FIRST COMPARISON OF REMOTE CESIUM FOUNTAINS

Size: px
Start display at page:

Download "FIRST COMPARISON OF REMOTE CESIUM FOUNTAINS"

Transcription

1 2001 EEE nternational Frequency Control Symposium and PDA Exibition FRST COMPARSON OF REMOTE CESUM FOUNTANS T. Parker*, P. Hetzel', S. Jefferts*, S. Weyers', L. Nelson", A. Bauc', J. Levine* *National nstitute of Standards and Tecnology 325 Broadway, Boulder, CO 80305, USA # P ysi kal isctecni sce B undesans talt, POB 3345, D38023 Braunscweig, GERMANY Abstract Te frequencies of te cesium fountain primary frequency standards at te National nstitute of Standards and Tecnology and te PysikaliscTecnisce Bundesanstalt ave been compared. Twoway satellite time and frequency transfer and GPS carrierpase were te principal frequencytransfer tecniques used to make te comparison. For te 15day interval in wic bot fountains were in operation te frequencies were compared wit an additional uncertainty due to te comparison process of only 6.2~10.'~. Te two standards agree witin teir stated onesigma uncertainties of 1.7~10l~. Key Words: atomic frequency standard, cesium fountain, comparison. ntroduction Since August of 2000 te cesiumfountain primary frequency standards at te National nstitute of Standards and Tecnology (NST) and te PysikaliscTecnisce Bundesanstalt (PTB) ave been in service on a discontinuous basis. Significantly, during te mont of August te two fountains were operated at nearly te same time. Te NST fountain, NSTF1, was in operation during te period MJD (Modified Julian Date) to 51794, and te PTB fountain, CSF, was operated over te period MJD to Tis gives a 15day overlap. Tere were also four additional periods of operation for te PTB standard, MJD to 51814, to 51839, to 51879, and to A second NSTF run occurred over te interval MJD to (February 2001). Since August te NST standard as accumulated 60 days of run time and te PTB standard 75 days. Tese evaluations ave all been reported to te Bureau nternational des Poids et Mesures (BPM), and details of te frequency standards ave been presented in oter papers [ 11, [ 21. Te nearly simultaneous operation of tese two standards provided an excellent opportunity for comparison of teir frequencies. Te best comparison comes from te August NSTFl run and te first two PTBCSF runs. However, all seven runs can also be compared wit somewat increased uncertainty. Te PTBCSF1 was operated for te first four runs at constant operational parameters, and te real measurement time comprised about 96.3 % of te nominal total measurement time of 1440 ours. During te operation of NSTF1 a range of atom densities was used, so it is not practical to sorten te comparison period to coincide exactly wit tat of te first interval for CSF1. Terefore, te comparison must be made by extending te PTB interval wit a stable (but not necessarily accurate) frequency reference. Tis can be done wit eiter EAL, wic is a free atomic scale calculated by te Bureau nternational des Poids et Measures (BPM), or te post processed NST maser ensemble, ATlE. Te fact tat te overlap of te two fountain runs is not exact means tat te stability of te frequency reference contributes to te uncertainty of te comparison. Te fift PTBCSF1 run was made wit a range of atom densities in a manner similar to tat of te NSTFl runs. Longdistance tecniques for frequency comparison must be used since te two primary frequency standards under discussion are separated by tousands of kilometers, and tis also adds an additional uncertainty to te comparison. Te extrapolation and frequencytransfer uncertainties are discussed in tis paper, and overall comparison uncertainties are calculated. Frequency Transfer Tree tecniques for time and frequency transfer were used for te fountain comparison in order to minimize te cance of a statistical aberration. Tese tecniques were Twoway Satellite Time and Frequency Transfer (TWSTR) [3], GPS carrierpase [4], and GPS commonview [5]. Te GPS commonview comparison was made wit data from te BPM publication Circular T, were corrections are made using precise orbits and measured ionosperic data. Te TWSTFT measurements followed te standard tree days per week (Monday, Wednesday and Friday) BPM scedule and were made at Kuband using a commercial communications satellite. Te twoway data used for te fountain compason were te same as tat reported to te BPM, except tat data comparing U.S. Government work not protected by US. copyrigt 63

2 UTC(N1ST) to te maser H2 at PTB was extracted. Te GPS carrierpase data comes from two dualfrequency, geodeticquality receivers located at NST and PTB [6]. Te TWSTm and carrierpase data bot give te time difference between UTC(N1ST) (wic is derived from a maser ensemble) and te maser H2. Te fountain frequencies can be related to tese two standards via internal measurements. At PTB te fountain directly measures te frequency of H2. At NST an internal measurement system is used to relate te frequency of te specific maser used as te fountain reference to UTC(N1ST). Te uncertainty of te NST internal measurement is well under 1~10l~ at 15 days. Te commonview GPS data relate te fountain frequencies to nternational Atomic Time (TA) via te reference clocks for eac standard. 860 E" 855 v v) 1 E M JD Figure 1. Time difference between UTC(N1ST) and H2 via te twoway metod. 10 v) F l P 6 v 0.1 Twoway (MD'S ) CarrierPase (MD'S Twoway (uneven data) TwoW ay (in tcrpolaicd data (day S) Figure 2. Time deviation of UTC(N1ST) minus H M JD Figure 3. TWST T minus GPS carrierpase for UTC(N1ST) H2 By differencing te data from bot transfer tecniques te clock noise can be removed, giving a clearer picture of te stability of te frequencytransfer processes, particularly in te long term. Figure 3 sows te time difference between te TWSTFT and carrierpase data for te UTC(N1ST) H2 link over a 100day period tat includes te August NSTF run and te first tree PTBCSF runs. Te data interval is one day and te twoway data ave been interpolated to matc tis interval. As expected, te longterm stability of tis data is better tan tat in Fig. 1, but tere is still some drift in te time difference. t is not clear weter tis drift comes from twoway, carrierpase, or bot, but in any case, it would constitute a real systematic error (rate offset) on te order of 5~10l~ in te frequency measurement if attributed to eiter one of te metods. t is important to note tat te final carrierpase solution is a combination of 3.5day analysis periods wit alfday overlaps. Terefore te solution is sensitive to te overlapping offsets of te consecutive data series as well as to corrections for jumps and gaps in te data. Tis could be 64

