. Such cycle conit for example of the determination and tranmiion of temperature and humidity value. After operation, the enor ytem wait on tandby until the next operation cycle begin. Fig. 7. Vcap and Vout over time during one cyle Concluion and Future Work In thi paper, a RF energy harveting ytem for the 868 MHz band i preented. It can be ued to energize low power device, e.g. wirele enor ytem. The complete RF energy harveting ytem can operate at input power of at leat -6 dbm and i optimized for a frequency of MHz and ha a maximum harveting range of m. It output an energy of up to 6 μj during one operation cycle. One future tak of thi work i the invetigation of the behavior of the preented RF harveter circuit if it i integrated into everal building and inulation material, e.g. reinforced concrete or teel wool. Integrated into thee material, the RF energy harveting circuit hould be able to power a wirele enor ytem, which meaure and tranmit the temperature and humidity value of thee material. Reference [] K. Dembowki, Energy Harveting fuer die Mikroelektronik, pp. 4 ff, t edition, VDE Verlag, Berlin,. [] C. Bowick, J. Blyler, C. Ajluni, RF Circuit Deign, page 7, Newne, nd edition, 7 [3] Maxim Integrated. (5, Sep.) Application Note 366: Adding Extra Hyterei to Comparator. [Online]. Available: [4] Maxim Integrated. (4, Mar.) Ultra-Small, Low- Power Single Comparator in 4-Bump UCSP and 5-SOT3. [Online]. Available: d/583 [5] Linear Technology Corporation. (4, Mar.) LTC356L/LTC356LB. [Online]. Available: etc4-34. European Telemetry and Tet Conference 3
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
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
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
CHAPTER 5 BROADBAND CLASS-E AMPLIFIER
CHAPTER 5 BROADBAND CLASS-E AMPLIFIER 5.0 Introduction Cla-E amplifier wa firt preented by Sokal in 1975. The application of cla- E amplifier were limited to the VHF band. At thi range of frequency, cla-e
Large Generators and High Power Drives
Large Generator and High Power Drive Content of lecture 1. Manufacturing of Large Electrical Machine 2. Heating and cooling of electrical machine 3. Eddy current loe in winding ytem 4. Excitation of ynchronou
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
Simple Modular Half-Bridge
Simple Modular HalfBridge Shane Colton Email: [email protected] Maachuett Intitute of Technology Rev.1.1 13 March, 2009 Simple Modular HalfBridge Module Overview V i V i Iolated DCDC Supply: Supplied by 12V
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,
Simulation of Sensorless Speed Control of Induction Motor Using APFO Technique
International Journal of Computer and Electrical Engineering, Vol. 4, No. 4, Augut 2012 Simulation of Senorle Speed Control of Induction Motor Uing APFO Technique T. Raghu, J. Sriniva Rao, and S. Chandra
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
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
An Automatic Noise-Figure Meter
An Automatic Noie-Figure Meter Here i a project that will automatically meaure the noie figure of your preamplifier project. It ha an operating range from 3 MHz to over 400 MHz. Jim Koehler, Introduction
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
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, [email protected] *2,Correponding
Performance of a Browser-Based JavaScript Bandwidth Test
Performance of a Brower-Baed JavaScript Bandwidth Tet David A. Cohen II May 7, 2013 CP SC 491/H495 Abtract An exiting brower-baed bandwidth tet written in JavaScript wa modified for the purpoe of further
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
On Reference RIAA Networks by Jim Hagerman
On eference IAA Network by Jim Hagerman You d think there would be nothing left to ay. Everything you need to know about IAA network ha already been publihed. However, a few year back I came acro an intereting
Chapter 3 Torque Sensor
