User-satisfaction based bandwidth allocation for transmission of multiple sources of human perceptual data
Identifieur interne : 000183 ( PascalFrancis/Checkpoint ); précédent : 000182; suivant : 000184User-satisfaction based bandwidth allocation for transmission of multiple sources of human perceptual data
Auteurs : Cheng-Chun Chang [Taïwan] ; Tien-Ying Kuo [Taïwan] ; Yi-Chung Lo [Taïwan] ; Heung-No Lee [Corée du Sud] ; David Askey [États-Unis] ; Zhi-Hong Mao [États-Unis]Source :
- Journal of the Franklin Institute [ 0016-0032 ] ; 2012.
Descripteurs français
- Pascal (Inist)
- Multimédia, Type donnée, Largeur bande, Débit information, Transmission donnée, Allocation optimale, Satisfaction, Téléopération, Télérobotique, Sensibilité tactile, Opérateur humain, Multiplicité, Taux transmission, Canal transmission, Programmation mathématique, Fonction logarithmique, Solution exacte, Modélisation, Linéarisation morceau, ., Allocation bande passante.
- Wicri :
- topic : Multimédia.
English descriptors
- KwdEn :
- Bandwidth, Bandwidth allocation, Data transmission, Data type, Exact solution, Human operator, Information rate, Logarithmic function, Mathematical programming, Modeling, Multimedia, Multiplicity, Optimal allocation, Piecewise linearization, Remote operation, Satisfaction, Tactile sensitivity, Telerobotics, Transmission channel, Transmission rate.
Abstract
In recent years, more and more point-to-point communication systems involve simultaneous transmission of multiple sources of human perceptual data over a single communication medium. For example, in a teleoperation system or a telerobotic system, streams of video, audio, and haptic data need to be sent from a field place to a remote human operator. Each type of data demands a certain range of transmission rate. This creates conflicts among these data when the available bandwidth is limited. In this paper we study the bandwidth allocation for multiple sources of human perceptual data transmitted over a rate-limited communication channel. We aim to maximize the overall user satisfaction in the data transmission, and formulate an optimization problem for the bandwidth allocation. Using either the logarithmic or exponential form of human perceptual satisfaction function, we are able to derive closed-form solutions for the optimization problem. We show that the optimal bandwidth allocation for each type of data is piecewise linear with respect to the total available bandwidth.
Affiliations:
Links toward previous steps (curation, corpus...)
Links to Exploration step
Pascal:12-0152051Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en" level="a">User-satisfaction based bandwidth allocation for transmission of multiple sources of human perceptual data</title><author><name sortKey="Chang, Cheng Chun" sort="Chang, Cheng Chun" uniqKey="Chang C" first="Cheng-Chun" last="Chang">Cheng-Chun Chang</name><affiliation wicri:level="1"><inist:fA14 i1="01"><s1>Department of Electrical Engineering, National Taipei University of Technology, 1, Sec, 3, Chung-hsiao E. Rd</s1><s2>Taipei 10608</s2><s3>TWN</s3><sZ>1 aut.</sZ><sZ>2 aut.</sZ><sZ>3 aut.</sZ></inist:fA14><country>Taïwan</country><wicri:noRegion>Taipei 10608</wicri:noRegion></affiliation></author><author><name sortKey="Kuo, Tien Ying" sort="Kuo, Tien Ying" uniqKey="Kuo T" first="Tien-Ying" last="Kuo">Tien-Ying Kuo</name><affiliation wicri:level="1"><inist:fA14 i1="01"><s1>Department of Electrical Engineering, National Taipei University of Technology, 1, Sec, 3, Chung-hsiao E. Rd</s1><s2>Taipei 10608</s2><s3>TWN</s3><sZ>1 aut.</sZ><sZ>2 aut.</sZ><sZ>3 aut.</sZ></inist:fA14><country>Taïwan</country><wicri:noRegion>Taipei 10608</wicri:noRegion></affiliation></author><author><name sortKey="Lo, Yi Chung" sort="Lo, Yi Chung" uniqKey="Lo Y" first="Yi-Chung" last="Lo">Yi-Chung Lo</name><affiliation wicri:level="1"><inist:fA14 i1="01"><s1>Department of Electrical Engineering, National Taipei University of Technology, 1, Sec, 3, Chung-hsiao E. Rd</s1><s2>Taipei 10608</s2><s3>TWN</s3><sZ>1 aut.