Provided for non-commercial research and educational use only. Not for reproduction, distribution or commercial use.
|
|
- Gerald Townsend
- 8 years ago
- Views:
Transcription
1 Provided for non-commercia research and educationa use ony. Not for reproduction, distribution or commercia use. This chapter was originay pubished in the book Advances in Computers, Vo. 80, pubished by Esevier, and the attached copy is provided by Esevier for the author's benefit and for the benefit of the author's institution, for non-commercia research and educationa use incuding without imitation use in instruction at your institution, sending it to specific coeagues who know you, and providing a copy to your institution s administrator. A other uses, reproduction and distribution, incuding without imitation commercia reprints, seing or icensing copies or access, or posting on open internet sites, your persona or institution s website or repository, are prohibited. For exceptions, permission may be sought for such use through Esevier's permissions site at: From: Amit Grover, Pau Braecke, Kevin Lindgren, Ha Berghe, and Dennis Cobb, Parameters Effecting 2D Barcode Scanning Reiabiity. In Marvin Zekowitz, editor: Advances in Computers, Vo. 80, Burington: Academic Press, 2010, pp ISBN: Copyright 2010 Esevier Inc. Academic Press
2 Parameters Effecting 2D Barcode Scanning Reiabiity AMIT GROVER Identity Theft and Financia Fraud Research and Operations Center, University of Nevada, Las Vegas, Nevada, USA PAUL BRAECKEL Identity Theft and Financia Fraud Research and Operations Center, University of Nevada, Las Vegas, Nevada, USA KEVIN LINDGREN Identity Theft and Financia Fraud Research and Operations Center, University of Nevada, Las Vegas, Nevada, USA HAL BERGHEL Identity Theft and Financia Fraud Research and Operations Center, University of Nevada, Las Vegas, Nevada, USA DENNIS COBB Identity Theft and Financia Fraud Research and Operations Center, University of Nevada, Las Vegas, Nevada, USA ADVANCES IN COMPUTERS, VOL Copyright 2010 Esevier Inc. ISSN: /DOI: /S (10) A rights reserved.
3 210 A. GROVER ET AL. Abstract This paper describes a case study to identify the various parameters that affect the ning reiabiity of 2D barcodes for high content density appications. A review of the numerous options for 2D symboogies showed that, in theory, these symboogies are capabe of encoding reativey arge amounts of data, but in practice, barcode -abiity decreases as the encoded content increases. With specific attention to higher content (or capacity) appications, a case study was performed to identify the 2D symboogies with the highest ning reiabiity, to be termed -abiity, as we as the various parameters that impact this -abiity. The paper is divided into four ogica sections. The introduction section covers the goa and the specific requirements of the project. Section 2 discusses in detai the various parameters that impact the reiabiity of high-capacity 2D barcodes. Section 3 focuses on the testing methodoogy empoyed and Section 4 summarizes the concusions of the detaied testing. Based on our requirements, our findings indicated that the best three reiabiity measurements of 96% 99% were a obtained using the PDF417 symboogy with different media types and ners. 1. Introduction Factors that Affect Barcode Scan Abiity Barcode Symboogies Content Density Error Correction Scan Grade and Refectance Profie Symbo Grade Encoder Printer Media Decoder/Scanner Characteristics Testing Methodoogy Interna Testing Externa Testing Concusion References
4 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY Introduction A barcode is a symbo that contains encoded paintext data that can be read by standard optica ners/decoders, thereby automating data representation and retrieva whie eiminating potentia human error. Common barcode appications incude tracking of consumer goods at grocery stores, checkout terminas, document management toos, inventory management, ticketing, mobie tagging, mobie airine boarding passes, etc. The coreation between the barcodes and the corresponding messages is termed as symboogy. Symboogies are cassified as inear and twodimensiona (2D). The goa of this case study was not ony to identify the various parameters that affect the ning reiabiity of 2D barcodes but aso to identify the most reiabe barcode and its appropriate configuration for high content density appications. The need for this study is rooted in a project for deveoping a secure credentiaing system, where there is a need to have data encoded in high-capacity 2D barcodes on viz. Poyviny choride (PVC) and poyester media. Initia experimentation showed that the ning reiabiity of these high-capacity 2D barcodes was not as high as a typica grocery store checkout system. Since the average user s typica experience with barcodes is the checkout ine at the grocery store, the expectation from using a barcode is quick and reiabe ning. The primary difference between this expected resut and a second-generation 2D barcode was in the data content density. The typica grocery store items use a very sma amount of data in the barcode, mainy a primary key, which requires referencing a backend database to read the compete information about the ned item. Our particuar appication required eiminating this dependency on a backend database, thereby requiring a arge amount of data to be encoded directy in the barcode itsef. Even though the barcodes that we used were within the theoretica data capacity imits for different barcode symboogies, the ess than perfect reiabiity prompted us to expore other potentia factors. These secondary factors incuded the barcode symboogy itsef, the encoder which conforms to the reevant barcode symboogy, the printer which creates the physica barcode, the media on which the barcode is printed, and the decoder that interprets the encoded content. This case study describes a series of internay designed tests, and interpretation of the test resuts, to precisey identify the impact of data content density, error correction eve, type of encoding, ner characteristics, type of media, and printer on the -reiabiity of 2D barcodes.
5 212 A. GROVER ET AL. 2. Factors that Affect Barcode Scan Abiity As per the Layman s guide to ANSI, CEN, and ISO bar code print quaity documents pubished by the Association for Automatic Identification and Mobiity (AIM) [1], through the years, bar codes had been printed that met the existing standards, but woud not. And often bar codes printed out of specified standards did. Years of extensive testing by different groups from ANSI, Committee for European Normaization (CEN), and ISO, have identified the foowing critica parameters for bar code reiabiity: Aperture and waveength of the ner, refectance and surface opacity of the media, printer characteristics, grade and refectance profie, and symbo grade and the operative ning environment. In addition to these factors, our case study considered other parameters such as the type of symboogy used, the content density of the encoded data, the error correction eve used, and the method of encoding. Each of these factors, as they reate to this particuar case study, is examined in detai in the subsequent sections. The symboogies used may be inear or 2D. Error correction techniques are used to increase the -abiity to hande partia data corruption. The barcode may be printed on different kinds of media such as paper, poyester, and PVC. Each of these media offer different benefits and are typicay seected based on the intended usage profie for the barcode. Once the barcode is physicay printed on the media, various decoders or ners may be used to decode it based on the type of barcode used. 2.1 Barcode Symboogies Whie inear symboogies, such as Universa Product Code (UPC), Code 39, Code 128, EAN, MSI, Inteigent Mai Barcode, Pharmacode, to name a few, were imited in their data-carrying capacity, the 2D symboogies enabe arge amounts of data to be encoded and decoded in machine-readabe formats [2, 25]. Common exampes of 2D symboogies incude DataMatrix, PDF417, Aztec Code, Codabock, MaxiCode, QR Code (Quick Response Code), Datastrip 2D, etc. [3]. Some common exampes of various barcode symboogies are shown in Tabe I (the Kaywa website [20] was used to generate the QR Code). Based on the voume of usage, the symboogies may be cassified as: 1D or stacked symboogies, such as UPC and Code 128. These barcodes are not the focus of this study and wi not be discussed in detai. Symboogies having widespread industry usage such as PDF417, QR Code, DataMatrix, and Aztec Code. Proprietary and Emerging symboogies such as Datastrip 2D [24] and Microsoft s High Capacity Coor Barcode (HCCB).
6 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 213 Tabe I BARCODE SAMPLES UPC-A Code 128 PDF417 QR code DataMatrix Aztec code High capacity coor barcode (HCCB) DataStrip 2-D Symboogies Having Widespread Presence One of the most widey known barcode symboogies is the UPC symboogy, which is a inear barcode used for tracking retai merchandise and other point-of-sae management functions. UPC impementation has different variations, incuding UPC-A, UPC-B, UPC-D, UPC-E, and UPC-5, athough UPC-A is by far the most widey used symboogy [28]. It is abe to encode 12 bytes of numeric data wherein 11 digits constitute the data and 1 extra digit is used as a check digit for error correction [4]. Each digit is represented graphicay as a combination of two bars and two spaces. Whie UPC-B does not use a check digit, UPC-D differs from UPC-A in that it uses a variabe-ength code instead of the standard 12 digits used by UPC-A. UPC-E is optimized for appications that require a smaer barcode and produces a compressed code with ony 6 digits as opposed to 12 digits [5]. UPC-5 is a 5-digit extension to standard UPC codes used for encoding retai pricing for books. The printed symbo contains both a machine-readabe part as we as a human-readabe part. The structura breakdown of a typica UPC barcode is shown in Fig. 1. The foowing sections provide a brief overview of the 2D symboogies evauated for this particuar project as we as a comparative summary, which may be referenced for quick interpretation.