CHAPTER 3: TORQUE SESOR 13 Chapter 3 Torque Senor Thi chapter characterize the iue urrounding the development of the torque enor, pecifically addreing meaurement method, tranducer technology and converter
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
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
Analysis of Variable Frequency Three Phase Induction Motor Drive
World Academy of Science, ngineering and Technology 4 008 Analyi of Variable Frequency Three Phae Induction Motor Drive Thida Win, Nang Sabai, and Hnin Nandar Maung Abtract AC motor drive are widely ued
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: [email protected]
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
Design of Compound Hyperchaotic System with Application in Secure Data Transmission Systems
Deign of Compound Hyperchaotic Sytem with Application in Secure Data Tranmiion Sytem D. Chantov Key Word. Lyapunov exponent; hyperchaotic ytem; chaotic ynchronization; chaotic witching. Abtract. In thi
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
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
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
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
Design and Analysis of Amplifiers for Protective Relay Testing
Omar A. C. Vilcanqui, Antonio C. de C. ima uiza..dealmeida,2 Univeridade Federal da Bahia (), Univeridade Federal do ABC (2) Deign and Analyi of Amplifier for Protective Teting Abtract. Thi paper preent
Unit 11 Using Linear Regression to Describe Relationships
Unit 11 Uing Linear Regreion to Decribe Relationhip Objective: To obtain and interpret the lope and intercept of the leat quare line for predicting a quantitative repone variable from a quantitative explanatory
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,
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
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
Design of The Feedback Controller (PID Controller) for The Buck Boost Converter
Deign of The Feedback Controller (PID Controller) for The Buck Boot Converter )Sattar Jaber Al-Iawi ) Ehan A. Abd Al-Nabi Department of Electromechanical Eng. The High Intitute for Indutry-Libya-Mirata
Single-phase (220...240 V) voltage monitoring: Undervoltage Overvoltage Window mode (overvoltage + undervoltage) Voltage fault memory selectable
70 Serie - Line monitoring relay 70 SRIS Feature 70.11 70.31 lectronic voltage monitoring relay for ingle and three-phae application Multifunctional type, providing the flexibility of monitoring Undervoltage,
Availability of WDM Multi Ring Networks
Paper Availability of WDM Multi Ring Network Ivan Rado and Katarina Rado H d.o.o. Motar, Motar, Bonia and Herzegovina Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Univerity
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: [email protected] Itituto
Performance Evaluation and Delay Modelling of VoIP Traffic over 802.11 Wireless Mesh Network
International Journal of Computer Application (975 8887) Volume 1 No.9, May 11 Performance Evaluation and Delay Modelling of VoIP Traffic over 8.11 Wirele Meh Network Amit Chhabra Dept. of CSE SDDIET,
Digital Communication Systems
Digital Communication Sytem The term digital communication cover a broad area of communication technique, including digital tranmiion and digital radio. Digital tranmiion, i the tranmitted of digital pule
SIMULATION INVESTIGATIONS OF ELECTROHYDRAULIC DRIVE CONTROLLED BY HAPTIC JOYSTICK
KOMISJ BUDOWY MSZYN PN ODDZIŁ W POZNNIU Vol. 8 nr 4 rchiwum Technologii Mazyn i utomatyzacji 8 NDRZEJ MILECKI SIMULTION INVESTIGTIONS OF ELECTROHYDRULIC DRIVE CONTROLLED BY HPTIC JOYSTICK In the paper
6. Friction, Experiment and Theory
6. Friction, Experiment and Theory The lab thi wee invetigate the rictional orce and the phyical interpretation o the coeicient o riction. We will mae ue o the concept o the orce o gravity, the normal
Diode Applications. by Kenneth A. Kuhn Sept. 1, 2008. This note illustrates some common applications of diodes.