</sZ><sZ>2 aut.</sZ><sZ>3 aut.</sZ></inist:fA14><country>Taïwan</country><wicri:noRegion>Taipei 10608</wicri:noRegion></affiliation></author><author><name sortKey="Lee, Heung No" sort="Lee, Heung No" uniqKey="Lee H" first="Heung-No" last="Lee">Heung-No Lee</name><affiliation wicri:level="1"><inist:fA14 i1="02"><s1>Gwangju Institute of Science and Technology</s1><s3>KOR</s3><sZ>4 aut.</sZ></inist:fA14><country>Corée du Sud</country><wicri:noRegion>Gwangju Institute of Science and Technology</wicri:noRegion></affiliation></author><author><name sortKey="Askey, David" sort="Askey, David" uniqKey="Askey D" first="David" last="Askey">David Askey</name><affiliation wicri:level="2"><inist:fA14 i1="03"><s1>Energid Technologies Corporation, 124 Mount Auburn Street</s1><s2>Cambridge, MA 02138</s2><s3>USA</s3><sZ>5 aut.</sZ></inist:fA14><country>États-Unis</country><placeName><region type="state">Massachusetts</region></placeName></affiliation></author><author><name sortKey="Mao, Zhi Hong" sort="Mao, Zhi Hong" uniqKey="Mao Z" first="Zhi-Hong" last="Mao">Zhi-Hong Mao</name><affiliation wicri:level="4"><inist:fA14 i1="04"><s1>Department of Electrical and Computer Engineering and the Department of Bioengineering, University of Pittsburgh</s1><s2>PA 15261</s2><s3>USA</s3><sZ>6 aut.</sZ></inist:fA14><country>États-Unis</country><placeName><region type="state">Pennsylvanie</region></placeName><orgName type="university">Université de Pittsburgh</orgName></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">INIST</idno><idno type="inist">12-0152051</idno><date when="2012">2012</date><idno type="stanalyst">PASCAL 12-0152051 INIST</idno><idno type="RBID">Pascal:12-0152051</idno><idno type="wicri:Area/PascalFrancis/Corpus">000347</idno><idno type="wicri:Area/PascalFrancis/Curation">000F89</idno><idno type="wicri:Area/PascalFrancis/Checkpoint">000183</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en" level="a">User-satisfaction based bandwidth allocation for transmission of multiple sources of human perceptual data</title><author><name sortKey="Chang, Cheng Chun" sort="Chang, Cheng Chun" uniqKey="Chang C" first="Cheng-Chun" last="Chang">Cheng-Chun Chang</name><affiliation wicri:level="1"><inist:fA14 i1="01"><s1>Department of Electrical Engineering, National Taipei University of Technology, 1, Sec, 3, Chung-hsiao E. Rd</s1><s2>Taipei 10608</s2><s3>TWN</s3><sZ>1 aut.</sZ><sZ>2 aut.</sZ><sZ>3 aut.</sZ></inist:fA14><country>Taïwan</country><wicri:noRegion>Taipei 10608</wicri:noRegion></affiliation></author><author><name sortKey="Kuo, Tien Ying" sort="Kuo, Tien Ying" uniqKey="Kuo T" first="Tien-Ying" last="Kuo">Tien-Ying Kuo</name><affiliation wicri:level="1"><inist:fA14 i1="01"><s1>Department of Electrical Engineering, National Taipei University of Technology, 1, Sec, 3, Chung-hsiao E. Rd</s1><s2>Taipei 10608</s2><s3>TWN</s3><sZ>1 aut.</sZ><sZ>2 aut.</sZ><sZ>3 aut.</sZ></inist:fA14><country>Taïwan</country><wicri:noRegion>Taipei 10608</wicri:noRegion></affiliation></author><author><name sortKey="Lo, Yi Chung" sort="Lo, Yi Chung" uniqKey="Lo Y" first="Yi-Chung" last="Lo">Yi-Chung Lo</name><affiliation wicri:level="1"><inist:fA14 i1="01"><s1>Department of Electrical Engineering, National Taipei University of Technology, 1, Sec, 3, Chung-hsiao E. Rd</s1><s2>Taipei 10608</s2><s3>TWN</s3><sZ>1 aut.</sZ><sZ>2 aut.</sZ><sZ>3 aut.</sZ></inist:fA14><country>Taïwan</country><wicri:noRegion>Taipei 10608</wicri:noRegion></affiliation></author><author><name sortKey="Lee, Heung No" sort="Lee, Heung No" uniqKey="Lee H" first="Heung-No" last="Lee">Heung-No Lee</name><affiliation wicri:level="1"><inist:fA14 i1="02"><s1>Gwangju Institute of Science and Technology</s1><s3>KOR</s3><sZ>4 aut.</sZ></inist:fA14><country>Corée du Sud</country><wicri:noRegion>Gwangju Institute of Science and Technology</wicri:noRegion></affiliation></author><author><name sortKey="Askey, David" sort="Askey, David" uniqKey="Askey D" first="David" last="Askey">David Askey</name><affiliation wicri:level="2"><inist:fA14 i1="03"><s1>Energid Technologies Corporation, 124 Mount Auburn Street</s1><s2>Cambridge, MA 02138</s2><s3>USA</s3><sZ>5 aut.