MEASUREMENTS AND THEORETICAL CALCULATIONS OF DIFFUSED RADIATION AND ATMOSPHERE LUCIDITY

Size: px
Start display at page:

Download "MEASUREMENTS AND THEORETICAL CALCULATIONS OF DIFFUSED RADIATION AND ATMOSPHERE LUCIDITY"

Transcription

1 ENGINEERING FOR RURAL DEVELOPMENT Jelgava, MEASUREMENTS AND THEORETICAL CALCULATIONS OF DIFFUSED RADIATION AND ATMOSPHERE LUCIDITY Ilze Pelēce, Uldis Iljins, Imans Ziemelis Lavia Universiy of Agriculure Absrac. Align wih oher environmen friendly renewable energy sources solar energy is widely used in he world. Also in Lavia solar collecors are used. However, in Lavia because of is geographical and climaic condiions here are some specific feaures in comparison wih radiional solar energy using counries. These feaures lead o he necessiy o pay more aenion o diffused irradiance. Anoher facor affecing he received irradiance of any surface is lucidiy of amosphere. This facor has no been no sudied in Lavia ye. This aricle deals wih evaluaion of diffused irradiance, and also of lucidiy of amosphere. The diffused irradiance can be measured direcly or as a difference beween he global irradiance and he beam one. The lucidiy of amosphere can be calculaed from he measuremens of boh global and beam irradiance, if he heigh of he sun is known. Therefore, measuremens of boh global and beam irradiance have been carried ou, and he diffused irradiance calculaed as a difference beween he global irradiance and he beam one. For measuring of he global irradiance he dome solarimeer has been used. For measuring of he direc irradiance racking o sun pirheliomeer has been used. The measuremens were performed in Riga from Ocober 8 ill March 9. The measuremens were execued auomaically afer every 5 minues. The obained resuls have been analyzed aking ino accoun also he daa on nebulosiy from he Sae agency Lavian Environmen, Geology and Meeorology Agency. Also effors o calculae heoreically he diffused irradiance from he heigh of he sun and he daa of he nebulosiy have been done. These calculaed values have been compared wih he measured ones. Good accordance is obained. Keywords: solar energy, diffused radiaion, amosphere lucidiy, nebulosiy Inroducion Solar waer heaing and elecriciy producion sysems are used in many counries all over he world, mosly in souhern ones, bu he use of solar energy is possible also in Lavia [1, ]. However, in Lavia because of is geographical and climaic condiions here are some specific feaures in comparison wih radiional solar energy using counries. One of hem is frequenly grea nebulosiy, which influences boh direc and diffused irradiance. Therefore, usual consrucions of solar energy receivers are no efficien enough in Lavia, and new consrucions are required, which would be able o use he diffused radiaion more efficienly. For beer elaboraion and evaluaion of he new consrucions, also new, more precise, complee and convenien mehods for calculaion and forecasing of he received energy are required. In his aricle an aemp o forecas he diffused solar radiaion has been done. The auhors have deal wih his quesion also in earlier works [3-5]. Now new daa have been measured and herefore new more precise formulae have been developed. Anoher imporan value affecing he received solar radiaion is lucidiy of amosphere. If he value of he lucidiy of amosphere has been esablished, he direc solar radiaion can be forecased. This value can be calculaed from he direc solar radiaion and he heigh of he sun. Such calculaions also have been done in his work. Maherials and mehods Boh he global and he beam solar irradiance were measured from 6 Ocober 8 ill 6 March 9. The measuremens were carried ou Riga. The global irradiance was measured using ISO 1 class piranomeer CMP 6 from Kipp&Zonen shown in Figure 1. Measuremens of boh global and beam radiaion were carried ou a auomaic mode afer every 5 minues. The beam normal solar irradiance (on he surface perpendicular o solar rays) was measured using ISO 1 class pirheliomeer from Kipp&Zonen equipped wih a racking device, shown in Figure. 19

2 ENGINEERING FOR RURAL DEVELOPMENT Jelgava, Fig. 1. Pyranomeer Fig.. Pirheliomeer wih racking device Daa on nebulosiy in he period of measuremens from he Lavia Agency of Environmen, Meeorology and Geology were obained. Nebulosiy was evaluaed in grades afer every hree hours, and hen he mean value of he day was calculaed. Calculaions were done using he mehods saed in [3-8]. The diffused solar irradiance is he difference beween he global solar irradiance and he beam solar irradiance on a horizonal surface. The beam solar irradiance on a horizonal surface can be calculaed from he beam normal irradiance and he heigh of he sun I B = I B sin α where IB beam solar irradiance on horizonal surface, W m-; IB beam normal solar irradiance, W m-; α heigh of he sun, deg..the heigh of he sun can be calculaed using he expression explained in [3-5, 8] sin α = (cos s cos λ + sin s sin λ cos ε ) cos ϕ + sin λ sin ε sin ϕ where s sidereal ime, deg; λ celesial longiude, deg; ε longiude of he place, deg; ϕ - laiude of he place, deg. (1) ()

3 ENGINEERING FOR RURAL DEVELOPMENT Jelgava, An aemp o find he dependence of he daily sum of he diffused irradiance on nebulosiy and he maximal heigh of he sun has been made using a graphical mehod [6], used also in previous works by he auhors [3-5]. This mehod conains a graphical plo of calculaed values via measured ones. The validiy of he model (formula) under consideraion can be evaluaed from he slope of linear graph (mus be near o one), inercep (mus be near o zero), and larges coefficien of deerminaion R. On he oher hand, he direc normal irradiance can be expressed wih he well known formula where I D direc normal solar irradiance, W m - ; S solar consan, W m - ; S = 1367 W m - P amosphere lucidiy, relaive unis; m amosphere mass, relaive unis. I m D = S P (3) The amosphere mass can be calculaed using he formula given in [7] where z rue zenih angle, deg. 1.43cos z cos z m = (4) 3 cos z cos z cos z If he direc normal solar irradiance is measured, he amosphere lucidiy can be calculaed from he formula (3). Resuls and discussion The daily course of solar irradiance is various and depends no only on nebulosiy, bu also on he kind of clouds. There is he daily course of global (a), beam normal (b) and diffused irradiaion on 18 November shown in Fig. 3. The mean nebulosiy on his day was 5 grades. I is ineresing ha approximaely a 1:3 when he beam irradiaion rapidly decreases obviously due o he clouds he diffused irradiaion iniially increases and decreases laer. I is no a paricular case, such course is usual for he diffused irradiance. However, regardless of he various course of he diffused irradiance is daily sum shows a raher srong dependence on he maximal heigh of he sun (or lengh of he day hey are correlaed values) and on nebulosiy. From analyzing his dependence he following formula for calculaion of he daily sum of he diffused radiaion can be obained D = ( Asin α + B sinα + C) ( E M + F M + G) (5) where D daily sum of he diffused irradiance, MJ m - day -1 ; α heigh of he sun, deg; M nebulosiy, grades; A, B, C, E, F, G coefficiens. From he measuremens he values of he coefficiens obained are hose shown in Table 1. Table 1 Values of coefficiens in formula (5) Coefficien A B C E F G Value The calculaed from his formula values of he daily sum of diffused irradiance have been ploed via he measured ones. This plo is shown in Fig. 4. Approximaing his dependence wih linear graph he slope 1.4±.1 and inercep.53±.36 have been obained, and he coefficien of deerminaion R =.87. 1