3 a possible cause of te drift in te time difference. Anoter possibility is seasonal temperature fluctuations affecting eiter system. Figure 4 sows te time deviation for tis data and Fig. 5 sows te Allan deviation. Te ox(z) and Allan deviation values at one day are bot biased low because of te interpolation of te twoway data, but in general te time deviation is flickerpase in nature at a level of about 200 ps. Te Allan deviation plot indicates tat te combined frequency uncertainty of TWSTFT and carrier pase is about 5~10l~ at 15 days. However, tis may be optimistic because bot te Allan deviation and time deviation statistics are based on te second difference of a time series, wic is insensitive to a rate (or frequency) offset. A sligtly larger uncertainty of 6~10l~ at 15 days is obtained using a firstdifference statistic tat is te RMS fractional frequency of te timeseries data in Fig. 3 [7]. Tis is more consistent wit te observed slope in te data. For te purposes of tis comparison we will assume tat te instabilities of TWSTFT and carrier pase are independent and tat tey contribute equally to te combined instability of 6~10~. Tis gives a frequencytransfer uncertainty of 4.2~10'~ at 15 days for eac of te two tecniques individually. For te uncertainty in te GPS commonview data we use te BPM estimate of 2~10''~ at 15 days, as stated in Circular T. Extrapolation MD'S A stable frequency reference must be used as a transfer standard since none of te fountain evaluations overlap perfectly. To estimate te uncertainty of comparisons wit dead time we ave used te metod of Douglas and Boulanger [8]. Te comparisons were made wit bot ATlE [9], [lo], a postprocessed scale based on a maser ensemble at NST, and EAL, te free atomic scale calculated at te BPM. Te stability caracteristics of tese scales are sown in Table 1 for z in units of 1 day. Table 1. Frequency Stability Caracteristics of AT 1E and EAL ': (day S) Figure 4. Time deviation of TWSTFT minus carrierpase for UTC(N1ST) H2 1 0 l ~ MD'S : 0 Allan Deviation A Total Deviation $11 fl l l Figure 5. Allan deviation of TWSTFT minus carrierpase for UTC(NST)H2. Te wite M and flicker FM noise caracteristics of ATlE were estimated from internal measurements made at NST, and te randomwalk FM noise level was estimated from measurements against EAL and CS2 (a termalbeam primary frequency standard at FTB). See [lo] for a more detailed discussion. Te stability caracteristics of EAL are tose publised by te BPM in Circular T. Te main advantage of ATlE is its muc lower wite FM noise. Tis is expected since EAL is affected by noise from GPS commonview. Comparison Results Te best candidates for comparison are te August NSTFl run and te first tree FTBCSF1 runs because tey ave te closest overlap. Te results are summarized in Tables 2 ad. Te stated uncertainties for te August NSTF1 run are ub = 1.5~10'~ and ua = 0.8~10'~. were ub is te systematic uncertainty and ua is te statistical uncertainty. Te combined uncertainty for tis NSTFl run is 1.7~10'~. (For te second NSTF1 evaluation te combined uncertainty is 1.8x10?) Since te uncertainties 65

4 ' for te first tree PTBCSFl runs were not all te same uncertainty due to te comparison process is ua(comp.), tey are listed individually in te tables. All uncertainties wic is obtained from ua(tt) and ua(dead) combined in tat are statistical in nature will be identified as 'a". Te quadrature. Finally, te uncertainty of te remote standard, frequency uncertainty due to te timetransfer process is u(remote), is calculated from te quadrature combination of identified as ua(tt) and ranges from 0.42~10l~ for ua(standard), ub(standard), and ua(comp.). n tis TWSTFT and carrierpase to ~.OX~O'~ for commonview discussion PTBCSF will be treated as te remote standard GPS. Te uncertainties due to dead time are identified as as seen from NST, altoug te roles could be reversed. ua(dead) and range from 0.46xlO'' to 2.9~10~. Te total Table 2. Comparison of NSTF wit PTBCSF1 MJD Table 2a Referenced to ATlE via twoway (units of lo") ua(tt) = 0.42 Table 2b Referenced to ATlE via GPS carrier pase (units of ua(tt) = L.... Table 2c Referenced to ATlE via commonview GPS from Circular T (units of ua(tt) = 2.0 _.T Table 2d Referenced to EAL, via commonview GPS from Circular T (units of ua(tt) = 2.0 PTB y(flcsfl) ~. ub.... t, i Runs 1.! CSFl _ CSFl 1 CSFl. (dead) t.. i(comp.)'. (remote), (w.... avg.) / (remote). i i L.... First......; j i 1.0 t._ j (1 run) ,.... i ,... /Second; ( i ' 2.5 ~ 3.2, (2.5(2runs)! L Tird i , ! i j (7) 2.3 (3 runs). _i..._..._.. i... L A. i.... t..... J... Te four tables compare data for: (a) TWSTFT wit ATlE used as a transfer standard, (b) GPS carrierpase wit ATlE used as a transfer standard, (c) GPS commonview wit ATlE used as a transfer standard, and (d) GPS commonview wit EAL used as a transfer standard. All uncertainties are one sigma. Te first row of data in eac table is for te first PTB run, wic overlapped te NST run by 15 days. n Tables 2 ac, te uncertainty ua(dead) in 66

5 tis row is small (but not zero) because te two runs overlapped, but were not te same lengt. Note tat ua(dead) is considerably larger wit EAL used as te frequency reference (Table 2d) since EAL as a muc larger wite FM noise level. Te observed values for te fractional frequency difference of te two standards, y(f1csfl), are 0.36~10" for comparison by twoway, and 0.03~ 10"' for comparison by carrierpase. ua(comp.) is 0.62~10~ for bot metods and u(remote), te uncertainty of PTBCSF1 as seen from NST, is 1.9~10.'~. Tis is only sligtly larger tan te stated combined uncertainty of CSF1, wic is 1.8~10'~ for tat run. Te two standards are in excellent agreement in te first run. Te comparison results using commonview GPS wit ATlE and EAL. are given in te first data rows of Tables 2c and 2d. Note tat ua(comp.) is muc larger. Te agreement between te two standards is not as good as wit twoway and carrier pase, but is still witin u(remote) for tese comparisons. Te second and tird runs of PTBCSF1 can also be compared to te August NSTF1 run, as sown in te second and tird rows of te tables. However, ua(dead) gets larger because te runs don't overlap at all. n general, te agreement in te second run is not as good as in te first. n te second run te frequency differences for te comparisons using ATlE wit twoway and ATlE wit commonview are large enoug tat te error bars of te two standards don't overlap. For ATlE wit carrierpase and EAL wit commonview tey do overlap. Te agreement in te tird run is muc better, even toug u(remote) is getting rater large, particularly wen EAL and commonview are used. A weigted average of te various runs can also be calculated. Te last two columns in rows 2 and 3 sow te weigted averages for y(f1csf1) and te corresponding uncertainties, uw(remote), for te first two runs, and all tree runs, respectively. (Results for te first run are repeated for clarity in te first row of tese columns even toug tere is no averaging.) Te weigting was based on te combined statistical uncertainties for eac case. t is questionable ow meaningful te weigted average is for all tree runs because it is very likely tat te errors due to te dead time are correlated between te second and tird runs; tus te question marks in te tables. However, te weigted average of te first two runs is meaningful, and it sows tat te fountains agree witin 1.2~10"~ for eiter te TWSTFT or carrierpase comparisons. Note tat uw(remote) for te weigted average of te first and second runs using tese two comparison tecniques, 1.8~10~~, is very close to te level of te stated uncertainty of te PTB CSFl. n principle, one could average te TWSTFT and carrierpase comparisons togeter to furter reduce ua(tt) by anoter factor of 1/42. However, tis would ave only a small impact, and may not be justified until te assumption of independence between TWSTFT and camerpase can be verified. 5 m \ L O F T o T A NSTFl 0 PTBCSF A NST7 0 PTBCS M JD (days) Figure 6. Fractional frequency deviation of AT 1E versus four primary frequency standards. 0! 0 Figure 6 sows te fractional frequency difference of ATlE (wit an arbitrary frequency offset removed) relative to four of te best primary frequency standards over a 500 day period. Te standards include te two fountains discussed in tis paper and two termalbeam standards, NST7 and PTBCS2. Te figure contains all available fountain evaluations (formal and informal) for tis period and provides a qualitative view of te relative frequencies of te four primary frequency standards. Te combined uncertainty for PTBCS2 is typically l2xlo5, and for NST7 ranges from 5 to 10x10". ndividual uncertainties are sown for te fountains. Te overall agreement between te four standards is quite good. Toug te scatter among te fountain data is large enoug tat a few of te error bars don't overlap, it is impossible to tell weter te fluctuations are from te standards or from ATlE. However, te scatter is statistically consistent at te onesigma level wit te uncertainties of te standards and te noise levels of ATlE [lo]. From te data in Fig. 6 te average frequency difference for te two NSTF1 evaluations since August 2000 (MJD 51764) and te five PTBCSF1 runs is y(f1csf1) = 0.2~10'~. Te uncertainty for tis comparison is difficult to calculate rigorously but u(remote) is estimated to be in te range of 2.0~10'~ to 2.6x1O5. Te sligt downward frequency drift in Fig. 6 is a caracteristic of ATlE. Figure 7 is a similar plot tat sows te fractional deviation d (in seconds) of te scale interval of TA (as obtained from Circular T) relative to te same four primary frequency standards. Note tat d = Av/v. Te details are somewat different, but te general relationsip of te four standards is about te same as tat in Fig. 6. Te average frequency difference for te two NSTF1 evaluations and te five FTBCSF runs using TA as te reference is 67