by Kenneth A. Kuhn Sept. 1, 2008 This note illustrates some common applications of diodes. Power supply applications A common application for diodes is converting AC to DC. Although half-wave rectification
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
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
CMOS 1.8 V to 5.5 V, 2.5 2:1 Mux/SPDT Switch in SOT-23 ADG719
a FEATURE 1.8 V to 5.5 ingle upply 4 (Max) On Resistance.75 (Typ) On Resistance Flatness Automotive Temperature Range: 4 C to +125 C 3 db Bandwidth > 2 MHz Rail-to-Rail Operation 6-Lead OT-23 Package and
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
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
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
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
Op Amp Circuit Collection
Op Amp Circuit Collection Note: National Semiconductor recommends replacing 2N2920 and 2N3728 matched pairs with LM394 in all application circuits. Section 1 Basic Circuits Inverting Amplifier Difference
Impedance Matching and Matching Networks. Valentin Todorow, December, 2009
Impedance Matching and Matching Networks Valentin Todorow, December, 2009 RF for Plasma Processing - Definition of RF What is RF? The IEEE Standard Dictionary of Electrical and Electronics Terms defines
Tracking Control and Adaptive Local Navigation for Nonholonomic Mobile Robots
Tracking Control and Adaptive Local Navigation for Nonholonomic Mobile Robot Alexander Mojaev Andrea Zell Univerity of Tuebingen, Computer Science Dept., Computer Architecture, Sand, D - 776 Tuebingen,
CMOS 5 V/+5 V 4 Single SPDT Switches ADG619/ADG620
a FEATURE (Max) On Resistance. (Max) On Resistance Flatness.7 V to 5.5 ingle upply.7 V to 5.5 V ual upply Rail-to-Rail Operation -Lead OT-3 Package, -Lead MOP Package Typical Power Consumption (
Physics 111. Exam #1. January 24, 2014
Phyic 111 Exam #1 January 24, 2014 Name Pleae read and follow thee intruction carefully: Read all problem carefully before attempting to olve them. Your work mut be legible, and the organization clear.
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
Lecture 14: Transformers. Ideal Transformers
White, EE 3 Lecture 14 Page 1 of 9 Lecture 14: Tranforer. deal Tranforer n general, a tranforer i a ultiort ac device that convert voltage, current and iedance fro one value to another. Thi device only
Design Considerations for RF Energy Harvesting Devices
Design Considerations for RF Energy Harvesting Devices Harry Ostaffe Director, Marketing & Business Development 1 Overview RF energy is generally very low Direct-power at close range to a transmitter Energy
Cluster-Aware Cache for Network Attached Storage *
Cluter-Aware Cache for Network Attached Storage * Bin Cai, Changheng Xie, and Qiang Cao National Storage Sytem Laboratory, Department of Computer Science, Huazhong Univerity of Science and Technology,
CMOS 1.8 V to 5.5 V, 2.5 Ω SPDT Switch/2:1 Mux in Tiny SC70 Package ADG779
CMO 1.8 V to 5.5 V, 2.5 Ω PT witch/2:1 Mux in Tiny C70 Package AG779 FEATURE 1.8 V to 5.5 V single supply 2.5 Ω on resistance 0.75 Ω on-resistance flatness 3 db bandwidth >200 MHz Rail-to-rail operation
Figure 2.1. a. Block diagram representation of a system; b. block diagram representation of an interconnection of subsystems
Figure. a. Block diagram repreentation o a ytem; b. block diagram repreentation o an interconnection o ubytem REVIEW OF THE LAPLACE TRANSFORM Table. Laplace tranorm table Table. Laplace tranorm theorem
CASE STUDY ALLOCATE SOFTWARE
CASE STUDY ALLOCATE SOFTWARE allocate caetud y TABLE OF CONTENTS #1 ABOUT THE CLIENT #2 OUR ROLE #3 EFFECTS OF OUR COOPERATION #4 BUSINESS PROBLEM THAT WE SOLVED #5 CHALLENGES #6 WORKING IN SCRUM #7 WHAT
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
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
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
MODELLING HIGH TEMPERATURE FLOW STRESS CURVES OF TITANIUM ALLOYS
MODELLING HIGH TEMPERATURE FLOW STRESS CURVES OF TITANIUM ALLOYS Z. Guo, N. Saunder, J.P. Schillé, A.P. Miodownik Sente Software Ltd, Surrey Technology Centre, Guildford, GU2 7YG, U.K. Keyword: Titanium
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.