</sZ></inist:fA14><country>États-Unis</country><placeName><region type="state">Massachusetts</region></placeName></affiliation></author><author><name sortKey="Mao, Zhi Hong" sort="Mao, Zhi Hong" uniqKey="Mao Z" first="Zhi-Hong" last="Mao">Zhi-Hong Mao</name><affiliation wicri:level="4"><inist:fA14 i1="04"><s1>Department of Electrical and Computer Engineering and the Department of Bioengineering, University of Pittsburgh</s1><s2>PA 15261</s2><s3>USA</s3><sZ>6 aut.</sZ></inist:fA14><country>États-Unis</country><placeName><region type="state">Pennsylvanie</region></placeName><orgName type="university">Université de Pittsburgh</orgName></affiliation></author></analytic><series><title level="j" type="main">Journal of the Franklin Institute</title><title level="j" type="abbreviated">J. Franklin Inst.</title><idno type="ISSN">0016-0032</idno><imprint><date when="2012">2012</date></imprint></series></biblStruct></sourceDesc><seriesStmt><title level="j" type="main">Journal of the Franklin Institute</title><title level="j" type="abbreviated">J. Franklin Inst.</title><idno type="ISSN">0016-0032</idno></seriesStmt></fileDesc><profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Bandwidth</term><term>Bandwidth allocation</term><term>Data transmission</term><term>Data type</term><term>Exact solution</term><term>Human operator</term><term>Information rate</term><term>Logarithmic function</term><term>Mathematical programming</term><term>Modeling</term><term>Multimedia</term><term>Multiplicity</term><term>Optimal allocation</term><term>Piecewise linearization</term><term>Remote operation</term><term>Satisfaction</term><term>Tactile sensitivity</term><term>Telerobotics</term><term>Transmission channel</term><term>Transmission rate</term></keywords><keywords scheme="Pascal" xml:lang="fr"><term>Multimédia</term><term>Type donnée</term><term>Largeur bande</term><term>Débit information</term><term>Transmission donnée</term><term>Allocation optimale</term><term>Satisfaction</term><term>Téléopération</term><term>Télérobotique</term><term>Sensibilité tactile</term><term>Opérateur humain</term><term>Multiplicité</term><term>Taux transmission</term><term>Canal transmission</term><term>Programmation mathématique</term><term>Fonction logarithmique</term><term>Solution exacte</term><term>Modélisation</term><term>Linéarisation morceau</term><term>.</term><term>Allocation bande passante</term></keywords><keywords scheme="Wicri" type="topic" xml:lang="fr"><term>Multimédia</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">In recent years, more and more point-to-point communication systems involve simultaneous transmission of multiple sources of human perceptual data over a single communication medium. For example, in a teleoperation system or a telerobotic system, streams of video, audio, and haptic data need to be sent from a field place to a remote human operator. Each type of data demands a certain range of transmission rate. This creates conflicts among these data when the available bandwidth is limited. In this paper we study the bandwidth allocation for multiple sources of human perceptual data transmitted over a rate-limited communication channel. We aim to maximize the overall user satisfaction in the data transmission, and formulate an optimization problem for the bandwidth allocation. Using either the logarithmic or exponential form of human perceptual satisfaction function, we are able to derive closed-form solutions for the optimization problem. We show that the optimal bandwidth allocation for each type of data is piecewise linear with respect to the total available bandwidth.</div></front></TEI><inist><standard h6="B"><pA><fA01 i1="01" i2="1"><s0>0016-0032</s0></fA01><fA02 i1="01"><s0>JFINAB</s0></fA02><fA03 i2="1"><s0>J. Franklin Inst.