6 y(f1csf) = 0.3~10 ~, wit an estimated range for u(remote) of 2.6xlO to 3.3~10l~. e a 1.0 ~ ~ ~ ~ MJD (days) Figure 7. Fractional deviation of te duration of TA relative to four primary frequency standards. Conclusions Te cesium fountain primary frequency standards at PTB and NST ave been compared by tree different frequency transfer tecniques and wit two different stable frequency references. Tis variety of comparison tecniques was used in order to minimize te cance tat a statistical fluctuation in one tecnique migt give an unusually good or bad result. t as been demonstrated tat te uncertainties of te comparison process can be reduced to a nearly negligible level wit te use of TWSTFT or GPS carrierpase if te duration of te comparison is 15 days or longer. For te data in Table 2, only two cases out of te twelve individual comparisons and te four weigted averages exibit a frequency difference large enoug tat te uncertainty limits of te two standards don t overlap. Tis is entirely consistent wit onesigma uncertainties. n most cases te observed frequency differences are well witin te uncertainties of a single standard. Te best estimate of te frequency difference of te two standards is given by te weigted av erage of te first two PTB runs relative to te August NSTF1 run using eiter twoway or GPS carrierpase. Te frequency difference is l.2xlo, wic is well witin te stated combined uncertainties of te two standards, wic are 1.7~10 ~. A somewat less rigorous comparison using te two most recent NETFl evaluations and all five PTB CSFl runs also sows agreement well witin te estimated uncertainties References S. Weyers, R. Scrijder, and A. Bauc. Recent Results from PTB s Caesium Fountain CSFl, in Proc. 15 European Freq. And Time Forum, to be publised. S. Jefferts, D. M. Meekof, T. P. Heavner, T. E. Parker, Latest Results from NSTF1, a Laser Cooled Cesium Fountain Primary Frequency Standard, in Proc. 151 European Freq. And Time Forum, to be publised. D. Kircner, Twoway Time Transfer Via Communication Satellites, in Proc. of te EEE, vol. 79, pp , K. M. Larson and J. Levine, CarrierPase Time Transfer, in EEE Trans. on Ultrason.. Ferroelect., and Freq. Contr., vol. 46, no. 4, pp , W. Lewandowski and C. Tomas, GPS Time Transfer, in Proc. of te EEE, vol. 79, pp , L. Nelson, J. Levine and P Hetzel, Comparing Primary Frequency Standards at NST and PTB, in Proc EEE nternational Freq. Control Symp., pp ,2000. T. E. Parker, D. A. Howe and M. Weiss, Accurate Frequency Comparisons at te X~O ~~ Level, in Proc EEE nternational Freq. Control Symp., pp , R. J. Douglas and J. S. Boulanger, Standard Uncertainty for Average Frequency Traceability, in Proc. 11 European Freq. and Time Forum, pp ,1997. T. E. Parker, Hydrogen Maser Ensemble Performance and Caracterization of Frequency Standards, in Proc Joint Meeting of te European Freq. and Time Forum and te EEE nternational Freq. Control Symp., pp , T. E. Parker, Comparing and Evaluating te Performance of Primary Frequency Standards: mpact of Dead Time, in tis Proceedings. 68

Overall stability of multi-span portal sheds at right-angles to the portal spans

Overall stability of multi-span portal sheds at right-angles to the portal spans Overall stability of multi-span portal seds at rigt-angles to te portal spans SCI s Senior Manager for Standards, Carles M King, explains te approac for design of long-span portal seds. 1. Introduction

More information

Revision Topic 12: Area and Volume Area of simple shapes

Revision Topic 12: Area and Volume Area of simple shapes Revision Topic : Area and Volume Area of simple sapes You need to learn ALL of te following area formulae: Rectangle Triangle W L b Area = lengt widt Area = base eigt = ½ b Parallelogram Trapezium a b

More information

Ground Improvement Using Preloading with Prefabricated Vertical Drains

Ground Improvement Using Preloading with Prefabricated Vertical Drains DISCUSSION of: Ground Improvement Using Preloading wit Prefabricated Vertical Drains Full Reference: Dar, A.S., Siddique, A., Ameen, S.F., (211). Ground Improvement using Pre-loading wit Prefabricated

More information

Numerical Simulation of Stresses in Thin-rimmed Spur Gears with Keyway B. Brůžek, E. Leidich

Numerical Simulation of Stresses in Thin-rimmed Spur Gears with Keyway B. Brůžek, E. Leidich Numerical Simulation of Stresses in Tin-rimmed Spur Gears wit Keyway B. Brůžek, E. Leidic Tis paper contains an investigation of te key on a stress distribution in a tin-rimmed spur gear. A stress analysis

More information

青藜苑教育 Example : Find te area of te following trapezium. 7cm 4.5cm cm To find te area, you add te parallel sides 7

青藜苑教育 Example : Find te area of te following trapezium. 7cm 4.5cm cm To find te area, you add te parallel sides 7 青藜苑教育 www.tetopedu.com 00-6895997 3095457 Area of simple sapes Revision Topic : Area and Volume You need to learn ALL of te following area formulae: Rectangle Triangle W L Area = lengt widt Area = b base

More information

To find the volume of a pyramid and of a cone

To find the volume of a pyramid and of a cone - Volumes of Pyramids and Cones Common Core State Standards G-GMD.A. Use volume formulas for... pyramids, cones... to solve problems. G-MG.A. Use geometric sapes, teir measures, and teir properties to

More information

Fixation effects: do they exist in design problem solving?