v = x t = x 2 x 1 t 2 t 1 The average speed of the particle is absolute value of the average velocity and is given Distance travelled t
Chapter 2 Motion in One Dimenion 2.1 The Important Stuff 2.1.1 Poition, Time and Diplacement We begin our tudy of motion by conidering object which are very mall in comparion to the ize of their movement
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
Risk Management for a Global Supply Chain Planning under Uncertainty: Models and Algorithms
Rik Management for a Global Supply Chain Planning under Uncertainty: Model and Algorithm Fengqi You 1, John M. Waick 2, Ignacio E. Gromann 1* 1 Dept. of Chemical Engineering, Carnegie Mellon Univerity,
Properties of electrical signals
DC Voltage Component (Average voltage) Properties of electrical signals v(t) = V DC + v ac (t) V DC is the voltage value displayed on a DC voltmeter Triangular waveform DC component Half-wave rectifier
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
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
Control of Wireless Networks with Flow Level Dynamics under Constant Time Scheduling
Control of Wirele Network with Flow Level Dynamic under Contant Time Scheduling Long Le and Ravi R. Mazumdar Department of Electrical and Computer Engineering Univerity of Waterloo,Waterloo, ON, Canada
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
Dissertation. Zur Erlangung des Grades eines Doktors der Naturwissenschaften in der Fakultät für Physik und Astronomie der Ruhr-Universität Bochum
Invetigation of Thermal Tranport in Layered Sytem and Micro-tructured Semiconductor Device by Photothermal Technique and Finite Element Simulation Diertation Zur Erlangung de Grade eine Doktor der Naturwienchaften
DUE to the small size and low cost of a sensor node, a
1992 IEEE TRANSACTIONS ON MOBILE COMPUTING, VOL. 14, NO. 10, OCTOBER 2015 A Networ Coding Baed Energy Efficient Data Bacup in Survivability-Heterogeneou Senor Networ Jie Tian, Tan Yan, and Guiling Wang
Distributed, Secure Load Balancing with Skew, Heterogeneity, and Churn
Ditributed, Secure Load Balancing with Skew, Heterogeneity, and Churn Jonathan Ledlie and Margo Seltzer Diviion of Engineering and Applied Science Harvard Univerity Abtract Numerou propoal exit for load
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
Amplifier for Small Magnetic and Electric Wideband Receiving Antennas (model AAA-1B)
Amplifier for Small Magnetic and Electric Wideband Receiving Antennas (model AAA-1B) 1. Description and Specifications Contents 1.1 Description 1.2 1.2 Specifications 1.3 1.3 Tested parameters in production
Analysis of Mesostructure Unit Cells Comprised of Octet-truss Structures
Analyi of Meotructure Unit Cell Compried of Octet-tru Structure Scott R. Johnton *, Marque Reed *, Hongqing V. Wang, and David W. Roen * * The George W. Woodruff School of Mechanical Engineering, Georgia
Linear Momentum and Collisions
Chapter 7 Linear Momentum and Colliion 7.1 The Important Stuff 7.1.1 Linear Momentum The linear momentum of a particle with ma m moving with velocity v i defined a p = mv (7.1) Linear momentum i a vector.
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
Performance Evaluation of Multiple IEEE 802.11b WLAN Stations in the Presence of Bluetooth Radio Interference
Performance Evaluation of Multiple IEEE 802.11b WLAN Station in the Preence of Bluetooth Radio Interference Jung-Hyuck Jo and Nikil Jayant Georgia ech Broadband Intitute, Georgia Intitute of echnology,
VJ 6040 Mobile Digital TV UHF Antenna Evaluation Board
VISHAY VITRAMON Multilayer Chip Capacitors Application Note GENERAL is a multilayer ceramic chip antenna designed for receiving mobile digital TV transmissions in the UHF band. The target application for
CMOS 5 V/5 V 4 Dual SPST Switches ADG621/ADG622/ADG623
a FEATURE 5.5 (Max) On Resistance.9 (Max) On-Resistance Flatness 2.7 V to 5.5 ingle upply 2.7 V to 5.5 V ual upply Rail-to-Rail Operation 1-Lead OIC Package Typical Power Consumption (
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