7 214 A. GROVER ET AL Product prefix Manufacturer identification number Product identification number Error correction check digit Structure of a UPC-A barcode symbo highighting different parts FIG. 1. UPC-A barcode structure The PDF417 Symboogy. Portabe Data Fie 417, though cassified as a 2D barcode, is in fact a mutirow, variabe-ength stacked symboogy deveoped in 1992 by Symbo Technoogies. This unique characteristic aows it to be decoded by many 1D hybrid ners, apart from reguar 2D ners. The symbo is composed of 3 90 stacked rows. A PDF417 symbo character, or codeword, is the individua buiding bock for the barcode and consists of 17 modues arranged into four bars and four spaces, thereby giving it the name of 417 [17]. The integra sections of the barcode as depicted in Fig. 2 incude ceary defined Start and Stop patterns, the data coumns, and the quiet zone. PDF417 offers encoding a maximum data character capacity of 1850 text ASCII characters, 2710 numeras, or 1108 bytes [2]. This amount of data encoded is a resut of the manner in which the agorithm encodes the type of data, for exampe, numeras require a smaer codeword size to encode than an aphabet etter (Tabe II). PDF417 uses Reed Soomon error correction [6]. Error correction eves are user seectabe and can be set from 0 (zero) for no error correction to 8 (eight), which is the highest eve. This eve indicates the amount of redundancy that is added to the encoded barcode. The benefit is the increased -abiity; however, the downside is that the effective content size is reduced because the error correction takes up content space. Tabe III iustrates the specifications [2] pertaining to codewords and error correction.
8 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 215 Quiet zone Start pattern Stop pattern Start and stop pattern, data coumns, and quiet zone Enarged portion of barcode indicates one codeword (depicted by the red rectange) FIG. 2. PDF417 barcode characteristics. Tabe II PDF417 CODEWORDS PER CHARACTER TYPE Character type Character Codeword Aphabetica Numeric ASCII Tabe III COMMONLY USED ERROR CORRECTION LEVELS FOR PDF417 No. of data codewords Error correction eve No. of error correction codewords The QR Code Symboogy. QR Code, or Quick Response code, is a 2D matrix code created in 1994 by the Japanese Denso Corporation. As opposed to a stacked barcode, a matrix code is one in which encoding is based on the positioning of the eements or back dots in the matrix. These are among the most popuar barcodes being used for mobie tagging (providing information using 2D barcodes on ce phones) appications today. The QR Code data capacity for different encodings is shown in Tabe IV [7].
9 216 A. GROVER ET AL. Tabe IV DATA ENCODING CAPACITY FOR QR CODE Data encoding Max. number of characters Numeric 7089 Aphanumeric 4296 Binary 2953 Japanese Kanji characters 1817 Tabe V QR CODE ERROR CORRECTION LEVELS Leve of error correction Data retrievabe (%) (% CW that can be restored) Leve L 7 Leve M 15 Leve Q 25 Leve H 30 Tabe VI DATA ENCODING CAPACITY FOR DATAMATRIX Data encoding Max. number of characters Numeric 3116 Aphanumeric 2335 The QR Code uses Reed Soomon error correction and supports four different eves of error correction as detaied in Tabe V [29] The DataMatrix Symboogy. DataMatrix, shown in Tabe I, is a highy scaabe 2D matrix symboogy popuary used for marking sma inventory artices and eectronic components [18,19]. As shown in Tabe I, it is characterized by an L shaped centering pattern which has soid back ines aong the eft and bottom sides of each of its square or rectanguar data regions [31]. Each data region is composed of a coection of modues arranged in an even number of rows and coumns. Based on data content density, a data matrix code can have a symbo from 1 mi to 14 in. per side [26]. The newer version of DataMatrix supports Reed Soomon error correction and reconstructs data by using poynomia oversamping [21]. The DataMatrix Code data carrying capacity for different encodings is shown in Tabe VI [8].
10 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 217 Tabe VII DATA ENCODING CAPACITY FOR AZTEC CODE Data encoding Max. number of characters Numeric 3832 Aphabetic 3067 Bytes 1914 Tabe VIII COMPARISON OF THE DATA CAPACITIES OF VARIOUS SYMBOLOGIES Data carrying capacity (max number of characters) 2-Dimensiona barcode symboogy Numeric Aphanumeric/ aphabetica ASCII/binary/ bytes Japanese Kanji characters PDF QR Code DataMatrix Aztec Code The Aztec Code Symboogy. The Aztec Code, shown in Tabe I, is another popuar 2D matrix symboogy that has been in use since Based on a square grid, its characteristic bus-eye pattern of concentric square rings faciitates quick centering for the encoder irrespective of the barcode orientation. The grid grows in size around the bus-eye center with additiona square modues as more data are added. Based on the data content density, the symbo size varies from 1515 to modues per square. The Aztec Code supports Reed Soomon error correction and the permissibe vaues are 5 95% [9].The Aztec Code data capacity for different encodings is shown in Tabe VII. A quick comparison of the data capacities of these symboogies is shown in Tabe VIII Proprietary and Emerging Symboogies A number of emerging 2D symboogies are optimized for high content density appications. The foowing symboogies were considered but not incuded for actua testing as they incude proprietary eements that did not fit our vision of the secure credentiaing project.
11 218 A. GROVER ET AL The Datastrip 2D Symboogy. Datastrip 2D is a highdensity 2-dimensiona matrix symboogy optimized to hod high-capacity data incuding encrypted coor photographs and other biometric data used for secure credentiaing [3,27]. It was deveoped by Softstrip Systems and was originay known as Softstrip. It can support a data density of up to 1000 bytes/sq. in. Its biggest advantage is that it can store arge amounts of data in a fraction of the space used by other popuar 2D barcode symboogies [30]. However, since certain impementation aspects were not in conformance with the project requirements, this symboogy was not considered for our testing The HCCB Symboogy. Announced at CES in 2009, Microsoft s High Capacity Coor Barcode (HCCB) is currenty one of the newer symboogies that was deveoped with the intention of enhancing the encoding of higher capacity content. Simiar to the matrix barcodes, HCCB uses a grid of coored trianges referred to as symbos to encode data and has an announced capacity of encoding 3500 characters per square inch [10]. The factors that impact on this encoding amount are the grid size, the symbo density, and the number of coors used for the symbos, which is either eight or four. The actua encoding and decoding however is proprietary and must be icensed. Printing may be performed with off-the-shef inkjet or coor printers. Current usages of this symboogy is imited because of its proprietary status and incude the Microsoft Tag, which is a mobie tagging service that accesses product information, and the ISAN-IA, which is a version method for audio and video products. Somewhat unique to this particuar symboogy, the HCCB incorporates tamper-proof quaity through the use of digita signing based on Eiptic Curve Cryptography. A in a, the HCCB addresses the concern of encoding higher capacities and is aso rumored to be more forgiving when it comes to poor barcode image quaity. 2.2 Content Density Testing showed that data content density payed an important roe in the ning reiabiity of 2D barcodes. Barcodes can be cassified based on their data content density or capacity. For the purpose of this case study, ower content density is defined as content density, incuding optimum error correction, that does not exceed 5 of the theoretica data capacity imit of the respective barcode type. On the other hand, higher content density is defined as content density incuding optimum error correction that exceeds 5 of the theoretica data capacity imit of the respective barcode type.