Fixation effects: do they exist in design problem solving? Environment and Planning B: Planning and Design, 1993, volume 20, pages 333-345 Fixation effects: do tey exist in design problem solving? A T Purcell, P Williams, J S Gero, B Colbron Department of Arcitectural

More information

Point Pollution Sources Dimensioning

Point Pollution Sources Dimensioning Point Pollution Sources Diensioning Georgeta CUCULEANU 1 ABSTRACT In tis paper a etod for deterining te ain pysical caracteristics of te point pollution sources is presented. It can be used to find te

More information

Calculation of Theoretical Torque and Displacement in an Internal Gear Pump

Calculation of Theoretical Torque and Displacement in an Internal Gear Pump TECHNICAL REPORT Calculation of Teoretical Torque and Displacement in an Internal Gear Pump Y. INAGUMA Tis paper describes numerical determination of teoretical torque (ideal torque) and teoretical stroke

More information

Optimization Model of Oil-Volume Marking with Tilted Oil Tank

Optimization Model of Oil-Volume Marking with Tilted Oil Tank Open Journal of Optimization 1 1 - ttp://.doi.org/1.36/ojop.1.1 Publised Online December 1 (ttp://www.scirp.org/journal/ojop) Optimization Model of Oil-olume Marking wit Tilted Oil Tank Wei Xie 1 Xiaojing

More information

Balanced Binary Trees

Balanced Binary Trees Balanced Binary Trees 1 Binary searc trees provide O(log N) searc times provided tat te nodes are distributed in a reasonably balanced manner. Unfortunately, tat is not always te case and performing a

More information

16.1 Volume of Prisms and Cylinders

16.1 Volume of Prisms and Cylinders Name Class Date 16.1 Volume of Prisms and Cylinders Essential Question: How do te formulas for te volume of a prism and cylinder relate to area formulas tat you already know? Explore G.11.D Apply te formulas

More information

Description of Danish Practices in Retail Trade Statistics.

Description of Danish Practices in Retail Trade Statistics. Description of Danis Practices in Retail Trade Statistics. 1. Statistical units and reporting units Units and population Te enterprises in te Retail Trade Index are all legal units. In te Central Business

More information

Prediction of steel plate deformation due to triangle heating using the inherent strain method

Prediction of steel plate deformation due to triangle heating using the inherent strain method J Mar Sci Tecnol (005) 10:11 16 DOI 10.1007/s00773-005-00-5 Prediction of steel plate deformation due to triangle eating using te inerent strain metod Cang Doo Jang 1, Tae Hoon Kim, Dae Eun Ko 3, Tomas

More information

ANALYSIS OF WORK ROLL THERMAL BEHAVIOR FOR 1450MM HOT STRIP MILL WITH GENETIC ALGORITHM

ANALYSIS OF WORK ROLL THERMAL BEHAVIOR FOR 1450MM HOT STRIP MILL WITH GENETIC ALGORITHM Journal of Teoretical and Applied Information Tecnology 3 t September 2. Vol. 43 No.2 5-2 JATIT & LLS. All rigts reserved. ANALYSIS OF WORK ROLL THERMAL BEHAVIOR FOR 45MM HOT STRIP MILL WITH GENETIC ALGORITHM

More information

Installation the DELTABEAM Frame

Installation the DELTABEAM Frame Tese installation instructions are intended to be used togeter wit te project s erection metod statement were te instructions may be complemented. If tere are differences between te erection metod statement

More information

Russell James Department of Scientific and Industrial Research Taupo-ldairakei, New Zealand

Russell James Department of Scientific and Industrial Research Taupo-ldairakei, New Zealand MEASUREMENT OF STEAM-TJATER FLOWS FOR THE TOTAL FLOW TURBIlJE Russell James Department of Scientific and Industrial Researc Taupo-ldairakei, New Zealand Hot water geotermal fields discarge steam-water

More information

Physics Engineering PC 1431 Experiment P2 Heat Engine. Section B: Brief Theory (condensed from Serway & Jewett)

Physics Engineering PC 1431 Experiment P2 Heat Engine. Section B: Brief Theory (condensed from Serway & Jewett) Pysics Engineering PC 1431 Experiment P2 Heat Engine Section A: Introduction Te invention of steam engine played a very significant role in te Industrial Revolution from te late 1700s to early 1800s. Te

More information

The household budget and expenditure data collection module (IOF 2014/2015) within a continuous multipurpose survey system (INCAF)

The household budget and expenditure data collection module (IOF 2014/2015) within a continuous multipurpose survey system (INCAF) MZ:2014:08 Te ouseold budget and expenditure data collection module (IOF 2014/2015) witin a continuous multipurpose survey system (INCAF) Report from a fift sort term mission to te National Statistical

More information

Math GPS. 2. Art projects include structures made with straws this week.

Math GPS. 2. Art projects include structures made with straws this week. Number of Plants Mat GPS. List te measurements in order from greatest to least., inces,5 feet mile 75 yards Greatest. Art projects include structures made wit straws tis week. Number of Projects, p Total

More information

Managing Measurement Uncertainty in Building Acoustics

Managing Measurement Uncertainty in Building Acoustics Buildings 2015, 5, 1389-1413; doi: 10.3390/buildings5041389 Article OPEN ACCESS buildings ISSN 2075-5309 www.mdpi.com/journal/buildings/ Managing Measurement Uncertainty in Building Acoustics Ciara Scrosati

More information

OD DVOSTRUKO ZASTAKLJENOG PROZORA DO DVOSTRUKE FASADE INDIKATORI PRENOSA TOPLOTE STACIONARNOG STANJA

OD DVOSTRUKO ZASTAKLJENOG PROZORA DO DVOSTRUKE FASADE INDIKATORI PRENOSA TOPLOTE STACIONARNOG STANJA OD DVOSTRUKO ZASTAKLJENOG PROZORA DO DVOSTRUKE FASADE INDIKATORI PRENOSA TOPLOTE STACIONARNOG STANJA FROM DOUBLE-GLAZED WINDOW TO DOUBLE-SKIN FACADE STEADY STATE HEAT TRANSFER INDICATORS Gabriel NĂSTASE

More information

wine 1 wine 2 wine 3 person person person person person

wine 1 wine 2 wine 3 person person person person person 1. A trendy wine bar set up an experiment to evaluate the quality of 3 different wines. Five fine connoisseurs of wine were asked to taste each of the wine and give it a rating between 0 and 10. The order

More information

A New Approach for Smoothing Soil Grain Size Curve Determined by Hydrometer

A New Approach for Smoothing Soil Grain Size Curve Determined by Hydrometer International Journal of Geosciences, 2013, 4, 1285-1291 Published Online November 2013 (http://www.scirp.org/journal/ijg) http://dx.doi.org/10.4236/ijg.2013.49123 A New Approach for Smoothing Soil Grain

More information

Red Green Black Trees: Extension to Red Black Trees

Red Green Black Trees: Extension to Red Black Trees Red Green Black Trees: Extension to Red Black Trees Seyfeddine Zouana*, Djamel Eddine Zegour Laboratoire de la Communication dans les Systèmes Informatiques, Ecole nationale Supérieure d'informatique,

More information

Background. Sample design

Background. Sample design Background Te National Statistics Centre (NSC) of te Lao Peoples Democratic Republic as conducted tree expenditure and consumption surveys in te last decade. Te first Lao Expenditure and Consumption Survey

More information

CO-ROTATING FULLY INTERMESHING TWIN-SCREW COMPOUNDING: ADVANCEMENTS FOR IMPROVED PERFORMANCE AND PRODUCTIVITY

CO-ROTATING FULLY INTERMESHING TWIN-SCREW COMPOUNDING: ADVANCEMENTS FOR IMPROVED PERFORMANCE AND PRODUCTIVITY CO-ROTATING FULLY INTERMESHING TWIN-SCREW COMPOUNDING: ADVANCEMENTS FOR IMPROVED PERFORMANCE AND PRODUCTIVITY Paul G. Andersen, Coperion Corporation, Ramsey, NJ Frank Lecner, Coperion GmbH, Stuttgart,