4 ENGINEERING FOR RURAL DEVELOPMENT Jelgava, Radiaion, W m - Radiaion, W m - Radiaion, W m : 8: 1: 1: 14: 16: 18: : 8: 1: 1: 14: 16: 18: 3 1 6: 8: 1: 1: 14: 16: 18: Fig. 3. Solar irradiance: a global, b beam and c diffused, on 1 January 9 Calculaed energy, MJ m - day -1 a b c Measured energy, MJ m - day -1 Fig. 4. Measured and calculaed daily sums of diffused energy, MJ m - day -1 The amosphere lucidiy has been calculaed from he measuremens of beam normal irradiance using he formula (3). For example, in Figure 5 he daily course of he amosphere lucidiy on 17 November is shown. I is raher difficul o separae he influence of he amosphere lucidiy from ha of he clouds. Larges values can be assumed as amosphere lucidiy, while sharp decreases are

5 ENGINEERING FOR RURAL DEVELOPMENT Jelgava, relaed wih clouds. If so, he amosphere lucidiy in mos cases is beween.65 and.77. However, a larger number of more precise measuremens is required. Amosphere : 8: 1: 1: 14: 16: 18: Fig. 5. Amosphere lucidiy on 17 November 9 Conclusions 1. The diffused solar irradiance can be prediced from he maximal heigh of he sun and nebulosiy.. Such model gives good accordance (R =.87) wih he measuremens. 3. The amosphere lucidiy is beween.65 and.77, bu addiional measuremens are required. References 1. Kancevica L., Navickas J., Ziemelis E., Ziemelis I. 6. Increase of he Efficiency of Solar Collecors. Second Inernaional Scienific Conference: Biomerics and Informaion Technologies in Agriculure: Research and Developmen.- Lihuania, Kaunas, 89-9 pp.. Ziemelis I., Iljins U., Navickas J. 4. Economical Comparison of Some Parameers of Fla-Plae Solar Collecors. Inernaional Research Conference: The Role of Chemisry and Physics in he Developmen of Agriculural Technologies.- Lihuania, Kaunas, 3 5 pp. 3. Pelēce Ilze. Influence of nebulosiy on use of solar energy in Lavia // Engineering for Rural Developmen. - Jelgava : LLU, 8. - lpp ISSN Pelēce Ilze, Iljins Uldis, Ziemelis Imans. Forecas of Energy Received by Solar Collecors [Konference] // Applied Informaion and Communicaion Technologies. - Jelgava : LLU, 8. - lpp ISBN Pelēce Ilze, Iljins Uldis, Ziemelis Imans. Theoreical calculaion of energy received by semispherical solar collecor // Engineering of Agriculural Technonolies / red. Lillak Rein. Kaunas, 8. - Vol pp ISSN x. 6. Younes S. un Muneer T. Improvemens in solar radiaion models based on cloud daa. - Building Servicies Engineering Research Technology : Vol. 7(1). - pp Young A. T. Air mass and refracion - Applied Opics : Vol pp Žagars J. un Vilks I. Asronomija augsskolām. - Rīga : LU, 5. 3

Development of a new metrological model for measuring of the water surface evaporation Tovmach L. Tovmach Yr. Abstract Introduction

Development of a new metrological model for measuring of the water surface evaporation Tovmach L. Tovmach Yr. Abstract Introduction Developmen of a new merological model for measuring of he waer surface evaporaion Tovmach L. Tovmach Yr. Sae Hydrological Insiue 23 Second Line, 199053 S. Peersburg, Russian Federaion Telephone (812) 323

More information

KINEMATICS IN ONE DIMENSION

KINEMATICS IN ONE DIMENSION KINEMATICS IN ONE DIMENSION PREVIEW Kinemaics is he sudy of how hings move how far (disance and displacemen), how fas (speed and velociy), and how fas ha how fas changes (acceleraion). We say ha an objec

More information

Sterilization D Values

Sterilization D Values Seriliaion D Values Seriliaion by seam consis of he simple observaion ha baceria die over ime during exposure o hea. They do no all live for a finie period of hea exposure and hen suddenly die a once,

More information

STATE-SPACE MODELLING. A mass balance across the tank gives:

STATE-SPACE MODELLING. A mass balance across the tank gives: B. Lennox and N.F. Thornhill, 9, Sae Space Modelling, IChemE Process Managemen and Conrol Subjec Group Newsleer STE-SPACE MODELLING Inroducion: Over he pas decade or so here has been an ever increasing

More information

Simulation-Solving Dynamic Models ABE 5646 Week 2, Spring 2010

Simulation-Solving Dynamic Models ABE 5646 Week 2, Spring 2010 Simulaion-Solving Dynamic Models ABE 5646 Week 2, Spring 2010 Week Descripion Reading Maerial 2 Compuer Simulaion of Dynamic Models Finie Difference, coninuous saes, discree ime Simple Mehods Euler Trapezoid

More information

Lecture 2-1 Kinematics in One Dimension Displacement, Velocity and Acceleration Everything in the world is moving. Nothing stays still.