12 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY Error Correction Error correction is an important feature supported by most 2D barcode symboogies. This invoves encoding additiona data in the barcode that heps in reconstructing the data in case of partia damage or defect in the generated barcode. This abiity to compensate for partia damage improves the credibiity of barcodes as a reiabe machine-readabe format. There are error corrections settings associated with most symboogies with the intention of increasing the readabiity. However, there is a fine baance when seecting the desired setting because of an increase in the overa encoded barcode content (and a corresponding decrease in the actua information that can be encoded within the prescribed capacity imits) that resuts from using the error correction. One must baance this vaue with the string to be encoded in order to stay in ine with the capacities associated with the specific symboogy. Error correction eves for PDF417 and QR Code are tabuated in Tabe III and Tabe V, respectivey. 2.4 Scan Grade and Refectance Profie A refectance profie (SRP) is a coection of % refectance vaues measured across a barcode by a ine. As per the American Nationa Standards Institute bar code print quaity specification, ANSI X3.182 [11], the SRP considers the foowing eight parameters to obtain a grade: Edge determination Minimum refectance Minimum edge contrast Symbo contrast Moduation Defects Decode-abiity (printing accuracy as compared to the agorithm) Decode (pass/fai) The minimum grade achieved by any of the parameters above represents the overa SRP grade. 2.5 Symbo Grade The average of 10 SRP grades gives what is known as the Symbo Grade. As per the ISO/IEC and ANSI X3.182, and EN 1635 standards, these 10 s shoud be conducted at different heights [16]. The numeric vaues and the corresponding symbo grades are defined as given in Tabe IX.
13 220 A. GROVER ET AL. Tabe IX SYMBOL GRADE AND NUMERIC VALUE CORRESPONDENCE Numeric vaue (x) Symbo grade 4.0=x=3.5 A 3.5> x = 2.5 B 2.5> x = > x = >x C D F 2.6 Encoder For the purpose of this chapter, barcodes were printed using two separate encoders, viz, Bartender Enterprise edition 9.01 from Seagu Scientific and CardFive Vision 8.1 Professiona from Number Five Software. Whie Bartender is an industry-standard software optimized for encoding barcodes, CardFive Vision is primariy an ID card design software that aso supports encoding of barcodes. Whie initia testing suggested 10 positive resuts for barcodes generated using Bartender, the encoding quaity achieved through CardFive was not found to be that encouraging. Hence, for reiabiity and consistency, a further tests incuding the preiminary as we as extensive tests detaied beow were done using barcodes generated by Bartender. It may be noted here that apart from Bartender, any standard commercia barcode encoder may be suitabe as ong as the barcodes generated are of a high quaity. To eiminate any potentia of the encoder adversey impacting the readabiity, independent externa testing using barcode verifiers indicated that our barcodes received a quaity grading of A. 2.7 Printer The ning reiabiity of barcodes is impacted significanty by the quaity of printing which is determined to a great extent by the printer resoution and the type of print head being used. As per the AIM and GS1 pubications [1,12], the foowing print considerations are important: The generated barcodes shoud aways be an even mutipe of printer pixes. There must be sufficient quiet zones around the bar code as required by the respective barcode specifications
14 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 221 Tabe X COMPARISON OF PRINTER SPECIFICATIONS Name and mode number Media type Resoution (DPI) Dot shape Printing technoogy Zebra S4M Labe printer 203 Square Direct therma DataCard SP75 Card printer 300 Square Dye-subimation/resin therma transfer Xerox Phaser 6360 DN Document printer 600 Round Laser The distortion introduced by genera-purpose printers (with round dot shape) shoud be catered for. The round dot-shape resuts in printing wider bars and narrower spaces because the printed dot size is bigger than the pixe size. For the purpose of this case study, the foowing printers were used for printing the barcodes: (i) Zebra S4M abe printer (ii) DataCard SP75 card printer (iii) Xerox Phaser 6360 DN aser printer A brief comparison of the reevant specifications of these printers is tabuated in Tabe X [13 15]. When considering the printer as a factor, it must be noted that a direct comparison of resoution aone without taking the printing technoogy into consideration woud be miseading, since a square dot-shape produces a straight edge thus having the abiity to print higher density barcodes more accuratey as opposed to a printer with a round dot shape of the same DPI vaue. Since the direct therma and therma transfer technoogies are optimized for printing high-capacity bar codes and since our target media for the case study was abes and PVC cards, ony the first two printers mentioned above were used for most of the tests. The aser document printer was used for testing the effect of gossiness on reiabiity as it aowed a direct comparison between gossy and nongossy media. 2.8 Media For the purpose of this case study, we focused on our target media, viz. abes and PVC cards that are both gossy in nature. The absorbance or the optica density of the media affects the quantum of refraction and is thus another important factor that impacts on the -abiity of the barcodes. There is a marked difference in
15 222 A. GROVER ET AL. the optica density of gossy as we as nongossy media and though gossy media provide a much higher optica density, they aso provide a higher eve of refectivity from the printed surface. Whie refectivity is the fraction of incident ight refected by the surface in question; the optica density or absorbance, A, is defined as A ¼ og 10 ði=i 0 Þ where I is the intensity of the transmitted ight at a given waveength and I 0 is the intensity of the incident ight. To cater for the difference in absorbance and refectivity of different media, a specific test, the Effect of Gossiness on reiabiity test, was carried out with the foowing two types of media: Norma nongossy paper Gossy paper 2.9 Decoder/Scanner Characteristics The reiabiity of barcodes is aso affected by the type of ner/decoder, or the actua hardware that wi decode the encoded barcode. The reiabiity is greaty affected by the combination of the ner ight-waveength and aperture size (size of the ning spot reative to the bar-width) used. The ange at which ner ight is incident on the surface affects the refectance. Light incident at 45 to the surface wi minimize refection from gossy surfaces, thereby producing optimum reiabiity. As per the Layman s guide [1], variations in these two parameters might drasticay ater the overa grade quaity (Tabe XI). As per GS1, a goba eader invoved in the design and impementation of standards incuding those of bar codes, depending on ner technoogy, there are six functiona bands. For optimum -reiabiity, ners shoud be chosen on the basis of appications that pertain to these bands [12]. Tabe XI SCAN GRADE W.R.T. APERTURE DIAMETER AND WAVELENGTH Aperture diameter (mi) Aperture diameter (mm) Waveength (nm) Scan grade Quaity /D Poor /B Good /F Fai
16 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 223 Tabe XII COMPARISON OF SCANNER SPECIFICATIONS Characteristic Symbo DS 6707SR Symbo DS 3478 Light source 650-nm aser diode 650-nm aser diode Fied of view 40 horizonta 30 horizonta 30 vertica 22.5 vertica Yaw toerance 60 from nomina 50 from nomina Pitch toerance 65 from nomina 60 from nomina Ro toerance 360 from nomina 180 from nomina Since Motoroa (a.k.a. Symbo) ners possess a majority of the ner hardware market share; the foowing two different Symbo ners were used for testing: Symbo DS 6707SR wired ner with SE6707 engine Symbo DS 3478 wireess ner with SE4400 engine The specific difference between these two ners is the embedded engine, which is the heart and sou of the ner and responsibe for the actua decoding process [22, 23]. A brief comparison of the technica specifications that are directy reevant to our tests is given in Tabe XII. 3. Testing Methodoogy Our comprehensive testing invoved interna as we as externa testing. The interna testing methodoogy, which is described in Section 3.1, used a series of carefuy designed tests to evauate the impact of various parameters that infuence barcode ning reiabiity. The interna testing comprised severa stages incuding preiminary samping foowed by more extensive testing with the resuts of each test eading to the need for the successive tests. The externa testing, which is described in Section 3.2, was used to assess the quaity grade of the barcodes by using an independent and verifiabe industry standard process. This externa testing augmented the interna testing where resources were not avaiabe to actuay perform the testing. 3.1 Interna Testing To provide a point of reference and for the sake of comprehensive testing, 1D as we as 2D barcodes with ower content density were aso tested. Since the focus of this paper is higher capacity barcodes, the resuts of the ower capacity testing are
17 224 A. GROVER ET AL. mentioned without going into further detais. Testing was performed by performing individua s, termed iteration, of the sampe barcodes and then cacuating success rate, which is caed the barcodes -abiity Barcodes with Lower Content Density Mutipe iterations using different types of ners as we as encoders for a 1D as we as ower content density 2D barcodes tested produced 10 reiabiity Barcodes with Higher Content Density Sampes of various barcode symboogies were subjected to preiminary testing invoving twenty -iterations each and a sampes that achieved a reiabiity of 4 or more were then subjected to extensive testing invoving fifty iterations each. The testing methodoogy is expained in detai in the succeeding sections Preiminary Testing. In order to narrow the scope of viabe barcodes, and based on the specific requirements of our project wherein the physica print size was a imiting factor, the four commony used 2D barcodes (Tabe XIII) were encoded for preiminary testing. This test invoved twenty iterations of each barcode sampe and the resut was a percentage of successfu Tabe XIII PRELIMINARY TESTING S. No. Barcode type 1 PDF mi 2x, 13 co EC : 6 2 QR cvode 14.8 mi error correction M (15%) 3 Aztec 14.8 mi with error correction 4 4 Aztec 14.8 mi with error correction 45% 5 Aztec 19.7 mi (no image) 6 DataMatrix 14.8 mi with ECC DataMatrix 9.8 mi Scanning reiabiity 95 % 90 % 45 % 80 % 90 % 50 % 0 %