More information

DEVELOPMENT OF A RAPID METHOD FOR THE ASSESSMENT OF PHENOLIC MATURITY IN BURGUNDY PINOT NOIR

DEVELOPMENT OF A RAPID METHOD FOR THE ASSESSMENT OF PHENOLIC MATURITY IN BURGUNDY PINOT NOIR PINOT NOIR, PAGE 1 DEVELOPMENT OF A RAPID METHOD FOR THE ASSESSMENT OF PHENOLIC MATURITY IN BURGUNDY PINOT NOIR Eric GRANDJEAN, Centre Œnologique de Bourgogne (COEB)* Christine MONAMY, Bureau Interprofessionnel

More information

THE REDESIGNED CANADIAN MONTHLY WHOLESALE AND RETAIL TRADE SURVEY: A POSTMORTEM OF THE IMPLEMENTATION

THE REDESIGNED CANADIAN MONTHLY WHOLESALE AND RETAIL TRADE SURVEY: A POSTMORTEM OF THE IMPLEMENTATION ASA Section on Survey Researc Metods THE REDESIGNED CANADIAN MONTHLY WHOLESALE AND RETAIL TRADE SURVEY: A POSTMORTEM OF THE IMPLEMENTATION Julie Trépanier, Statistics Canada Julie Trépanier, Business Survey

More information

Farm Structure Survey 2009/2010 Survey on agricultural production methods 2009/2010

Farm Structure Survey 2009/2010 Survey on agricultural production methods 2009/2010 Farm Structure Survey 2009/2010 Survey on agricultural production metods 2009/2010 National Metodological Report (NMR) According to Art. 12 of Regulation (EC) No 1166/2008 of te European Parliament and

More information

234 The National Strategies Secondary Mathematics exemplification: Y7

234 The National Strategies Secondary Mathematics exemplification: Y7 234 Te National Strategies Secondary Matematics exemplification: Y7 Pupils sould learn to: Deduce and use formulae to calculate lengts, perimeters, areas and volumes in 2-D and 3-D sapes As outcomes, Year

More information

Calculation Methodology of Translucent Construction Elements in Buildings and Other Structures

Calculation Methodology of Translucent Construction Elements in Buildings and Other Structures MATEC Web of Conferences 96, 005 (08) ttps://doi.org/0.05/matecconf/0896005 XXVII R-S-P Seminar 08, Teoretical Foundation of Civil Engineering Calculation Metodology of Translucent Construction Elements

More information

Variance Estimation of the Design Effect

Variance Estimation of the Design Effect JSM 013 - Survey Researc Metods Section Variance Estimation of te Design Effect Alberto Padilla Banco de México Abstract Sample size determination is a crucial part of te planning process of a survey and

More information

STA Module 6 The Normal Distribution

STA Module 6 The Normal Distribution STA 2023 Module 6 The Normal Distribution Learning Objectives 1. Explain what it means for a variable to be normally distributed or approximately normally distributed. 2. Explain the meaning of the parameters

More information

STA Module 6 The Normal Distribution. Learning Objectives. Examples of Normal Curves

STA Module 6 The Normal Distribution. Learning Objectives. Examples of Normal Curves STA 2023 Module 6 The Normal Distribution Learning Objectives 1. Explain what it means for a variable to be normally distributed or approximately normally distributed. 2. Explain the meaning of the parameters

More information

Relation between Grape Wine Quality and Related Physicochemical Indexes

Relation between Grape Wine Quality and Related Physicochemical Indexes Research Journal of Applied Sciences, Engineering and Technology 5(4): 557-5577, 013 ISSN: 040-7459; e-issn: 040-7467 Maxwell Scientific Organization, 013 Submitted: October 1, 01 Accepted: December 03,

More information

Study of microrelief influence on optical output coefficient of GaN-based LED

Study of microrelief influence on optical output coefficient of GaN-based LED Study of microrelief influence on optical output coefficient of GaN-based LED Danilina T.I., Cistoyedova I.A. and Popov A.A. Tomsk State University of Control Systems and Radioelectronics, Lenina prospect

More information

2 2D 2F. 1pc for each 20 m of wire. h (min. 45) h (min. 45) 3AC. see details J, E

2 2D 2F. 1pc for each 20 m of wire. h (min. 45) h (min. 45) 3AC. see details J, E TEXTILE AIR DIFFUSERS - - INSTRUCTIONS AIR FOR MOUNTING 1 1D 1F see details A, B, C 2 2D 2F see details A, B, C (min. 32) min. every 0 mm 1pc for eac 20 m of wire min. every 0 mm 1pc for eac 20 m of wire

More information

Math Practice Use a Formula

Math Practice Use a Formula 9.4 Volumes of Prisms How can you find te volume of a prism? ACTIVITY: Pearls in a Treasure Cest Work wit a partner. A treasure cest is filled wit valuable pearls. Eac pearl is about centimeter in diameter

More information

Influence of the mass flow ratio water-air on the volumetric mass transfer coefficient in a cooling tower

Influence of the mass flow ratio water-air on the volumetric mass transfer coefficient in a cooling tower International Journal of CemTec Researc CODEN (UA): IJCRGG, IN: 974-49, IN(Online):455-9555 Vol.11 No.1, pp 167-173, 18 Influence of te mass flow ratio water-air on te volumetric mass transfer coefficient

More information

4.2 Using Similar Shapes

4.2 Using Similar Shapes LESSON 4.2 Using Similar Sapes Proportionalit 7.5. Generalize te critical attributes of similarit, including ratios witin and between similar sapes. ESSENTIL QUESTION How can ou use similar sapes to find

More information

International Plant Protection Convention Page 1 of 10

International Plant Protection Convention Page 1 of 10 International Plant Protection Convention Draft ISPM: Revision to Annex 1 and Annex 2 to ISPM 15 (Regulation of wood packaging material in international trade) 2006-010A&B [1]Draft revision of Annex 1

More information

Analysing the energy consumption of air handling units by Hungarian and international methods

Analysing the energy consumption of air handling units by Hungarian and international methods Analysing te energy consumption of air andling units by Hungarian and international metods László Kajtár 1, Miklós Kassai 2,* 1,2 Budapest University of Tecnology and Economics (BUTE), Budapest, Hungary

More information

Study of Steam Export Transients in a Combined Cycle Power Plant

Study of Steam Export Transients in a Combined Cycle Power Plant Study of Steam Export Transients in a Combined Cycle ower lant Alfonso Junquera Delgado Departamento Mecánico, Empresarios Agrupados c\ Magallanes 3 Madrid 8003 ajd@empre.es Almudena Travesí de los Santos

More information

5 Populations Estimating Animal Populations by Using the Mark-Recapture Method

5 Populations Estimating Animal Populations by Using the Mark-Recapture Method Name: Period: 5 Populations Estimating Animal Populations by Using the Mark-Recapture Method Background Information: Lincoln-Peterson Sampling Techniques In the field, it is difficult to estimate the population

More information

1/1 FULL SIZE 3/4 QUARTER SIZE 1/2 HALF SIZE EXTRA LARGE SIZE EXTRA LONG SIZE

1/1 FULL SIZE 3/4 QUARTER SIZE 1/2 HALF SIZE EXTRA LARGE SIZE EXTRA LONG SIZE STERILE CONTAINER SYSTEMS BIO-BARRIER 1/1 FULL SIZE 3/4 QUARTER SIZE 1/2 HALF SIZE EXTRA LARGE SIZE EXTRA LONG SIZE Aygün Bio-Barrier model sterilization container systems are designed wit mecanical valves