Lecture 2-1 Kinematics in One Dimension Displacement, Velocity and Acceleration Everything in the world is moving. Nothing stays still. Lecure - Kinemaics in One Dimension Displacemen, Velociy and Acceleraion Everyhing in he world is moving. Nohing says sill. Moion occurs a all scales of he universe, saring from he moion of elecrons in

More information

In this chapter the model of free motion under gravity is extended to objects projected at an angle. When you have completed it, you should

In this chapter the model of free motion under gravity is extended to objects projected at an angle. When you have completed it, you should Cambridge Universiy Press 978--36-60033-7 Cambridge Inernaional AS and A Level Mahemaics: Mechanics Coursebook Excerp More Informaion Chaper The moion of projeciles In his chaper he model of free moion

More information

CALCULATIONS OF SEMI-SPHERICAL SOLAR COLLECTOR WITH REFLECTOR

CALCULATIONS OF SEMI-SPHERICAL SOLAR COLLECTOR WITH REFLECTOR CALCULATIONS OF SEMI-SPHERICAL SOLAR COLLECTOR WITH REFLECTOR Ilze Pelece Latvia University of Agriculture ilze.pelece@llu.lv Abstract. As it was shown in our previous works, a solar collector with a semi-spherical

More information

1. VELOCITY AND ACCELERATION

1. VELOCITY AND ACCELERATION 1. VELOCITY AND ACCELERATION 1.1 Kinemaics Equaions s = u + 1 a and s = v 1 a s = 1 (u + v) v = u + as 1. Displacemen-Time Graph Gradien = speed 1.3 Velociy-Time Graph Gradien = acceleraion Area under

More information

23.2. Representing Periodic Functions by Fourier Series. Introduction. Prerequisites. Learning Outcomes

23.2. Representing Periodic Functions by Fourier Series. Introduction. Prerequisites. Learning Outcomes Represening Periodic Funcions by Fourier Series 3. Inroducion In his Secion we show how a periodic funcion can be expressed as a series of sines and cosines. We begin by obaining some sandard inegrals

More information

5.2. The Natural Logarithm. Solution

5.2. The Natural Logarithm. Solution 5.2 The Naural Logarihm The number e is an irraional number, similar in naure o π. Is non-erminaing, non-repeaing value is e 2.718 281 828 59. Like π, e also occurs frequenly in naural phenomena. In fac,

More information

Position, Velocity, and Acceleration

Position, Velocity, and Acceleration rev 06/2017 Posiion, Velociy, and Acceleraion Equipmen Qy Equipmen Par Number 1 Dynamic Track ME-9493 1 Car ME-9454 1 Fan Accessory ME-9491 1 Moion Sensor II CI-6742A 1 Track Barrier Purpose The purpose

More information

STRUCTURAL CHANGE IN TIME SERIES OF THE EXCHANGE RATES BETWEEN YEN-DOLLAR AND YEN-EURO IN

STRUCTURAL CHANGE IN TIME SERIES OF THE EXCHANGE RATES BETWEEN YEN-DOLLAR AND YEN-EURO IN Inernaional Journal of Applied Economerics and Quaniaive Sudies. Vol.1-3(004) STRUCTURAL CHANGE IN TIME SERIES OF THE EXCHANGE RATES BETWEEN YEN-DOLLAR AND YEN-EURO IN 001-004 OBARA, Takashi * Absrac The

More information

Scientific Herald of the Voronezh State University of Architecture and Civil Engineering. Construction and Architecture

Scientific Herald of the Voronezh State University of Architecture and Civil Engineering. Construction and Architecture Scienific Herald of he Voronezh Sae Universiy of Archiecure and Civil Engineering. Consrucion and Archiecure UDC 625.863.6:551.328 Voronezh Sae Universiy of Archiecure and Civil Engineering Ph. D. applican

More information

Forecasting optimally

Forecasting optimally I) ile: Forecas Evaluaion II) Conens: Evaluaing forecass, properies of opimal forecass, esing properies of opimal forecass, saisical comparison of forecas accuracy III) Documenaion: - Diebold, Francis

More information

Exponential Weighted Moving Average (EWMA) Chart Under The Assumption of Moderateness And Its 3 Control Limits

Exponential Weighted Moving Average (EWMA) Chart Under The Assumption of Moderateness And Its 3 Control Limits DOI: 0.545/mjis.07.5009 Exponenial Weighed Moving Average (EWMA) Char Under The Assumpion of Moderaeness And Is 3 Conrol Limis KALPESH S TAILOR Assisan Professor, Deparmen of Saisics, M. K. Bhavnagar Universiy,

More information

Some Basic Information about M-S-D Systems

Some Basic Information about M-S-D Systems Some Basic Informaion abou M-S-D Sysems 1 Inroducion We wan o give some summary of he facs concerning unforced (homogeneous) and forced (non-homogeneous) models for linear oscillaors governed by second-order,

More information

SPH3U: Projectiles. Recorder: Manager: Speaker:

SPH3U: Projectiles. Recorder: Manager: Speaker: SPH3U: Projeciles Now i s ime o use our new skills o analyze he moion of a golf ball ha was ossed hrough he air. Le s find ou wha is special abou he moion of a projecile. Recorder: Manager: Speaker: 0

More information

Cosumnes River College Principles of Macroeconomics Problem Set 1 Due January 30, 2017

Cosumnes River College Principles of Macroeconomics Problem Set 1 Due January 30, 2017 Spring 0 Cosumnes River College Principles of Macroeconomics Problem Se Due Januar 0, 0 Name: Soluions Prof. Dowell Insrucions: Wrie he answers clearl and concisel on hese shees in he spaces provided.

More information

Excel-Based Solution Method For The Optimal Policy Of The Hadley And Whittin s Exact Model With Arma Demand

Excel-Based Solution Method For The Optimal Policy Of The Hadley And Whittin s Exact Model With Arma Demand Excel-Based Soluion Mehod For The Opimal Policy Of The Hadley And Whiin s Exac Model Wih Arma Demand Kal Nami School of Business and Economics Winson Salem Sae Universiy Winson Salem, NC 27110 Phone: (336)750-2338

More information

Combined Bending with Induced or Applied Torsion of FRP I-Section Beams

Combined Bending with Induced or Applied Torsion of FRP I-Section Beams Combined Bending wih Induced or Applied Torsion of FRP I-Secion Beams MOJTABA B. SIRJANI School of Science and Technology Norfolk Sae Universiy Norfolk, Virginia 34504 USA sirjani@nsu.edu STEA B. BONDI

More information

Module 2 F c i k c s la l w a s o s f dif di fusi s o i n

Module 2 F c i k c s la l w a s o s f dif di fusi s o i n Module Fick s laws of diffusion Fick s laws of diffusion and hin film soluion Adolf Fick (1855) proposed: d J α d d d J (mole/m s) flu (m /s) diffusion coefficien and (mole/m 3 ) concenraion of ions, aoms