18 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 225 reiabiity. This preiminary test served as a smoke test to provide a quick initia point of reference, based on a wide range of possibe barcodes and the settings associated with each particuar barcode. In particuar, the suggested settings for each symboogy were used to encode the barcode. Based on the resuts of this preiminary testing, the ow-performing barcode namey DataMatrix 9.8 mi (S. No. #7) was eiminated from further testing. On the other hand, for the mediocre-performing Aztec 14.8 mi with error correction 4 (S. No. #3), an additiona sampe with a 5 error correction was added for further testing. Simiary, an additiona QR Code sampe with an error correction of 3 was aso incuded for further testing Extensive Testing. This invoved fifty iterations for each sampe barcode and enumerating the resuts as a percentage reiabiity vaue. The number of s was suggested by the ner vendor as being sufficient to successfuy sampe the success rate. For a better understanding of resuts and to ensure that our testing resuts were not biased by the use of ony one type of ner, reiabiity was enumerated separatey for different ners, viz. the Symbo DS 6707SR (SE6707) wired and the Symbo DS 3478 (SE4400) wireess ners. For the purpose of this testing, a good is defined as a successfu in ess than 2 s, a deayed is a successfu that takes 2 7 s, and a No is faiure to even after 7 s. The deayed measurement was introduced to account for the fact that whie not actuay a No Scan, onger than a 2-s time is ess than optima in a depoyed situation; however, the tracking of such s becomes vauabe for measurement when onger times are acceptabe. Deayed s are acting as a buffer between the two possibiities Reiabiity testing. The first in a series of specific extensive tests, Reiabiity Testing invoved extensive ning of different types of 2D barcodes, viz. the PDF417, DataMatrix, Aztec, and QR Code with both the engines. The goa of reiabiity testing was to identify barcode symboogies aong with the corresponding engine that produced the highest percentage reiabiity. These test resuts, summarized in Tabe XIV with the reevant rows highighted with the arrow marking, indicate that PDF mi 13 co, error correction: 6 with SE6707 and QR Code 14.9 mi, error correction (3) with SE4400 emerged as the most reiabe s, which were then subjected to further testing Content density testing. Having shortisted PDF417 and QR Codes based on the reiabiity testing resuts, each of the two barcode symboogies was subjected to rigorous content density testing. The purpose of this test was to determine the impact of the content density on the reiabiity of the barcodes.
19 226 A. GROVER ET AL. Tabe XIV RELIABILITY TESTING Symboogy PDF mi 13 co EC:6 (abe) QR code 14.8 mi error correction M (15%) (Labe) QR code 14.8 mi, error correction M (15%) (Card) QR code 14.8 mi, error correction (3) (card) Aztec 14.8 mi with error correction 4 (abe) Aztec 14.8 mi with error correction 45% (abe) Aztec 14.8 mi with error correction 5 (abe) Aztec 19.7 mi (no image) (abe) DataMatrix 14.8 mi with ECC 200 (abe) Scan engine % Good % Deayed SE % 6% SE4400 SE6707 SE4400 SE6707 SE4400 SE6707 SE % % 94% 2 38% 18% 38% 16% 3 SE6707 SE4400 SE6707 SE4400 SE6707 SE4400 SE6707 SE % 26% % 8% 26% 48% % No % 14% 58% 8% 56% % 24% We designed different capacity barcodes ranging from 162 bytes to 929 bytes. The different byte sizes were seected based on the specific requirements of the project and thus subsequent test sampes do not have a uniform data capacity difference. In Tabe XV, the rows indicating test resuts for a data capacity of 844 bytes are highighted with the arrow marking, as that is the preferred data capacity for our project. This test indicated that for PDF417, the reiabiity starts dropping after content density increases more than approx. 6 when the wireess ner (SE4400) is used. However, the content density has no effect whatsoever on reiabiity with the wired ner (SE6707). For the QR Code, the testing indicated a substantia drop in reiabiity as the content density increased to more than 844 bytes with either the SE6707 or SE4400 Scan Engines (Tabe XVI). This indicates mixed resuts for the effect of content density on reiabiity of QR Code. There is a trend toward a decrease in the reiabiity as the content of the barcode increases. The success rate is higher with the
20 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 227 Tabe XV CONTENT DENSITY TESTING FOR PDF 417 SE 4400 Size in bytes, %capacity % Good % Deayed % No PDF mi EC = 6 162, 14% 224, 2 492, 45% 625, 56% 694, 63% 844, 76% 929, 84% Size in SE 6707 bytes, %capacity PDF mi EC = 6 162, 14% 224, 2 492, 45% 625, 56% 694, 63% 844, 76% 929, 84% % 10 96% 88% 78% % Good % 16% % Deayed 4% 6% % No wired ner when one takes into account the deayed s because in essence these are successfu s though just not as idea Error correction eve based testing for QR Code and PDF417. To fine-tune the resuts of the previous test and to achieve high reiabiity with high content density barcodes, the required 844 byte sampes (of PDF417 and QR Code) were tested with different eves of error correction encoded into them. The purpose of this test was to determine the impact of error correction eve on the reiabiity of the 2D barcodes. For QR Code, sampes with a content density of 844 bytes with error correction eves of 7%, 15%, 25%, and 3 were tested. The resuts are tabuated in Tabe XVII. The rows highighted with the arrow marking indicate the best resuts for the two different ners. It was observed that the size of the actua barcode, not just the amount of data, seemed to pay a roe in the ning reiabiity. It was observed that barcodes with a 3 error correction were so big that it seemed to
21 228 A. GROVER ET AL. Tabe XVI CONTENT DENSITY TESTING FOR QR CODE QR code 14.8 mi EC = 15% Size in bytes % Good % Deayed % No SE % % 6% % % % % % 24% 3 SE % % % 4% % 26% % % 48% 6% adversey affect the reiabiity. Based on data content requirements of the present project, our recommendation is to use 25% error correction to achieve optimum reiabiity. For PDF417, sampes with a content density of 844 bytes with error correction eves of 3, 4, 5, and 6 were tested with both the engines. The resuts are tabuated in Tabe XVIII. For PDF417, the resuts indicate that the higher the error correction, better the reiabiity Effect of Gossiness on reiabiity. After taking into consideration the primary factor of data content density, we shifted our focus to other secondary factors that impact on the reiabiity of barcodes. Since the primary technique used by most 2D ners is imaging, which invoves taking a photo of the barcode before trying to decode it, the difference in absorbance and refectivity of gossy and nongossy media impacts on their readabiity. The purpose behind this
22 Tabe XVII IMPACT OF ERROR CORRECTION LEVEL FOR QR CODE QR Code 844 Bytes SE 6707 Error correction % Good 7% 88% 15% 84% 25% 98% % Deayed % No 1 16% SE % % 88% 1 25% 9 6% 3 74% 2 6%
23 230 A. GROVER ET AL. Tabe XVIII IMPACT OF ERROR CORRECTION LEVEL FOR PDF 417 PDF bytes Error correction % Good % Deayed % No SE % 16% 4 94% 6% 5 98% 6 98% SE % 26% 48% % % 14% 8% 6 86% 1 4% test was to determine the potentia impact of the finish of the physica media, in particuar gossy versus nongossy, on the ning reiabiity. To resove this concern, the symboogies were ned separatey on a gossy as we as a nongossy media. The resuts are tabuated in Tabe XIX Effect of gossiness testing for QR Code 844 bytes data capacity. The highighted rows indicate the best reiabiity for gossy as we as nongossy paper using different engines. The resuts indicate a cear drop in the reiabiity of QR Code barcodes when printed on gossy surface (cards as we as abes) as compared to nongossy pain surface Effect of gossiness testing for PDF bytes data capacity. The test resuts indicate a significant degradation in the reiabiity on gossy surface compared to nongossy surface at ower error correction eves for the SE6707 as shown in rows highighted by a marking. For the SE4400, the corresponding rows highighted by the arrow marking indicate significant degradation in the reiabiity on gossy surface at a eves of error correction (Tabe XX) Comparison of target media (card and abe) with optima settings. Since our target media (abe or PVC card) are gossy, we decided to do yet another test to determine which of the two target media (card or abe) produced a
24 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 231 Tabe XIX EFFECT OF GLOSSINESS TESTING FOR QR CODE Non-gossy paper SE 6707 SE 4400 Error correction 7% 15% 25% 3 7% 15% 25% 3 % Good 88% 84% 98% % 9 74% % Deayed 1 16% % 2 % No 6% Gossy paper SE6707 SE4400 Error correction 7% 15% 25% 3 7% 15% 25% 3 Good % % 44% 96% 98% 8 44% Deayed No % 28% 3 34% 44% 1 4% 14% 2 4% 36% better reiabiity. It may be pertinent to mention here that there is a difference not ony in the gossiness of the media (card and abe) but aso in the printing quaity as cards were printed using the DataCard SP75 card printer whie the abes were printed using the ZebraS4M abe printer having different characteristics (as mentioned in Section 2.7). These resuts in Tabe XXI indicate that PDF417 is the better choice for abes; however, for badges, the wireess ner produced identica reiabiity resuts of 76% for both PDF417 and QR Code.