More information

TORQUE CONVERTER MODELLING FOR ACCELERATION SIMULATION

TORQUE CONVERTER MODELLING FOR ACCELERATION SIMULATION UNIVERSITY OF PITESTI SCIENTIFIC BULLETIN FACULTY OF MECHANICS AND TECHNOLOGY AUTOMOTIVE series, year XVII, no.1 ( 3 ) TORQUE CONVERTER MODELLING FOR ACCELERATION SIMULATION 1 Ciobotaru, Ticuşor *, 1 Vînturiş,

More information

HCR OF HEAT PUMP ROOM AIR CONDITIONER IN CHINA. Beijing , China

HCR OF HEAT PUMP ROOM AIR CONDITIONER IN CHINA. Beijing , China OF HEA PUMP ROOM AIR CONDIIONER IN CHINA Baolong Wang 1, Wenxing Si 1, uan Cen 1 1 Department of Building Sciencesingua University, Beijing 100084, Cina ABSRAC Definition of eating/cooling capacity ratio

More information

Wine-Tasting by Numbers: Using Binary Logistic Regression to Reveal the Preferences of Experts

Wine-Tasting by Numbers: Using Binary Logistic Regression to Reveal the Preferences of Experts Wine-Tasting by Numbers: Using Binary Logistic Regression to Reveal the Preferences of Experts When you need to understand situations that seem to defy data analysis, you may be able to use techniques

More information

FACTORS DETERMINING UNITED STATES IMPORTS OF COFFEE

FACTORS DETERMINING UNITED STATES IMPORTS OF COFFEE 12 November 1953 FACTORS DETERMINING UNITED STATES IMPORTS OF COFFEE The present paper is the first in a series which will offer analyses of the factors that account for the imports into the United States

More information

Reflections on the drinking bowl 'Balance'

Reflections on the drinking bowl 'Balance' Supplement to Fun wit oueold object and centre of ma, originally publied in te German journal Pyik in unerer Zeit, 9-96 eflection on te drinking bowl Balance I te bowl made of maive tainle teel? No: ma

More information

1/1 FULL SIZE 3/4 QUARTER SIZE 1/2 HALF SIZE EXTRA LARGE SIZE EXTRA LONG SIZE

1/1 FULL SIZE 3/4 QUARTER SIZE 1/2 HALF SIZE EXTRA LARGE SIZE EXTRA LONG SIZE BIO-BARRIER 1/1 FULL SIZE 3/4 QUARTER SIZE 1/2 HALF SIZE EXTRA LARGE SIZE EXTRA LONG SIZE Aygün Bio-Barrier model sterilization container systems are designed wit mecanical valves bot in bottom and lid

More information

László Mester. The new physical-mechanical theory of granular materials

László Mester. The new physical-mechanical theory of granular materials László Mester Te new pysical-mecanical teory of granular materials 9 - - Contents Introduction 3 Granular material as a distinct state of matter 4 Pysical properties of te granular material in relation

More information

Public Assessment Report. Scientific discussion. Gestoden/Ethinylestradiol 75/20 Stragen Gestoden/Ethinylestradiol 75/30 Stragen

Public Assessment Report. Scientific discussion. Gestoden/Ethinylestradiol 75/20 Stragen Gestoden/Ethinylestradiol 75/30 Stragen Public Assessment Report Scientific discussion Gestoden/Etinylestradiol 75/20 Stragen Gestoden/Etinylestradiol 75/30 Stragen 75/20 micg and 75/30 micg coated tablets Gestodene/Etinylestradiol DK/H/1149/001-002/DC

More information

We Protect Your Yarn Like No One Else

We Protect Your Yarn Like No One Else FOR FURTHER INFORMATION VISIT WWW.SPINCAN.NET We Protect Your Yarn Like No One Else SPINCAN MANUFACTURING COMPANY REGD OFFICE Sakespeare Sarani, Century Towers, Room no. 501 Kolkata 700 017, India PHONE

More information

Predicting Wine Quality

Predicting Wine Quality March 8, 2016 Ilker Karakasoglu Predicting Wine Quality Problem description: You have been retained as a statistical consultant for a wine co-operative, and have been asked to analyze these data. Each

More information

2. The differential pressure across control valves must not vary too much

2. The differential pressure across control valves must not vary too much 2. Te differential pressre across control valves mst not vary too mc Common roblems roblems, typical indicating tat condition nmber two is not met: - Continos oscillation of room temperatre. - Room temperatres

More information

Annex 16. Methodological Tool. Tool to determine project emissions from flaring gases containing methane

Annex 16. Methodological Tool. Tool to determine project emissions from flaring gases containing methane CDM Met Panel Twenty-fourt meeting Page 1 Metodological Tool Tool to determine project emissions from flaring es containing metane I. DEFINITIONS, SCOPE, APPLICABILITY AND PARAMETERS Definitions For te

More information

Buying Filberts On a Sample Basis

Buying Filberts On a Sample Basis E 55 m ^7q Buying Filberts On a Sample Basis Special Report 279 September 1969 Cooperative Extension Service c, 789/0 ite IP") 0, i mi 1910 S R e, `g,,ttsoliktill:torvti EARs srin ITQ, E,6

More information

COMPARISON OF CORE AND PEEL SAMPLING METHODS FOR DRY MATTER MEASUREMENT IN HASS AVOCADO FRUIT

COMPARISON OF CORE AND PEEL SAMPLING METHODS FOR DRY MATTER MEASUREMENT IN HASS AVOCADO FRUIT New Zealand Avocado Growers' Association Annual Research Report 2004. 4:36 46. COMPARISON OF CORE AND PEEL SAMPLING METHODS FOR DRY MATTER MEASUREMENT IN HASS AVOCADO FRUIT J. MANDEMAKER H. A. PAK T. A.

More information

OXYGEN CONTENT OF COMMERCIAL FROZEN ORANGE

OXYGEN CONTENT OF COMMERCIAL FROZEN ORANGE HGGART: OXYGEN CONTENT OXYGEN CONTENT OF COMMERCIAL FROZEN ORANGE CONCENTRATE R. L. HGGART Florida Citrus Commission Lake Alfred Incorporation air into citrus products du ring processing exposes tem to

More information

Goal: Measure the pump curve(s)

Goal: Measure the pump curve(s) Pump Performance Tes;ng Goal: Measure te pump curve(s) Head versus flow rate: Efficiency versus flow rate: Maximum ead at = 0 Maximum flow rate at = 0 η η = 0 wen = 0 and = 0 Maximum efficiency Pump tes;ng

More information

Volumes of Pyramids. Essential Question How can you find the volume of a pyramid?

Volumes of Pyramids. Essential Question How can you find the volume of a pyramid? 11.6 Volumes of Pyramids Essential Question How can you find te volume of a pyramid? Finding te Volume of a Pyramid Work wit a partner. Te pyramid and te prism ave te same eigt and te same square base.