More information

Vehicle Arrival Models : Headway

Vehicle Arrival Models : Headway Chaper 12 Vehicle Arrival Models : Headway 12.1 Inroducion Modelling arrival of vehicle a secion of road is an imporan sep in raffic flow modelling. I has imporan applicaion in raffic flow simulaion where

More information

Matlab and Python programming: how to get started

Matlab and Python programming: how to get started Malab and Pyhon programming: how o ge sared Equipping readers he skills o wrie programs o explore complex sysems and discover ineresing paerns from big daa is one of he main goals of his book. In his chaper,

More information

Navneet Saini, Mayank Goyal, Vishal Bansal (2013); Term Project AML310; Indian Institute of Technology Delhi

Navneet Saini, Mayank Goyal, Vishal Bansal (2013); Term Project AML310; Indian Institute of Technology Delhi Creep in Viscoelasic Subsances Numerical mehods o calculae he coefficiens of he Prony equaion using creep es daa and Herediary Inegrals Mehod Navnee Saini, Mayank Goyal, Vishal Bansal (23); Term Projec

More information

Lecture 3: Exponential Smoothing

Lecture 3: Exponential Smoothing NATCOR: Forecasing & Predicive Analyics Lecure 3: Exponenial Smoohing John Boylan Lancaser Cenre for Forecasing Deparmen of Managemen Science Mehods and Models Forecasing Mehod A (numerical) procedure

More information

Final Spring 2007

Final Spring 2007 .615 Final Spring 7 Overview The purpose of he final exam is o calculae he MHD β limi in a high-bea oroidal okamak agains he dangerous n = 1 exernal ballooning-kink mode. Effecively, his corresponds o

More information

Solutions to Odd Number Exercises in Chapter 6

Solutions to Odd Number Exercises in Chapter 6 1 Soluions o Odd Number Exercises in 6.1 R y eˆ 1.7151 y 6.3 From eˆ ( T K) ˆ R 1 1 SST SST SST (1 R ) 55.36(1.7911) we have, ˆ 6.414 T K ( ) 6.5 y ye ye y e 1 1 Consider he erms e and xe b b x e y e b

More information

Chapter 6. Methods for Latitude and Longitude Measurement. Latitude by Polaris

Chapter 6. Methods for Latitude and Longitude Measurement. Latitude by Polaris Chaper 6 Mehods for Laiude and Longiude Measuremen Laiude by Polaris The observed aliude of a sar being verically above he geographic norh pole would be numerically equal o he laiude of he observer (Fig.

More information

Methodology. -ratios are biased and that the appropriate critical values have to be increased by an amount. that depends on the sample size.

Methodology. -ratios are biased and that the appropriate critical values have to be increased by an amount. that depends on the sample size. Mehodology. Uni Roo Tess A ime series is inegraed when i has a mean revering propery and a finie variance. I is only emporarily ou of equilibrium and is called saionary in I(0). However a ime series ha

More information

Shiva Akhtarian MSc Student, Department of Computer Engineering and Information Technology, Payame Noor University, Iran

Shiva Akhtarian MSc Student, Department of Computer Engineering and Information Technology, Payame Noor University, Iran Curren Trends in Technology and Science ISSN : 79-055 8hSASTech 04 Symposium on Advances in Science & Technology-Commission-IV Mashhad, Iran A New for Sofware Reliabiliy Evaluaion Based on NHPP wih Imperfec

More information

2. For a one-point fixed time method, a pseudo-first order reaction obeys the equation 0.309

2. For a one-point fixed time method, a pseudo-first order reaction obeys the equation 0.309 Chaper 3. To derive an appropriae equaion we firs noe he following general relaionship beween he concenraion of A a ime, [A], he iniial concenraion of A, [A], and he concenraion of P a ime, [P] [ P] Subsiuing

More information

Morning Time: 1 hour 30 minutes Additional materials (enclosed):

Morning Time: 1 hour 30 minutes Additional materials (enclosed): ADVANCED GCE 78/0 MATHEMATICS (MEI) Differenial Equaions THURSDAY JANUARY 008 Morning Time: hour 30 minues Addiional maerials (enclosed): None Addiional maerials (required): Answer Bookle (8 pages) Graph

More information

Time Series Forecasting using CCA and Kohonen Maps - Application to Electricity Consumption

Time Series Forecasting using CCA and Kohonen Maps - Application to Electricity Consumption ESANN'2000 proceedings - European Symposium on Arificial Neural Neworks Bruges (Belgium), 26-28 April 2000, D-Faco public., ISBN 2-930307-00-5, pp. 329-334. Time Series Forecasing using CCA and Kohonen

More information

Lab #2: Kinematics in 1-Dimension

Lab #2: Kinematics in 1-Dimension Reading Assignmen: Chaper 2, Secions 2-1 hrough 2-8 Lab #2: Kinemaics in 1-Dimension Inroducion: The sudy of moion is broken ino wo main areas of sudy kinemaics and dynamics. Kinemaics is he descripion

More information

Explaining Total Factor Productivity. Ulrich Kohli University of Geneva December 2015

Explaining Total Factor Productivity. Ulrich Kohli University of Geneva December 2015 Explaining Toal Facor Produciviy Ulrich Kohli Universiy of Geneva December 2015 Needed: A Theory of Toal Facor Produciviy Edward C. Presco (1998) 2 1. Inroducion Toal Facor Produciviy (TFP) has become

More information

10. State Space Methods

10. State Space Methods . Sae Space Mehods. Inroducion Sae space modelling was briefly inroduced in chaper. Here more coverage is provided of sae space mehods before some of heir uses in conrol sysem design are covered in he

More information

Object tracking: Using HMMs to estimate the geographical location of fish

Object tracking: Using HMMs to estimate the geographical location of fish Objec racking: Using HMMs o esimae he geographical locaion of fish 02433 - Hidden Markov Models Marin Wæver Pedersen, Henrik Madsen Course week 13 MWP, compiled June 8, 2011 Objecive: Locae fish from agging

More information

Dynamic Analysis of Damped Driven Pendulum using Laplace Transform Method

Dynamic Analysis of Damped Driven Pendulum using Laplace Transform Method , ISSN 0974-570X (Online), ISSN 0974-578 (Prin), Vol. 6; Issue No. 3; Year 05, Copyrigh 05 by CESER PUBLICATIONS Dynamic Analysis of Damped Driven Pendulum using Laplace Transform Mehod M.C. Agarana and