25 232 A. GROVER ET AL. Tabe XX EFFECT OF GLOSSINESS TESTING FOR PDF 417 Media Non gossy Scan engine SE6707 Error correction 3 4 % Good 94% 10 % Deayed 6% % No 5 98% SE % 6% 5 94% 4% 6 94% 4% Gossy SE % 16% 4 94% 6% 5 98% 6 98% SE % 26% 48% % % 14% 8% 6 86% 1 4% 3.2 Externa Testing In order to address the potentia for the encoder or the printers to infuence the performed testing, it is necessary to set a baseine for the quaity of created barcodes. This took the form of grading the test sampes that was performed independenty and externay by Motoroa Technica and Engineering Services using barcode verifiers and they confirmed the quaity of the internay encoded barcodes as Grade A. This eiminates the potentia of encoder and printer errors on the reiabiity of the barcodes.
26 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 233 Tabe XXI COMPARISON OF TARGET MEDIA Symboogy PDF EC 6 QR code % Scan engine SE 6707 SE 4400 SE 6707 SE 4400 Media printed on Labe Labe Good % Card 96% Card Labe Card Labe Card 99% 98% 76% % Deayed % 4% 36% 1 76% 14% No % 1% % 1 26% 1 4. Concusion For our target materia (card or abe, which are both gossy), and with a data content capacity of 844 bytes, The best case scenario is a 96 99% reiabiity for cards and abes, respectivey, using PDF417 Barcodes with the SE6707 engine. The ning reiabiity of PDF417 with the SE4400 engine varied from 76% for cards to 98% for abes. For QR Code with 844 bytes and 25% error correction, the SE4400 engine produced a success rate of 76% for cards and 64% for abes, whereas the SE6707 Scan engine produced a success rate of 5 for both abes and cards. These resuts are summarized in Tabe XXII. Comparing these resuts to the standards for each of the tested symboogies, theoreticay they are capabe of encoding high content-data; however, testing showed that the content for readabe symbos was greaty impacted by many factors. The resuts thus indicate that for our specific appication, the reiabiity of PDF417 barcodes was much better than that of QR Code barcodes with highcapacity data encoding (more than 800 bytes) printed on gossy media and read using either SE6707 engine or SE4400 engine.
27 234 A. GROVER ET AL. Tabe XXII SUMMARY OF RESULTS Rank Best Scan-reiabiity 99% Symboogy Scanner Media PDF 417 SE 6707 Labe 2 nd 98% PDF 417 SE 4400 Labe 3 rd 96% PDF 417 SE 6707 Card 4 th 76% QR Code SE 4400 Card 5 th 76% PDF 417 SE 4400 Card 6 th 64% QR Code SE 4400 Labe Worst 5 QR Code SE 6707 Card & Labe References [1] Layman s Guide to ANSI, CEN, and ISO Bar Code Print Quaity Documents, Association for Automatic Identification and Data Capture Technoogies (AIM), Pittsburg, PA, 2002 (November). [2] Sizing Appications for 2D Barcode Symbos, ibrary/white_papers/index.aspx (Intermec Technoogies Corporation, Avaiabe from: accessed ). [3] (accessed ). [4] (accessed ). [5] (accessed ). [6] (accessed ). [7] (accessed ). [8] (accessed ). [9] (accessed ). [10] (accessed ). [11] American Nationa Standards Institute, Bar Code Print Quaity Specification, ANSI X3.182, [12] GS1 Genera Specification, v 7.0, v 7.0, Jan 2006: Bar Code Production and Quaity Assessment, [13] htm (accessed ). [14] (accessed ). [15] (accessed ).
28 PARAMETERS EFFECTING 2D BARCODE SCANNING RELIABILITY 235 [16] GS1 Systems, GS1 Bar Code Verification for Linear Symbos, v 4.3, (May). [17] ISO/IEC 15438:2001, Information Technoogy Automatic Identification and Data Capture Techniques Bar Code Symboogy Specifications PDF417. [18] Laser Marking: Matrix Codes on PCBS, (Rick Stevenson, Printed Circuit Design & Manufacture, December). [19] (accessed ). [20] (accessed ). [21] (accessed ). [22] Symbo DS 6707SR Manua. Avaiabe from: do (accessed ). [23] Symbo DS 3478 Manua. Avaiabe from: (accessed ). [24] (accessed ). [25] (accessed ). [26] (accessed ). [27] (accessed ). [28] (accessed ). [29] (accessed ). [30] (accessed ). [31] (accessed ).
Teamwork. Abstract. 2.1 Overview
2 Teamwork Abstract This chapter presents one of the basic eements of software projects teamwork. It addresses how to buid teams in a way that promotes team members accountabiity and responsibiity, and
More informationAustralian Bureau of Statistics Management of Business Providers
Purpose Austraian Bureau of Statistics Management of Business Providers 1 The principa objective of the Austraian Bureau of Statistics (ABS) in respect of business providers is to impose the owest oad
More informationInternal Control. Guidance for Directors on the Combined Code
Interna Contro Guidance for Directors on the Combined Code ISBN 1 84152 010 1 Pubished by The Institute of Chartered Accountants in Engand & Waes Chartered Accountants Ha PO Box 433 Moorgate Pace London
More informationPREFACE. Comptroller General of the United States. Page i
- I PREFACE T he (+nera Accounting Office (GAO) has ong beieved that the federa government urgenty needs to improve the financia information on which it bases many important decisions. To run our compex
More informationSELECTING THE SUITABLE ERP SYSTEM: A FUZZY AHP APPROACH. Ufuk Cebeci
SELECTING THE SUITABLE ERP SYSTEM: A FUZZY AHP APPROACH Ufuk Cebeci Department of Industria Engineering, Istanbu Technica University, Macka, Istanbu, Turkey - ufuk_cebeci@yahoo.com Abstract An Enterprise
More information3.3 SOFTWARE RISK MANAGEMENT (SRM)
93 3.3 SOFTWARE RISK MANAGEMENT (SRM) Fig. 3.2 SRM is a process buit in five steps. The steps are: Identify Anayse Pan Track Resove The process is continuous in nature and handed dynamicay throughout ifecyce
More informationBite-Size Steps to ITIL Success
7 Bite-Size Steps to ITIL Success Pus making a Business Case for ITIL! Do you want to impement ITIL but don t know where to start? 7 Bite-Size Steps to ITIL Success can hep you to decide whether ITIL can
More informationQualifications, professional development and probation
UCU Continuing Professiona Deveopment Quaifications, professiona deveopment and probation Initia training and further education teaching quaifications Since September 2007 a newy appointed FE ecturers,
More informationNetwork/Communicational Vulnerability
Automated teer machines (ATMs) are a part of most of our ives. The major appea of these machines is convenience The ATM environment is changing and that change has serious ramifications for the security
More informationChapter 3: e-business Integration Patterns
Chapter 3: e-business Integration Patterns Page 1 of 9 Chapter 3: e-business Integration Patterns "Consistency is the ast refuge of the unimaginative." Oscar Wide In This Chapter What Are Integration Patterns?