More information

Mastering Measurements

Mastering Measurements Food Explorations Lab I: Mastering Measurements STUDENT LAB INVESTIGATIONS Name: Lab Overview During this investigation, you will be asked to measure substances using household measurement tools and scientific

More information

The Violin Bow: Taper, Camber and Flexibility

The Violin Bow: Taper, Camber and Flexibility Te Violin Bow: Taper, Camber and lexibility Colin Goug Scool of Pysics and Astronomy, University of Birmingam, B13 9SN,UK a) (Dated: 11/22/1) An analytic, small-deflection, simplified model of te modern

More information

Missing value imputation in SAS: an intro to Proc MI and MIANALYZE

Missing value imputation in SAS: an intro to Proc MI and MIANALYZE Victoria SAS Users Group November 26, 2013 Missing value imputation in SAS: an intro to Proc MI and MIANALYZE Sylvain Tremblay SAS Canada Education Copyright 2010 SAS Institute Inc. All rights reserved.

More information

BIOLOGICALLY INSPIRED MULTIFUNCTIONAL COMPOSITE PANEL WITH INTEGRATED CIRCULATORY SYSTEM FOR THERMAL CONTROL

BIOLOGICALLY INSPIRED MULTIFUNCTIONAL COMPOSITE PANEL WITH INTEGRATED CIRCULATORY SYSTEM FOR THERMAL CONTROL BIOLOGICALLY INSPIRED MULTIFUNCTIONAL COMPOSITE PANEL WITH INTEGRATED CIRCULATORY SYSTEM FOR THERMAL CONTROL A. D. Williams, M. E. Lyall, L. E. Underwood, and B. J. Arritt Air Force Researc Laboratory,

More information

Sources and Propagation of International Cycles: Common. Shocks or Transmission? Universitat Pompeu Fabra. This revision: November, 1996.

Sources and Propagation of International Cycles: Common. Shocks or Transmission? Universitat Pompeu Fabra. This revision: November, 1996. Sources and Propagation of International Cycles: Common Socks or Transmission? Fabio Canova Universitat Pompeu Fabra; Universita' di Modena; and CEPR 3 Jane Marrinan Universitat Pompeu Fabra Tis revision:

More information

Product Consistency Comparison Study: Continuous Mixing & Batch Mixing

Product Consistency Comparison Study: Continuous Mixing & Batch Mixing July 2015 Product Consistency Comparison Study: Continuous Mixing & Batch Mixing By: Jim G. Warren Vice President, Exact Mixing Baked snack production lines require mixing systems that can match the throughput

More information

Gasoline Empirical Analysis: Competition Bureau March 2005

Gasoline Empirical Analysis: Competition Bureau March 2005 Gasoline Empirical Analysis: Update of Four Elements of the January 2001 Conference Board study: "The Final Fifteen Feet of Hose: The Canadian Gasoline Industry in the Year 2000" Competition Bureau March

More information

Average Matrix Relative Sensitivity Factors (AMRSFs) for X-ray Photoelectron Spectroscopy (XPS)

Average Matrix Relative Sensitivity Factors (AMRSFs) for X-ray Photoelectron Spectroscopy (XPS) Average Matrix Relative Sensitivity Factors (AMRSFs) for X-ray Photoelectron Spectroscopy (XPS) These tables and plots contain AMRSFs for XPS calculated for the total peak area for all core levels with

More information

EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK SUMMARY

EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK SUMMARY EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK 2013 SUMMARY Several breeding lines and hybrids were peeled in an 18% lye solution using an exposure time of

More information

Regression Models for Saffron Yields in Iran

Regression Models for Saffron Yields in Iran Regression Models for Saffron ields in Iran Sanaeinejad, S.H., Hosseini, S.N 1 Faculty of Agriculture, Ferdowsi University of Mashhad, Iran sanaei_h@yahoo.co.uk, nasir_nbm@yahoo.com, Abstract: Saffron

More information

CAUTION!!! Do not eat anything (Skittles, cylinders, dishes, etc.) associated with the lab!!!

CAUTION!!! Do not eat anything (Skittles, cylinders, dishes, etc.) associated with the lab!!! Physical Science Period: Name: Skittle Lab: Conversion Factors Date: CAUTION!!! Do not eat anything (Skittles, cylinders, dishes, etc.) associated with the lab!!! Estimate: Make an educated guess about

More information

Characteristics and dead-time of GM-tube

Characteristics and dead-time of GM-tube Caracteristics ad dead-time of GM-tube GM-tubes are te most popular gas ioizatio detectors for te measuremet of - ad -radiatio. Gas ioizatio detectors ave tree types: ioizatio cambers, proportioal couters

More information

INFLUENCE OF THIN JUICE ph MANAGEMENT ON THICK JUICE COLOR IN A FACTORY UTILIZING WEAK CATION THIN JUICE SOFTENING

INFLUENCE OF THIN JUICE ph MANAGEMENT ON THICK JUICE COLOR IN A FACTORY UTILIZING WEAK CATION THIN JUICE SOFTENING INFLUENCE OF THIN JUICE MANAGEMENT ON THICK JUICE COLOR IN A FACTORY UTILIZING WEAK CATION THIN JUICE SOFTENING Introduction: Christopher D. Rhoten The Amalgamated Sugar Co., LLC 5 South 5 West, Paul,

More information

INFLUENCE OF ENVIRONMENT - Wine evaporation from barrels By Richard M. Blazer, Enologist Sterling Vineyards Calistoga, CA

INFLUENCE OF ENVIRONMENT - Wine evaporation from barrels By Richard M. Blazer, Enologist Sterling Vineyards Calistoga, CA INFLUENCE OF ENVIRONMENT - Wine evaporation from barrels By Richard M. Blazer, Enologist Sterling Vineyards Calistoga, CA Sterling Vineyards stores barrels of wine in both an air-conditioned, unheated,

More information

February Restaurant Business Conditions Report

February Restaurant Business Conditions Report Larry Miller larry@millerpulse.com 404-661-6363 Robert Sanders robert@millerpulse.com 404-849-6717 February 2014 Restaurant Business Conditions Report Is The Other Shoe Finally Dropping? QSR same store

More information

ICC July 2010 Original: French. Study. International Coffee Council 105 th Session September 2010 London, England

ICC July 2010 Original: French. Study. International Coffee Council 105 th Session September 2010 London, England ICC 15-2 12 July 21 Original: French Study E International Coffee Council 15 th Session 22 24 September 21 London, England Relations between coffee stocks and prices Background In the context of its programme

More information

J / A V 9 / N O.

J / A V 9 / N O. July/Aug 2003 Volume 9 / NO. 7 See Story on Page 4 Implications for California Walnut Producers By Mechel S. Paggi, Ph.D. Global production of walnuts is forecast to be up 3 percent in 2002/03 reaching

More information

Is urban food demand in the Philippines different from China?

Is urban food demand in the Philippines different from China? Singapore Management University Institutional Knowledge at Singapore Management University Researc Collection Scool Of Economics Scool of Economics 0-04 Is urban food demand in te Pilippines different

More information

Gail E. Potter, Timo Smieszek, and Kerstin Sailer. April 24, 2015

Gail E. Potter, Timo Smieszek, and Kerstin Sailer. April 24, 2015 Supplementary Material to Modelling workplace contact networks: the effects of organizational structure, architecture, and reporting errors on epidemic predictions, published in Network Science Gail E.