More information

1 Evaluating Chromatograms

1 Evaluating Chromatograms 3 1 Evaluaing Chromaograms Hans-Joachim Kuss and Daniel Sauffer Chromaography is, in principle, a diluion process. In HPLC analysis, on dissolving he subsances o be analyzed in an eluen and hen injecing

More information

5.1 - Logarithms and Their Properties

5.1 - Logarithms and Their Properties Chaper 5 Logarihmic Funcions 5.1 - Logarihms and Their Properies Suppose ha a populaion grows according o he formula P 10, where P is he colony size a ime, in hours. When will he populaion be 2500? We

More information

Bias in Conditional and Unconditional Fixed Effects Logit Estimation: a Correction * Tom Coupé

Bias in Conditional and Unconditional Fixed Effects Logit Estimation: a Correction * Tom Coupé Bias in Condiional and Uncondiional Fixed Effecs Logi Esimaion: a Correcion * Tom Coupé Economics Educaion and Research Consorium, Naional Universiy of Kyiv Mohyla Academy Address: Vul Voloska 10, 04070

More information

AP Chemistry--Chapter 12: Chemical Kinetics

AP Chemistry--Chapter 12: Chemical Kinetics AP Chemisry--Chaper 12: Chemical Kineics I. Reacion Raes A. The area of chemisry ha deals wih reacion raes, or how fas a reacion occurs, is called chemical kineics. B. The rae of reacion depends on he

More information

1 Differential Equation Investigations using Customizable

1 Differential Equation Investigations using Customizable Differenial Equaion Invesigaions using Cusomizable Mahles Rober Decker The Universiy of Harford Absrac. The auhor has developed some plaform independen, freely available, ineracive programs (mahles) for

More information

MOMENTUM CONSERVATION LAW

MOMENTUM CONSERVATION LAW 1 AAST/AEDT AP PHYSICS B: Impulse and Momenum Le us run an experimen: The ball is moving wih a velociy of V o and a force of F is applied on i for he ime inerval of. As he resul he ball s velociy changes

More information

EVALUATING FORECASTING MODELS FOR UNEMPLOYMENT RATES BY GENDER IN SELECTED EUROPEAN COUNTRIES

EVALUATING FORECASTING MODELS FOR UNEMPLOYMENT RATES BY GENDER IN SELECTED EUROPEAN COUNTRIES Inerdisciplinary Descripion of Complex Sysems 15(1), 16-35, 217 EVALUATING FORECASTING MODELS FOR UNEMPLOYMENT RATES BY GENDER IN SELECTED EUROPEAN COUNTRIES Ksenija Dumičić*, Berislav Žmuk and Ania Čeh

More information

2) Of the following questions, which ones are thermodynamic, rather than kinetic concepts?

2) Of the following questions, which ones are thermodynamic, rather than kinetic concepts? AP Chemisry Tes (Chaper 12) Muliple Choice (40%) 1) Which of he following is a kineic quaniy? A) Enhalpy B) Inernal Energy C) Gibb s free energy D) Enropy E) Rae of reacion 2) Of he following quesions,

More information

A Fusion Model for Day-Ahead Wind Speed Prediction based on the Validity of the Information

A Fusion Model for Day-Ahead Wind Speed Prediction based on the Validity of the Information A Fusion Model for Day-Ahead Wind Speed Predicion based on he Validiy of he Informaion Jie Wan 1,a, Wenbo Hao 2,b, Guorui Ren 1,c,Leilei Zhao 2,d, Bingliang Xu 2,e, Chengzhi Sun 2,f,Zhigang Zhao 3,g, Chengrui

More information

Single and Double Pendulum Models

Single and Double Pendulum Models Single and Double Pendulum Models Mah 596 Projec Summary Spring 2016 Jarod Har 1 Overview Differen ypes of pendulums are used o model many phenomena in various disciplines. In paricular, single and double

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION SUPPLEMENTARY INFORMATION DOI: 0.038/NCLIMATE893 Temporal resoluion and DICE * Supplemenal Informaion Alex L. Maren and Sephen C. Newbold Naional Cener for Environmenal Economics, US Environmenal Proecion

More information

Chapter 15: Phenomena. Chapter 15 Chemical Kinetics. Reaction Rates. Reaction Rates R P. Reaction Rates. Rate Laws

Chapter 15: Phenomena. Chapter 15 Chemical Kinetics. Reaction Rates. Reaction Rates R P. Reaction Rates. Rate Laws Chaper 5: Phenomena Phenomena: The reacion (aq) + B(aq) C(aq) was sudied a wo differen emperaures (98 K and 35 K). For each emperaure he reacion was sared by puing differen concenraions of he 3 species

More information

IMPROVED HYPERBOLIC FUNCTION METHOD AND EXACT SOLUTIONS FOR VARIABLE COEFFICIENT BENJAMIN-BONA-MAHONY-BURGERS EQUATION

IMPROVED HYPERBOLIC FUNCTION METHOD AND EXACT SOLUTIONS FOR VARIABLE COEFFICIENT BENJAMIN-BONA-MAHONY-BURGERS EQUATION THERMAL SCIENCE, Year 015, Vol. 19, No. 4, pp. 1183-1187 1183 IMPROVED HYPERBOLIC FUNCTION METHOD AND EXACT SOLUTIONS FOR VARIABLE COEFFICIENT BENJAMIN-BONA-MAHONY-BURGERS EQUATION by Hong-Cai MA a,b*,

More information

Displacement ( x) x x x

Displacement ( x) x x x Kinemaics Kinemaics is he branch of mechanics ha describes he moion of objecs wihou necessarily discussing wha causes he moion. 1-Dimensional Kinemaics (or 1- Dimensional moion) refers o moion in a sraigh

More information

Decimal moved after first digit = 4.6 x Decimal moves five places left SCIENTIFIC > POSITIONAL. a) g) 5.31 x b) 0.