More informationIntroduction the pressure for efficiency the Estates opportunity
Heathy Savings? A study of the proportion of NHS Trusts with an in-house Buidings Repair and Maintenance workforce, and a discussion of eary experiences of Suppies efficiency initiatives Management Summary
More informationOrder-to-Cash Processes
TMI170 ING info pat 2:Info pat.qxt 01/12/2008 09:25 Page 1 Section Two: Order-to-Cash Processes Gregory Cronie, Head Saes, Payments and Cash Management, ING O rder-to-cash and purchase-topay processes
More informationWHITE PAPER BEsT PRAcTIcEs: PusHIng ExcEl BEyond ITs limits WITH InfoRmATIon optimization
Best Practices: Pushing Exce Beyond Its Limits with Information Optimization WHITE Best Practices: Pushing Exce Beyond Its Limits with Information Optimization Executive Overview Microsoft Exce is the
More informationA Similarity Search Scheme over Encrypted Cloud Images based on Secure Transformation
A Simiarity Search Scheme over Encrypted Coud Images based on Secure Transormation Zhihua Xia, Yi Zhu, Xingming Sun, and Jin Wang Jiangsu Engineering Center o Network Monitoring, Nanjing University o Inormation
More informationTeach yourself Android application development - Part I: Creating Android products
Teach yoursef Android appication deveopment - Part I: Creating Android products Page 1 of 7 Part of the EE Times Network A Artices Products Course TechPaper Webinars Login Register Wecome, Guest HOME DESIGN
More informationLearning from evaluations Processes and instruments used by GIZ as a learning organisation and their contribution to interorganisational learning
Monitoring and Evauation Unit Learning from evauations Processes and instruments used by GIZ as a earning organisation and their contribution to interorganisationa earning Contents 1.3Learning from evauations
More informationCI/SfB Ro8. (Aq) September 2012. The new advanced toughened glass. Pilkington Pyroclear Fire-resistant Glass
CI/SfB Ro8 (Aq) September 2012 The new advanced toughened gass Pikington Pyrocear Fire-resistant Gass Pikington Pyrocear, fire-resistant screens in the façade: a typica containment appication for integrity
More informationeye talk DIGITAL Contents
eye tak DIGITAL Eye Tak Digita subscribers are abe to downoad a computer fie containing the atest product and price changes, as we as other vauabe resources for the management and deveopment of their practices.
More informationTMI ING Guide to Financial Supply Chain Optimisation 29. Creating Opportunities for Competitive Advantage. Section Four: Supply Chain Finance
TMI171 ING info pat :Info pat.qxt 19/12/2008 17:02 Page 29 ING Guide to Financia Suppy Chain Optimisation Creating Opportunities for Competitive Advantage Section Four: Suppy Chain Finance Introduction
More informationSecure Network Coding with a Cost Criterion
Secure Network Coding with a Cost Criterion Jianong Tan, Murie Médard Laboratory for Information and Decision Systems Massachusetts Institute of Technoogy Cambridge, MA 0239, USA E-mai: {jianong, medard}@mit.edu
More informationNormalization of Database Tables. Functional Dependency. Examples of Functional Dependencies: So Now what is Normalization? Transitive Dependencies
ISM 602 Dr. Hamid Nemati Objectives The idea Dependencies Attributes and Design Understand concepts normaization (Higher-Leve Norma Forms) Learn how to normaize tabes Understand normaization and database
More informationREADING A CREDIT REPORT
Name Date CHAPTER 6 STUDENT ACTIVITY SHEET READING A CREDIT REPORT Review the sampe credit report. Then search for a sampe credit report onine, print it off, and answer the questions beow. This activity
More informationCONTRIBUTION OF INTERNAL AUDITING IN THE VALUE OF A NURSING UNIT WITHIN THREE YEARS
Dehi Business Review X Vo. 4, No. 2, Juy - December 2003 CONTRIBUTION OF INTERNAL AUDITING IN THE VALUE OF A NURSING UNIT WITHIN THREE YEARS John N.. Var arvatsouakis atsouakis DURING the present time,
More informationWith the arrival of Java 2 Micro Edition (J2ME) and its industry
Knowedge-based Autonomous Agents for Pervasive Computing Using AgentLight Fernando L. Koch and John-Jues C. Meyer Utrecht University Project AgentLight is a mutiagent system-buiding framework targeting
More informationVital Steps. A cooperative feasibility study guide. U.S. Department of Agriculture Rural Business-Cooperative Service Service Report 58
Vita Steps A cooperative feasibiity study guide U.S. Department of Agricuture Rura Business-Cooperative Service Service Report 58 Abstract This guide provides rura residents with information about cooperative
More information(12) Patent Application Publication (10) Pub. N0.: US 2006/0105797 A1 Marsan et al. (43) Pub. Date: May 18, 2006
(19) United States US 20060105797A (12) Patent Appication Pubication (10) Pub. N0.: US 2006/0105797 A1 Marsan et a. (43) Pub. Date: (54) METHOD AND APPARATUS FOR (52) US. C...... 455/522 ADJUSTING A MOBILE
More informationVendor Performance Measurement Using Fuzzy Logic Controller
The Journa of Mathematics and Computer Science Avaiabe onine at http://www.tjmcs.com The Journa of Mathematics and Computer Science Vo.2 No.2 (2011) 311-318 Performance Measurement Using Fuzzy Logic Controer
More informationBest Practices for Push & Pull Using Oracle Inventory Stock Locators. Introduction to Master Data and Master Data Management (MDM): Part 1
SPECIAL CONFERENCE ISSUE THE OFFICIAL PUBLICATION OF THE Orace Appications USERS GROUP spring 2012 Introduction to Master Data and Master Data Management (MDM): Part 1 Utiizing Orace Upgrade Advisor for
More informationOracle. L. Ladoga Rybinsk Res. Volga. Finland. Volga. Dnieper. Dnestr. Danube. Lesbos. Auditing Oracle Applications Peloponnesus
N o r w e g i a n S e a White 60ûN ATLANTIC OCEAN UNITED KINGDOM Rio Douro Hebrid Bay of Biscay Garonne Faroe Isands Shetand Isands Orkney Isands North Loire ine Rhone Rhine Po Ebe Adriatic Batic Guf of
More informationEarly access to FAS payments for members in poor health
Financia Assistance Scheme Eary access to FAS payments for members in poor heath Pension Protection Fund Protecting Peope s Futures The Financia Assistance Scheme is administered by the Pension Protection
More informationBusiness schools are the academic setting where. The current crisis has highlighted the need to redefine the role of senior managers in organizations.
c r o s os r oi a d s REDISCOVERING THE ROLE OF BUSINESS SCHOOLS The current crisis has highighted the need to redefine the roe of senior managers in organizations. JORDI CANALS Professor and Dean, IESE
More informationELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l
ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow some of which may not appy your account Some of these may
More informationFast Robust Hashing. ) [7] will be re-mapped (and therefore discarded), due to the load-balancing property of hashing.
Fast Robust Hashing Manue Urueña, David Larrabeiti and Pabo Serrano Universidad Caros III de Madrid E-89 Leganés (Madrid), Spain Emai: {muruenya,darra,pabo}@it.uc3m.es Abstract As statefu fow-aware services
More informationFixed income managers: evolution or revolution
Fixed income managers: evoution or revoution Traditiona approaches to managing fixed interest funds rey on benchmarks that may not represent optima risk and return outcomes. New techniques based on separate
More informationASSET MANAGEMENT OUR APPROACH
ASSET MANAGEMENT OUR APPROACH CONTENTS FOREWORD 3 INTRODUCTION 4 ASSET MANAGEMENT? 6 THE NEED FOR CHANGE 6 KEY PRINCIPLES 7 APPENDIX 1 19 GLOSSARY 20 2 FOREWORD Few things affect our customers ives as
More informationFace Hallucination and Recognition
Face Haucination and Recognition Xiaogang Wang and Xiaoou Tang Department of Information Engineering, The Chinese University of Hong Kong {xgwang1, xtang}@ie.cuhk.edu.hk http://mmab.ie.cuhk.edu.hk Abstract.