More information

Measured Adiabatic Effectiveness and Heat Transfer for Blowing From the Tip of a Turbine Blade

Measured Adiabatic Effectiveness and Heat Transfer for Blowing From the Tip of a Turbine Blade See discussions, stats, and autor profiles for tis publication at: ttps://www.researcgate.net/publication/4554895 Measured Adiabatic Effectiveness and Heat Transfer for Blowing From te Tip of a Turbine

More information

CORRELATIONS BETWEEN CUTICLE WAX AND OIL IN AVOCADOS

CORRELATIONS BETWEEN CUTICLE WAX AND OIL IN AVOCADOS California Avocado Society 1966 Yearbook 50: 121-127 CORRELATIONS BETWEEN CUTICLE WAX AND OIL IN AVOCADOS Louis C. Erickson and Gerald G. Porter Cuticle wax, or bloom, is the waxy material which may be

More information

Abstract. Introduction

Abstract. Introduction HiPak Modules with SPT + Technology Rated up to 3.6kA M. Rahimo, D. Schneider, R. Schnell, S. Eicher, U. Schlapbach ABB Switzerland Ltd, Semiconductors, Fabrikstrasse 3, CH 5600 Lenzburg, Switzerland email:

More information

UPPER MIDWEST MARKETING AREA THE BUTTER MARKET AND BEYOND

UPPER MIDWEST MARKETING AREA THE BUTTER MARKET AND BEYOND UPPER MIDWEST MARKETING AREA THE BUTTER MARKET 1987-2000 AND BEYOND STAFF PAPER 00-01 Prepared by: Henry H. Schaefer July 2000 Federal Milk Market Administrator s Office 4570 West 77th Street Suite 210

More information

Weather Sensitive Adjustment Using the WSA Factor Method

Weather Sensitive Adjustment Using the WSA Factor Method Weather Sensitive Adjustment Using the WSA Factor Method Alternate CBLs can be requested within elrs to compensate for the temperature differences between the CBL basis days and the temperature of the

More information

Research regarding the setting up of the Processing Directions of Peach New Cultivars and Hybrids

Research regarding the setting up of the Processing Directions of Peach New Cultivars and Hybrids Roumanian Biotecnological Letters Vol. 13, No. 5, 2008, pp. 3955 3961 Copyrigt 2008 Bucarest University Printed in Romania. All rigts reserved Roumanian Society of Biological Sciences ORIGINAL PAPER Researc

More information

A Note on a Test for the Sum of Ranksums*

A Note on a Test for the Sum of Ranksums* Journal of Wine Economics, Volume 2, Number 1, Spring 2007, Pages 98 102 A Note on a Test for the Sum of Ranksums* Richard E. Quandt a I. Introduction In wine tastings, in which several tasters (judges)

More information

This appendix tabulates results summarized in Section IV of our paper, and also reports the results of additional tests.

This appendix tabulates results summarized in Section IV of our paper, and also reports the results of additional tests. Internet Appendix for Mutual Fund Trading Pressure: Firm-level Stock Price Impact and Timing of SEOs, by Mozaffar Khan, Leonid Kogan and George Serafeim. * This appendix tabulates results summarized in

More information

STATE OF THE VITIVINICULTURE WORLD MARKET

STATE OF THE VITIVINICULTURE WORLD MARKET STATE OF THE VITIVINICULTURE WORLD MARKET April 2015 1 Table of contents 1. 2014 VITIVINICULTURAL PRODUCTION POTENTIAL 3 2. WINE PRODUCTION 5 3. WINE CONSUMPTION 7 4. INTERNATIONAL TRADE 9 Abbreviations:

More information

Subject to sale, withdrawal or error. Published on 09/19/16

Subject to sale, withdrawal or error. Published on 09/19/16 SHOE BAR RANCH ECTOR COUNTY, TEXAS 25,572.35 Acres, More or Less We are proud to ave obtained an exclusive listing on one of te best Permian Basin rances to be offered for sale in sometime, te Soe Bar

More information

Return to wine: A comparison of the hedonic, repeat sales, and hybrid approaches

Return to wine: A comparison of the hedonic, repeat sales, and hybrid approaches Return to wine: A comparison of the hedonic, repeat sales, and hybrid approaches James J. Fogarty a* and Callum Jones b a School of Agricultural and Resource Economics, The University of Western Australia,

More information

Applications. 38 Looking for Pythagoras. Find the missing length(s).

Applications. 38 Looking for Pythagoras. Find the missing length(s). Applications. A rigt triangle as legs of lengt inces and inces. a. Find te area of a square drawn on te ypotenuse of te triangle. b. Wat is te lengt of te ypotenuse?. Use te Pytagorean Teorem to find te

More information

POTATOES USA / SNAC-INTERNATIONAL OUT-OF-STORAGE CHIP QUALITY MICHIGAN REGIONAL REPORT

POTATOES USA / SNAC-INTERNATIONAL OUT-OF-STORAGE CHIP QUALITY MICHIGAN REGIONAL REPORT POTATOES USA / SNAC-INTERNATIONAL OUT-OF-STORAGE CHIP QUALITY 2015-2016 MICHIGAN REGIONAL REPORT Chris Long and Aaron Yoder, Michigan State University Procedure: The 2015 Potatoes USA / SNAC-International

More information

Online Appendix to Voluntary Disclosure and Information Asymmetry: Evidence from the 2005 Securities Offering Reform

Online Appendix to Voluntary Disclosure and Information Asymmetry: Evidence from the 2005 Securities Offering Reform Online Appendix to Voluntary Disclosure and Information Asymmetry: Evidence from the 2005 Securities Offering Reform This document contains several additional results that are untabulated but referenced

More information

Multiple Imputation for Missing Data in KLoSA

Multiple Imputation for Missing Data in KLoSA Multiple Imputation for Missing Data in KLoSA Juwon Song Korea University and UCLA Contents 1. Missing Data and Missing Data Mechanisms 2. Imputation 3. Missing Data and Multiple Imputation in Baseline

More information

TEMPERATURE CONDITIONS AND TOLERANCE OF AVOCADO FRUIT TISSUE

TEMPERATURE CONDITIONS AND TOLERANCE OF AVOCADO FRUIT TISSUE California Avocado Society 1961 Yearbook 45: 87-92 TEMPERATURE CONDITIONS AND TOLERANCE OF AVOCADO FRUIT TISSUE C. A. Schroeder and Ernest Kay Professor of Botany. University of California, Los Angeles;

More information

INTERNATIONAL UNDERGRADUATE PROGRAM BINA NUSANTARA UNIVERSITY. Major Marketing Sarjana Ekonomi Thesis Odd semester year 2007

INTERNATIONAL UNDERGRADUATE PROGRAM BINA NUSANTARA UNIVERSITY. Major Marketing Sarjana Ekonomi Thesis Odd semester year 2007 INTERNATIONAL UNDERGRADUATE PROGRAM BINA NUSANTARA UNIVERSITY Major Marketing Sarjana Ekonomi Thesis Odd semester year 2007 THE RELATIVE IMPORTANCE OF FOOD, SERVER ATTENTIVENESS, AND WAIT TIME: THE CASE

More information

Notes on the Philadelphia Fed s Real-Time Data Set for Macroeconomists (RTDSM) Capacity Utilization. Last Updated: December 21, 2016

Notes on the Philadelphia Fed s Real-Time Data Set for Macroeconomists (RTDSM) Capacity Utilization. Last Updated: December 21, 2016 1 Notes on the Philadelphia Fed s Real-Time Data Set for Macroeconomists (RTDSM) Capacity Utilization Last Updated: December 21, 2016 I. General Comments This file provides documentation for the Philadelphia

More information