Decimal moved after first digit = 4.6 x Decimal moves five places left SCIENTIFIC > POSITIONAL. a) g) 5.31 x b) 0. PHYSICS 20 UNIT 1 SCIENCE MATH WORKSHEET NAME: A. Sandard Noaion Very large and very small numbers are easily wrien using scienific (or sandard) noaion, raher han decimal (or posiional) noaion. Sandard

More information

04. Kinetics of a second order reaction

04. Kinetics of a second order reaction 4. Kineics of a second order reacion Imporan conceps Reacion rae, reacion exen, reacion rae equaion, order of a reacion, firs-order reacions, second-order reacions, differenial and inegraed rae laws, Arrhenius

More information

Physics 235 Chapter 2. Chapter 2 Newtonian Mechanics Single Particle

Physics 235 Chapter 2. Chapter 2 Newtonian Mechanics Single Particle Chaper 2 Newonian Mechanics Single Paricle In his Chaper we will review wha Newon s laws of mechanics ell us abou he moion of a single paricle. Newon s laws are only valid in suiable reference frames,

More information

Advances in Engineering Research (AER), volume Global Conference on Mechanics and Civil Engineering (GCMCE 2017)

Advances in Engineering Research (AER), volume Global Conference on Mechanics and Civil Engineering (GCMCE 2017) Advances in Engineering Research (AER), volume 2017 Global Conference on Mechanics and Civil Engineering (GCMCE 2017) Comparaive Analysis of Esimaion Formula of Acid Dew Poin for Differen Flue Gas Jinhui

More information

Notes on Kalman Filtering

Notes on Kalman Filtering Noes on Kalman Filering Brian Borchers and Rick Aser November 7, Inroducion Daa Assimilaion is he problem of merging model predicions wih acual measuremens of a sysem o produce an opimal esimae of he curren

More information

Solutions from Chapter 9.1 and 9.2

Solutions from Chapter 9.1 and 9.2 Soluions from Chaper 9 and 92 Secion 9 Problem # This basically boils down o an exercise in he chain rule from calculus We are looking for soluions of he form: u( x) = f( k x c) where k x R 3 and k is

More information

USP. Surplus-Production Models

USP. Surplus-Production Models USP Surplus-Producion Models 2 Overview Purpose of slides: Inroducion o he producion model Overview of differen mehods of fiing Go over some criique of he mehod Source: Haddon 2001, Chaper 10 Hilborn and

More information

Comparing Theoretical and Practical Solution of the First Order First Degree Ordinary Differential Equation of Population Model

Comparing Theoretical and Practical Solution of the First Order First Degree Ordinary Differential Equation of Population Model Open Access Journal of Mahemaical and Theoreical Physics Comparing Theoreical and Pracical Soluion of he Firs Order Firs Degree Ordinary Differenial Equaion of Populaion Model Absrac Populaion dynamics

More information

Licenciatura de ADE y Licenciatura conjunta Derecho y ADE. Hoja de ejercicios 2 PARTE A

Licenciatura de ADE y Licenciatura conjunta Derecho y ADE. Hoja de ejercicios 2 PARTE A Licenciaura de ADE y Licenciaura conjuna Derecho y ADE Hoja de ejercicios PARTE A 1. Consider he following models Δy = 0.8 + ε (1 + 0.8L) Δ 1 y = ε where ε and ε are independen whie noise processes. In

More information

Distribution of Estimates

Distribution of Estimates Disribuion of Esimaes From Economerics (40) Linear Regression Model Assume (y,x ) is iid and E(x e )0 Esimaion Consisency y α + βx + he esimaes approach he rue values as he sample size increases Esimaion

More information

A Specification Test for Linear Dynamic Stochastic General Equilibrium Models

A Specification Test for Linear Dynamic Stochastic General Equilibrium Models Journal of Saisical and Economeric Mehods, vol.1, no.2, 2012, 65-70 ISSN: 2241-0384 (prin), 2241-0376 (online) Scienpress Ld, 2012 A Specificaion Tes for Linear Dynamic Sochasic General Equilibrium Models

More information

( ) a system of differential equations with continuous parametrization ( T = R + These look like, respectively:

( ) a system of differential equations with continuous parametrization ( T = R + These look like, respectively: XIII. DIFFERENCE AND DIFFERENTIAL EQUATIONS Ofen funcions, or a sysem of funcion, are paramerized in erms of some variable, usually denoed as and inerpreed as ime. The variable is wrien as a funcion of

More information

Problem Set 5. Graduate Macro II, Spring 2017 The University of Notre Dame Professor Sims

Problem Set 5. Graduate Macro II, Spring 2017 The University of Notre Dame Professor Sims Problem Se 5 Graduae Macro II, Spring 2017 The Universiy of Nore Dame Professor Sims Insrucions: You may consul wih oher members of he class, bu please make sure o urn in your own work. Where applicable,

More information

x(m) t(sec ) Homework #2. Ph 231 Introductory Physics, Sp-03 Page 1 of 4

x(m) t(sec ) Homework #2. Ph 231 Introductory Physics, Sp-03 Page 1 of 4 Homework #2. Ph 231 Inroducory Physics, Sp-03 Page 1 of 4 2-1A. A person walks 2 miles Eas (E) in 40 minues and hen back 1 mile Wes (W) in 20 minues. Wha are her average speed and average velociy (in ha

More information

Kriging Models Predicting Atrazine Concentrations in Surface Water Draining Agricultural Watersheds

Kriging Models Predicting Atrazine Concentrations in Surface Water Draining Agricultural Watersheds 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 Kriging Models Predicing Arazine Concenraions in Surface Waer Draining Agriculural Waersheds Paul L. Mosquin, Jeremy Aldworh, Wenlin Chen Supplemenal Maerial Number

More information

Air Traffic Forecast Empirical Research Based on the MCMC Method

Air Traffic Forecast Empirical Research Based on the MCMC Method Compuer and Informaion Science; Vol. 5, No. 5; 0 ISSN 93-8989 E-ISSN 93-8997 Published by Canadian Cener of Science and Educaion Air Traffic Forecas Empirical Research Based on he MCMC Mehod Jian-bo Wang,

More information

Ensamble methods: Bagging and Boosting

Ensamble methods: Bagging and Boosting Lecure 21 Ensamble mehods: Bagging and Boosing Milos Hauskrech milos@cs.pi.edu 5329 Senno Square Ensemble mehods Mixure of expers Muliple base models (classifiers, regressors), each covers a differen par

More information

Part I. Major Ice Ages Earth-States Transitions

Part I. Major Ice Ages Earth-States Transitions Par I. Major Ice Ages Earh-Saes Transiions L. David Roper, Professor Emerius of Physics, Deparmen of Physics, Virginia Polyechnic Insiue and Sae Universiy, Blacksburg, Virginia 46, USA; roperld@v.edu,