More informationIntegrating Risk into your Plant Lifecycle A next generation software architecture for risk based
Integrating Risk into your Pant Lifecyce A next generation software architecture for risk based operations Dr Nic Cavanagh 1, Dr Jeremy Linn 2 and Coin Hickey 3 1 Head of Safeti Product Management, DNV
More informationMARKETING INFORMATION SYSTEM (MIS)
LESSON 4 MARKETING INFORMATION SYSTEM (MIS) CONTENTS 4.0 Aims and Objectives 4.1 Introduction 4.2 MIS 4.2.1 Database 4.2.2 Interna Records 4.2.3 Externa Sources 4.3 Computer Networks and Internet 4.4 Data
More informationNordic Ecolabelling of Copy and printing paper - supplementary module
rdic Ecoabeing of Copy and printing paper - suppementary modue Version 4.1 22 June 2011 30 June 2016 rdic Ecoabeing Content What is rdic Ecoabeed copy and printing paper? 3 Why choose the rdic Ecoabe?
More informationStrengthening Human Resources Information Systems: Experiences from Bihar and Jharkhand, India
Strengthening Human Resources Information Systems: Experiences from Bihar and Jharkhand, India Technica Brief October 2012 Context India faces critica human resources (HR) chaenges in the heath sector,
More informationSABRe B2.1: Design & Development. Supplier Briefing Pack.
SABRe B2.1: Design & Deveopment. Suppier Briefing Pack. 2013 Ros-Royce pc The information in this document is the property of Ros-Royce pc and may not be copied or communicated to a third party, or used
More informationEnhanced continuous, real-time detection, alarming and analysis of partial discharge events
DMS PDMG-RH DMS PDMG-RH Partia discharge monitor for GIS Partia discharge monitor for GIS Enhanced continuous, rea-time detection, aarming and anaysis of partia discharge events Unrivaed PDM feature set
More informationCOMPARISON OF DIFFUSION MODELS IN ASTRONOMICAL OBJECT LOCALIZATION
COMPARISON OF DIFFUSION MODELS IN ASTRONOMICAL OBJECT LOCALIZATION Františe Mojžíš Department of Computing and Contro Engineering, ICT Prague, Technicá, 8 Prague frantise.mojzis@vscht.cz Abstract This
More informationAdvertising opportunities with the Irish National Teachers Organisation (INTO)
Advertising opportunities with the Irish Nationa Teachers Organisation (INTO) 1. InTouch Magazine 2. Website 3. E Newsetter 4. INTO Members Diary: Advertising and sponsorship opportunities 5. Tips for
More informationHEALTH PROFESSIONS PATHWAYS
T heoffic eofcommuni t yco egeres ea r c ha ndl ea der s hi p Co egeofe duc a t i ona ti i noi s The Heath Professions Pathways (H2P) Consortium is a nationa consortium comprised of nine coeges in five states
More informationThe eg Suite Enabing Rea-Time Monitoring and Proactive Infrastructure Triage White Paper Restricted Rights Legend The information contained in this document is confidentia and subject to change without
More informationDISPLAYING NASDAQ LEVEL II DATA
14 NASDAQ LEVEL II windows et you view Leve II data for NAS- DAQ stocks. Figure 14-1 is an exampe of a NASDAQ Leve II window. Figure 14-1. NASDAQ Leve II Window Exampe Information in Leve II windows is
More informationOracle Project Financial Planning. User's Guide Release 11.1.2.2
Orace Project Financia Panning User's Guide Reease 11.1.2.2 Project Financia Panning User's Guide, 11.1.2.2 Copyright 2012, Orace and/or its affiiates. A rights reserved. Authors: EPM Information Deveopment
More informationINDUSTRIAL PROCESSING SITES COMPLIANCE WITH THE NEW REGULATORY REFORM (FIRE SAFETY) ORDER 2005
INDUSTRIAL PROCESSING SITES COMPLIANCE WITH THE NEW REGULATORY REFORM (FIRE SAFETY) ORDER 2005 Steven J Manchester BRE Fire and Security E-mai: manchesters@bre.co.uk The aim of this paper is to inform
More informationELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES
About ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow, some of which may not appy your account. Some of
More informationBusiness Banking. A guide for franchises
Business Banking A guide for franchises Hep with your franchise business, right on your doorstep A true understanding of the needs of your business: that s what makes RBS the right choice for financia
More informationThe BBC s management of its Digital Media Initiative
The BBC s management of its Digita Media Initiative Report by the Comptroer and Auditor Genera presented to the BBC Trust s Finance and Compiance Committee, 13 January 2011 Department for Cuture, Media
More informationEducation sector: Working conditions and job quality
European Foundation for the Improvement of Living and Working Conditions sector: Working conditions and job quaity Work pays a significant roe in peope s ives, in the functioning of companies and in society
More informationIntroduction to XSL. Max Froumentin - W3C
Introduction to XSL Max Froumentin - W3C Introduction to XSL XML Documents Stying XML Documents XSL Exampe I: Hamet Exampe II: Mixed Writing Modes Exampe III: database Other Exampes How do they do that?
More informationl l ll l l Exploding the Myths about DETC Accreditation A Primer for Students
Expoding the Myths about DETC Accreditation A Primer for Students Distance Education and Training Counci Expoding the Myths about DETC Accreditation: A Primer for Students Prospective distance education
More informationPay-on-delivery investing
Pay-on-deivery investing EVOLVE INVESTment range 1 EVOLVE INVESTMENT RANGE EVOLVE INVESTMENT RANGE 2 Picture a word where you ony pay a company once they have deivered Imagine striking oi first, before
More informationA Conversation with enx@pacbell.net enx@pacbell.net www.enxmag.com
The #1 Sourcing Pubication in the Document Imaging Industry The #1 Sourcing Voume 11 Pubication No.7 in the Document Imaging Industry The #1 Sourcing Pubication in the Document Imaging Industry Sourcing
More informationSTRATEGIC PLAN 2012-2016
STRATEGIC PLAN 2012-2016 CIT Bishopstown CIT Cork Schoo of Music CIT Crawford Coege of Art & Design Nationa Maritime Coege of Ireand Our Institute STRATEGIC PLAN 2012-2016 Cork Institute of Technoogy (CIT)
More informationHuman Capital & Human Resources Certificate Programs
MANAGEMENT CONCEPTS Human Capita & Human Resources Certificate Programs Programs to deveop functiona and strategic skis in: Human Capita // Human Resources ENROLL TODAY! Contract Hoder Contract GS-02F-0010J
More informationCUSTOM. Putting Your Benefits to Work. COMMUNICATIONS. Employee Communications Benefits Administration Benefits Outsourcing
CUSTOM COMMUNICATIONS Putting Your Benefits to Work. Empoyee Communications Benefits Administration Benefits Outsourcing Recruiting and retaining top taent is a major chaenge facing HR departments today.