More information

Electrical and current self-induction

Electrical and current self-induction Elecrical and curren self-inducion F. F. Mende hp://fmnauka.narod.ru/works.hml mende_fedor@mail.ru Absrac The aricle considers he self-inducance of reacive elemens. Elecrical self-inducion To he laws of

More information

A Robust Exponentially Weighted Moving Average Control Chart for the Process Mean

A Robust Exponentially Weighted Moving Average Control Chart for the Process Mean Journal of Modern Applied Saisical Mehods Volume 5 Issue Aricle --005 A Robus Exponenially Weighed Moving Average Conrol Char for he Process Mean Michael B. C. Khoo Universii Sains, Malaysia, mkbc@usm.my

More information

CHEMICAL KINETICS: 1. Rate Order Rate law Rate constant Half-life Temperature Dependence

CHEMICAL KINETICS: 1. Rate Order Rate law Rate constant Half-life Temperature Dependence CHEMICL KINETICS: Rae Order Rae law Rae consan Half-life Temperaure Dependence Chemical Reacions Kineics Chemical ineics is he sudy of ime dependence of he change in he concenraion of reacans and producs.

More information

T. J. HOLMES AND T. J. KEHOE INTERNATIONAL TRADE AND PAYMENTS THEORY FALL 2011 EXAMINATION

T. J. HOLMES AND T. J. KEHOE INTERNATIONAL TRADE AND PAYMENTS THEORY FALL 2011 EXAMINATION ECON 841 T. J. HOLMES AND T. J. KEHOE INTERNATIONAL TRADE AND PAYMENTS THEORY FALL 211 EXAMINATION This exam has wo pars. Each par has wo quesions. Please answer one of he wo quesions in each par for a

More information

Biol. 356 Lab 8. Mortality, Recruitment, and Migration Rates

Biol. 356 Lab 8. Mortality, Recruitment, and Migration Rates Biol. 356 Lab 8. Moraliy, Recruimen, and Migraion Raes (modified from Cox, 00, General Ecology Lab Manual, McGraw Hill) Las week we esimaed populaion size hrough several mehods. One assumpion of all hese

More information

Mechanical Fatigue and Load-Induced Aging of Loudspeaker Suspension. Wolfgang Klippel,

Mechanical Fatigue and Load-Induced Aging of Loudspeaker Suspension. Wolfgang Klippel, Mechanical Faigue and Load-Induced Aging of Loudspeaker Suspension Wolfgang Klippel, Insiue of Acousics and Speech Communicaion Dresden Universiy of Technology presened a he ALMA Symposium 2012, Las Vegas

More information

MATHEMATICAL DESCRIPTION OF THEORETICAL METHODS OF RESERVE ECONOMY OF CONSIGNMENT STORES

MATHEMATICAL DESCRIPTION OF THEORETICAL METHODS OF RESERVE ECONOMY OF CONSIGNMENT STORES MAHEMAICAL DESCIPION OF HEOEICAL MEHODS OF ESEVE ECONOMY OF CONSIGNMEN SOES Péer elek, József Cselényi, György Demeer Universiy of Miskolc, Deparmen of Maerials Handling and Logisics Absrac: Opimizaion

More information

ACE 562 Fall Lecture 8: The Simple Linear Regression Model: R 2, Reporting the Results and Prediction. by Professor Scott H.

ACE 562 Fall Lecture 8: The Simple Linear Regression Model: R 2, Reporting the Results and Prediction. by Professor Scott H. ACE 56 Fall 5 Lecure 8: The Simple Linear Regression Model: R, Reporing he Resuls and Predicion by Professor Sco H. Irwin Required Readings: Griffihs, Hill and Judge. "Explaining Variaion in he Dependen

More information

WEEK-3 Recitation PHYS 131. of the projectile s velocity remains constant throughout the motion, since the acceleration a x

WEEK-3 Recitation PHYS 131. of the projectile s velocity remains constant throughout the motion, since the acceleration a x WEEK-3 Reciaion PHYS 131 Ch. 3: FOC 1, 3, 4, 6, 14. Problems 9, 37, 41 & 71 and Ch. 4: FOC 1, 3, 5, 8. Problems 3, 5 & 16. Feb 8, 018 Ch. 3: FOC 1, 3, 4, 6, 14. 1. (a) The horizonal componen of he projecile

More information

A unit root test based on smooth transitions and nonlinear adjustment

A unit root test based on smooth transitions and nonlinear adjustment MPRA Munich Personal RePEc Archive A uni roo es based on smooh ransiions and nonlinear adjusmen Aycan Hepsag Isanbul Universiy 5 Ocober 2017 Online a hps://mpra.ub.uni-muenchen.de/81788/ MPRA Paper No.

More information

At the end of this lesson, the students should be able to understand

At the end of this lesson, the students should be able to understand Insrucional Objecives A he end of his lesson, he sudens should be able o undersand Sress concenraion and he facors responsible. Deerminaion of sress concenraion facor; experimenal and heoreical mehods.

More information

Mathcad Lecture #8 In-class Worksheet Curve Fitting and Interpolation

Mathcad Lecture #8 In-class Worksheet Curve Fitting and Interpolation Mahcad Lecure #8 In-class Workshee Curve Fiing and Inerpolaion A he end of his lecure, you will be able o: explain he difference beween curve fiing and inerpolaion decide wheher curve fiing or inerpolaion

More information

Econ107 Applied Econometrics Topic 7: Multicollinearity (Studenmund, Chapter 8)

Econ107 Applied Econometrics Topic 7: Multicollinearity (Studenmund, Chapter 8) I. Definiions and Problems A. Perfec Mulicollineariy Econ7 Applied Economerics Topic 7: Mulicollineariy (Sudenmund, Chaper 8) Definiion: Perfec mulicollineariy exiss in a following K-variable regression

More information

The fundamental mass balance equation is ( 1 ) where: I = inputs P = production O = outputs L = losses A = accumulation

The fundamental mass balance equation is ( 1 ) where: I = inputs P = production O = outputs L = losses A = accumulation Hea (iffusion) Equaion erivaion of iffusion Equaion The fundamenal mass balance equaion is I P O L A ( 1 ) where: I inpus P producion O oupus L losses A accumulaion Assume ha no chemical is produced or

More information

Testing for a Single Factor Model in the Multivariate State Space Framework

Testing for a Single Factor Model in the Multivariate State Space Framework esing for a Single Facor Model in he Mulivariae Sae Space Framework Chen C.-Y. M. Chiba and M. Kobayashi Inernaional Graduae School of Social Sciences Yokohama Naional Universiy Japan Faculy of Economics

More information

"FORECASTING OF THE RAINFALL AND THE DISCHARGE OF THE NAMORONA RIVER IN VOHIPARARA AND FFT ANALYSES OF THESE DATA

FORECASTING OF THE RAINFALL AND THE DISCHARGE OF THE NAMORONA RIVER IN VOHIPARARA AND FFT ANALYSES OF THESE DATA "FORECASTING OF THE RAINFALL AND THE DISCHARGE OF THE NAMORONA RIVER IN VOHIPARARA AND FFT ANALYSES OF THESE DATA Andry Tefinanahary RABENJA, Adolphe RATIARISON and Jean Marc RABEHARISOA Suspensions Rheology

More information

2017 3rd International Conference on E-commerce and Contemporary Economic Development (ECED 2017) ISBN:

2017 3rd International Conference on E-commerce and Contemporary Economic Development (ECED 2017) ISBN: 7 3rd Inernaional Conference on E-commerce and Conemporary Economic Developmen (ECED 7) ISBN: 978--6595-446- Fuures Arbirage of Differen Varieies and based on he Coinegraion Which is under he Framework

More information

23.5. Half-Range Series. Introduction. Prerequisites. Learning Outcomes

23.5. Half-Range Series. Introduction. Prerequisites. Learning Outcomes Half-Range Series 2.5 Inroducion In his Secion we address he following problem: Can we find a Fourier series expansion of a funcion defined over a finie inerval? Of course we recognise ha such a funcion

More information

Wavelet Variance, Covariance and Correlation Analysis of BSE and NSE Indexes Financial Time Series

Wavelet Variance, Covariance and Correlation Analysis of BSE and NSE Indexes Financial Time Series Wavele Variance, Covariance and Correlaion Analysis of BSE and NSE Indexes Financial Time Series Anu Kumar 1*, Sangeea Pan 1, Lokesh Kumar Joshi 1 Deparmen of Mahemaics, Universiy of Peroleum & Energy

More information

A Study on the Influencing Factors of Rural Residents' Tourism Consumption in China

A Study on the Influencing Factors of Rural Residents' Tourism Consumption in China A Sudy on he Influencing Facors of Rural Residens' Tourism Consumpion in China Bao Zhang a, Laisheng Xiang b, Xiyu Liu c School of Managemen Science and Engineering, Shandong Normal Universiy, Jinan 250014,

More information

Chapter 12: Velocity, acceleration, and forces

Chapter 12: Velocity, acceleration, and forces To Feel a Force Chaper Spring, Chaper : A. Saes of moion For moion on or near he surface of he earh, i is naural o measure moion wih respec o objecs fixed o he earh. The 4 hr. roaion of he earh has a measurable

More information

Diebold, Chapter 7. Francis X. Diebold, Elements of Forecasting, 4th Edition (Mason, Ohio: Cengage Learning, 2006). Chapter 7. Characterizing Cycles

Diebold, Chapter 7. Francis X. Diebold, Elements of Forecasting, 4th Edition (Mason, Ohio: Cengage Learning, 2006). Chapter 7. Characterizing Cycles Diebold, Chaper 7 Francis X. Diebold, Elemens of Forecasing, 4h Ediion (Mason, Ohio: Cengage Learning, 006). Chaper 7. Characerizing Cycles Afer compleing his reading you should be able o: Define covariance

More information

INDEX. Transient analysis 1 Initial Conditions 1

INDEX. Transient analysis 1 Initial Conditions 1 INDEX Secion Page Transien analysis 1 Iniial Condiions 1 Please inform me of your opinion of he relaive emphasis of he review maerial by simply making commens on his page and sending i o me a: Frank Mera

More information

Keywords: thermal stress; thermal fatigue; inverse analysis; heat conduction; regularization

Keywords: thermal stress; thermal fatigue; inverse analysis; heat conduction; regularization Proceedings Inverse Analysis for Esimaing Temperaure and Residual Sress Disribuions in a Pipe from Ouer Surface Temperaure Measuremen and Is Regularizaion Shiro Kubo * and Shoki Taguwa Deparmen of Mechanical

More information

Experiment 123 Determination of the sound wave velocity with the method of Lissajous figures

Experiment 123 Determination of the sound wave velocity with the method of Lissajous figures perimen 3 Deerminaion of he sound wave veloci wih he mehod of Lissajous figures The aim of he eercise To sud acousic wave propagaion in he air To deermine of he sound wave veloci in he air Mehodolog of

More information

Designing Information Devices and Systems I Spring 2019 Lecture Notes Note 17

Designing Information Devices and Systems I Spring 2019 Lecture Notes Note 17 EES 16A Designing Informaion Devices and Sysems I Spring 019 Lecure Noes Noe 17 17.1 apaciive ouchscreen In he las noe, we saw ha a capacior consiss of wo pieces on conducive maerial separaed by a nonconducive

More information

Exponentially Weighted Moving Average (EWMA) Chart Based on Six Delta Initiatives

Exponentially Weighted Moving Average (EWMA) Chart Based on Six Delta Initiatives hps://doi.org/0.545/mjis.08.600 Exponenially Weighed Moving Average (EWMA) Char Based on Six Dela Iniiaives KALPESH S. TAILOR Deparmen of Saisics, M. K. Bhavnagar Universiy, Bhavnagar-36400 E-mail: kalpesh_lr@yahoo.co.in

More information

Theory of! Partial Differential Equations-I!

Theory of! Partial Differential Equations-I! hp://users.wpi.edu/~grear/me61.hml! Ouline! Theory o! Parial Dierenial Equaions-I! Gréar Tryggvason! Spring 010! Basic Properies o PDE!! Quasi-linear Firs Order Equaions! - Characerisics! - Linear and

More information

Unit 1 Test Review Physics Basics, Movement, and Vectors Chapters 1-3

Unit 1 Test Review Physics Basics, Movement, and Vectors Chapters 1-3 A.P. Physics B Uni 1 Tes Reiew Physics Basics, Moemen, and Vecors Chapers 1-3 * In sudying for your es, make sure o sudy his reiew shee along wih your quizzes and homework assignmens. Muliple Choice Reiew:

More information