More informationAdvanced ColdFusion 4.0 Application Development - 3 - Server Clustering Using Bright Tiger
Advanced CodFusion 4.0 Appication Deveopment - CH 3 - Server Custering Using Bri.. Page 1 of 7 [Figures are not incuded in this sampe chapter] Advanced CodFusion 4.0 Appication Deveopment - 3 - Server
More informationADVANCED ACCOUNTING SOFTWARE FOR GROWING BUSINESSES
ADVANCED ACCOUNTING SOFTWARE FOR GROWING BUSINESSES Product Features 1. System 2. Saes Ledger Unimited companies with password protection User security Muti-user system: 1 user comes as standard, up to
More informationThe Comparison and Selection of Programming Languages for High Energy Physics Applications
The Comparison and Seection of Programming Languages for High Energy Physics Appications TN-91-6 June 1991 (TN) Bebo White Stanford Linear Acceerator Center P.O. Box 4349, Bin 97 Stanford, Caifornia 94309
More informationUS 20080120174A1 (19) United States (12) Patent Application Publication (10) Pub. No.: US 2008/0120174 A1 L1 (43) Pub. Date: May 22, 2008
US 20080120174A1 (19) United States (12) Patent Appication Pubication (10) Pub. No.: US 2008/0120174 A1 L1 (43) Pub. Date: May 22, 2008 (54) METHOD AND SYSTEM FOR FLEXIBLE Pubication Cassi?cation PRODUCT
More informationHybrid Interface Solutions for next Generation Wireless Access Infrastructure
tec. Connectivity & Networks Voker Sorhage Hybrid Interface Soutions for next Generation Wireess Access Infrastructure Broadband wireess communication wi revoutionize every aspect of peope s ives by enabing
More informationGRADUATE RECORD EXAMINATIONS PROGRAM
VALIDITY and the GRADUATE RECORD EXAMINATIONS PROGRAM BY WARREN W. WILLINGHAM EDUCATIONAL TESTING SERVICE, PRINCETON, NEW JERSEY Vaidity and the Graduate Record Examinations Program Vaidity and the Graduate
More informationELECTRONIC FUND TRANSFERS. l l l. l l. l l l. l l l
Program Organization = Number "1060" = Type "123342" = "ETM2LAZCD" For = "502859" "TCCUS" "" Name "WK Number = Name "First "1001" = "1" Eectronic = "1001" = Financia "Jane Funds Doe" Northwest Xfer PG1
More informationELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l. l l
ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow some of which may not appy your account Some of these may
More informationELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l
ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow some of which may not appy your account Some of these may
More informationChapter 1 Structural Mechanics
Chapter Structura echanics Introduction There are many different types of structures a around us. Each structure has a specific purpose or function. Some structures are simpe, whie others are compex; however
More informationPassive Fire Protection
Acceptance Criteria for Damaged and Repaired Passive Fire Protection Diane Kerr 1,*, Deborah Wioughby 1, Simon Thurbeck 2 and Stephen Connoy 3 1 Heath and Safety Laboratory, Process Safety Section, UK
More informationA short guide to making a medical negligence claim
A short guide to making a medica negigence caim Introduction Suffering from an incident of medica negigence is traumatic and can have a serious ong-term impact on both the physica and menta heath of affected
More informationICAP CREDIT RISK SERVICES. Your Business Partner
ICAP CREDIT RISK SERVICES Your Business Partner ABOUT ICAP GROUP ICAP Group with 56 miion revenues for 2008 and 1,000 empoyees- is the argest Business Services Group in Greece. In addition to its Greek
More informationLeadership & Management Certificate Programs
MANAGEMENT CONCEPTS Leadership & Management Certificate Programs Programs to deveop expertise in: Anaytics // Leadership // Professiona Skis // Supervision ENROLL TODAY! Contract oder Contract GS-02F-0010J
More informationAvaya Remote Feature Activation (RFA) User Guide
Avaya Remote Feature Activation (RFA) User Guide 03-300149 Issue 5.0 September 2007 2007 Avaya Inc. A Rights Reserved. Notice Whie reasonabe efforts were made to ensure that the information in this document
More informationELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l. l l. l l
ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow, some of which may not appy your account Some of these
More informationThe guaranteed selection. For certainty in uncertain times
The guaranteed seection For certainty in uncertain times Making the right investment choice If you can t afford to take a ot of risk with your money it can be hard to find the right investment, especiay
More informationWelcome to Colonial Voluntary Benefits. Thank you for your interest in our Universal Life with the Accelerated Death Benefit for Long Term Care Rider.
Heo, Wecome to Coonia Vountary Benefits. Thank you for your interest in our Universa Life with the Acceerated Death Benefit for Long Term Care Rider. For detai pease ca 877-685-2656. Pease eave your name,
More informationGWPD 4 Measuring water levels by use of an electric tape
GWPD 4 Measuring water eves by use of an eectric tape VERSION: 2010.1 PURPOSE: To measure the depth to the water surface beow and-surface datum using the eectric tape method. Materias and Instruments 1.
More informationLet s get usable! Usability studies for indexes. Susan C. Olason. Study plan
Let s get usabe! Usabiity studies for indexes Susan C. Oason The artice discusses a series of usabiity studies on indexes from a systems engineering and human factors perspective. The purpose of these
More informationCreative learning through the arts an action plan for Wales
Creative earning through the arts an action pan for Waes 2015 2020 Audience The entire teaching workforce and government and nationa partners, incuding regiona education consortia, oca authorities, governing
More informationELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l. l l. l l. l l
ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow some of which may not appy your account Some of these may
More informationIndustry guidance document Checkout workstations in retail - safe design and work practices
Industry guidance document Checkout workstations in retai - safe design and work practices Industry guidance document Checkout workstations in retai - safe design and work practices WorkSafe Contents Foreword...
More informationOnline Media Information
Onine Media Information www.sciencedirect.com The vita daiy source for 16 miion researchers and scientists around the gobe 70 miion pageviews each month Broad advertising product portfoio SciVerse ScienceDirect:
More informationPrecise assessment of partial discharge in underground MV/HV power cables and terminations
QCM-C-PD-Survey Service Partia discharge monitoring for underground power cabes Precise assessment of partia discharge in underground MV/HV power cabes and terminations Highy accurate periodic PD survey
More informationRECRUITMENT& EXECUTIVE FOCUS ADVERTISING RATES
RECRUITMENT& EXECUTIVE FOCUS ADVERTISING RATES Reach an unrivaed goba network of outstanding higher education professionas SUPPORT Advertise onine a your professiona support roes for FREE! See page 10
More informationChapter 2 Traditional Software Development
Chapter 2 Traditiona Software Deveopment 2.1 History of Project Management Large projects from the past must aready have had some sort of project management, such the Pyramid of Giza or Pyramid of Cheops,
More informationArt of Java Web Development By Neal Ford 624 pages US$44.95 Manning Publications, 2004 ISBN: 1-932394-06-0
IEEE DISTRIBUTED SYSTEMS ONLINE 1541-4922 2005 Pubished by the IEEE Computer Society Vo. 6, No. 5; May 2005 Editor: Marcin Paprzycki, http://www.cs.okstate.edu/%7emarcin/ Book Reviews: Java Toos and Frameworks
More informationPreschool Services Under IDEA
Preschoo Services Under IDEA W e don t usuay think of Specific Learning Disabiities in connection with chidren beow schoo age. When we think about chidren age birth to six, we think first of their earning
More informationINDUSTRIAL AND COMMERCIAL
Finance TM NEW YORK CITY DEPARTMENT OF FINANCE TAX & PARKING PROGRAM OPERATIONS DIVISION INDUSTRIAL AND COMMERCIAL ABATEMENT PROGRAM PRELIMINARY APPLICATION AND INSTRUCTIONS Mai to: NYC Department of Finance,
More informationAPIS Software Training /Consulting
APIS Software Training /Consuting IQ-Software Services APIS Informationstechnoogien GmbH The information contained in this document is subject to change without prior notice. It does not represent any
More informationManagement Accounting
Management Accounting Course Text Professiona, Practica, Proven www.accountingtechniciansireand.ie Tabe of Contents FOREWORD...v SYLLABUS: MANAGEMENT ACCOUNTING...vii PART 1 INTRODUCTION Chapter 1: Introduction
More informationDECEMBER 2008. Good practice contract management framework
DECEMBER 2008 Good practice contract management framework The Nationa Audit Office scrutinises pubic spending on behaf of Pariament. The Comptroer and Auditor Genera, Tim Burr, is an Officer of the House
More informationAA Fixed Rate ISA Savings
AA Fixed Rate ISA Savings For the road ahead The Financia Services Authority is the independent financia services reguator. It requires us to give you this important information to hep you to decide whether
More informationgdoc Core Cross-platform document conversion, optimization and manipulation technology
Patform gdoc Core Cross-patform document conversion, optimization and manipuation technoogy gdoc Core gdoc Core technoogy forms part of a new generation of word-cass eectronic document soutions from Goba
More informationIT Governance Principles & Key Metrics
IT Governance Principes & Key Metrics Smawood Maike & Associates, Inc. 9393 W. 110th Street 51 Corporate Woods, Suite 500 Overand Park, KS 66210 Office: 913-451-6790 Good governance processes that moves
More informationBreakeven analysis and short-term decision making
Chapter 20 Breakeven anaysis and short-term decision making REAL WORLD CASE This case study shows a typica situation in which management accounting can be hepfu. Read the case study now but ony attempt
More informationSAP Business Analytics. Services & Solutions for the Metals and Mining Industry
SAP Business Anaytics Services & Soutions for the Metas and Mining Industry Niche Business Anaytics Soutions & Services SAP Soutions SAP Business Inteigence Enterprise Data warehousing Reporting & Dashboards
More informationTelephony Trainers with Discovery Software
Teephony Trainers 58 Series Teephony Trainers with Discovery Software 58-001 Teephony Training System 58-002 Digita Switching System 58-003 Digita Teephony Training System 58-004 Digita Trunk Network System
More informationWe are XMA and Viglen.
alearn with Microsoft 16pp 21.07_Layout 1 22/12/2014 10:49 Page 1 FRONT COVER alearn with Microsoft We are XMA and Vigen. Ca us now on 0115 846 4900 Visit www.xma.co.uk/aearn Emai alearn@xma.co.uk Foow
More information