</s0></fA03><fA05><s2>349</s2></fA05><fA06><s2>3</s2></fA06><fA08 i1="01" i2="1" l="ENG"><s1>User-satisfaction based bandwidth allocation for transmission of multiple sources of human perceptual data</s1></fA08><fA11 i1="01" i2="1"><s1>CHANG (Cheng-Chun)</s1></fA11><fA11 i1="02" i2="1"><s1>KUO (Tien-Ying)</s1></fA11><fA11 i1="03" i2="1"><s1>LO (Yi-Chung)</s1></fA11><fA11 i1="04" i2="1"><s1>LEE (Heung-No)</s1></fA11><fA11 i1="05" i2="1"><s1>ASKEY (David)</s1></fA11><fA11 i1="06" i2="1"><s1>MAO (Zhi-Hong)</s1></fA11><fA14 i1="01"><s1>Department of Electrical Engineering, National Taipei University of Technology, 1, Sec, 3, Chung-hsiao E. Rd</s1><s2>Taipei 10608</s2><s3>TWN</s3><sZ>1 aut.</sZ><sZ>2 aut.</sZ><sZ>3 aut.</sZ></fA14><fA14 i1="02"><s1>Gwangju Institute of Science and Technology</s1><s3>KOR</s3><sZ>4 aut.</sZ></fA14><fA14 i1="03"><s1>Energid Technologies Corporation, 124 Mount Auburn Street</s1><s2>Cambridge, MA 02138</s2><s3>USA</s3><sZ>5 aut.</sZ></fA14><fA14 i1="04"><s1>Department of Electrical and Computer Engineering and the Department of Bioengineering, University of Pittsburgh</s1><s2>PA 15261</s2><s3>USA</s3><sZ>6 aut.</sZ></fA14><fA20><s1>879-890</s1></fA20><fA21><s1>2012</s1></fA21><fA23 i1="01"><s0>ENG</s0></fA23><fA43 i1="01"><s1>INIST</s1><s2>555</s2><s5>354000509243730080</s5></fA43><fA44><s0>0000</s0><s1>© 2012 INIST-CNRS. All rights reserved.</s1></fA44><fA45><s0>21 ref.</s0></fA45><fA47 i1="01" i2="1"><s0>12-0152051</s0></fA47><fA60><s1>P</s1></fA60><fA61><s0>A</s0></fA61><fA64 i1="01" i2="1"><s0>Journal of the Franklin Institute</s0></fA64><fA66 i1="01"><s0>GBR</s0></fA66><fC01 i1="01" l="ENG"><s0>In recent years, more and more point-to-point communication systems involve simultaneous transmission of multiple sources of human perceptual data over a single communication medium. For example, in a teleoperation system or a telerobotic system, streams of video, audio, and haptic data need to be sent from a field place to a remote human operator. Each type of data demands a certain range of transmission rate. This creates conflicts among these data when the available bandwidth is limited. In this paper we study the bandwidth allocation for multiple sources of human perceptual data transmitted over a rate-limited communication channel. We aim to maximize the overall user satisfaction in the data transmission, and formulate an optimization problem for the bandwidth allocation. Using either the logarithmic or exponential form of human perceptual satisfaction function, we are able to derive closed-form solutions for the optimization problem. We show that the optimal bandwidth allocation for each type of data is piecewise linear with respect to the total available bandwidth.</s0></fC01><fC02 i1="01" i2="X"><s0>001D02B04</s0></fC02><fC03 i1="01" i2="X" l="FRE"><s0>Multimédia</s0><s5>06</s5></fC03><fC03 i1="01" i2="X" l="ENG"><s0>Multimedia</s0><s5>06</s5></fC03><fC03 i1="01" i2="X" l="SPA"><s0>Multimedia</s0><s5>06</s5></fC03><fC03 i1="02" i2="X" l="FRE"><s0>Type donnée</s0><s5>07</s5></fC03><fC03 i1="02" i2="X" l="ENG"><s0>Data type</s0><s5>07</s5></fC03><fC03 i1="02" i2="X" l="SPA"><s0>Tipo dato</s0><s5>07</s5></fC03><fC03 i1="03" i2="X" l="FRE"><s0>Largeur bande</s0><s5>08</s5></fC03><fC03 i1="03" i2="X" l="ENG"><s0>Bandwidth</s0><s5>08</s5></fC03><fC03 i1="03" i2="X" l="SPA"><s0>Anchura banda</s0><s5>08</s5></fC03><fC03 i1="04" i2="X" l="FRE"><s0>Débit information</s0><s5>09</s5></fC03><fC03 i1="04" i2="X" l="ENG"><s0>Information rate</s0><s5>09</s5></fC03><fC03 i1="04" i2="X" l="SPA"><s0>Índice información</s0><s5>09</s5></fC03><fC03 i1="05" i2="X" l="FRE"><s0>Transmission donnée</s0><s5>10</s5></fC03><fC03 i1="05" i2="X" l="ENG"><s0>Data transmission</s0><s5>10</s5></fC03><fC03 i1="05" i2="X" l="SPA"><s0>Transmisión datos</s0><s5>10</s5></fC03><fC03 i1="06" i2="X" l="FRE"><s0>Allocation optimale</s0><s5>11</s5></fC03><fC03 i1="06" i2="X" l="ENG"><s0>Optimal allocation</s0><s5>11</s5></fC03><fC03 i1="06" i2="X" l="SPA"><s0>Asignación óptima</s0><s5>11</s5></fC03><fC03 i1="07" i2="X" l="FRE"><s0>Satisfaction</s0><s5>18</s5></fC03><fC03 i1="07" i2="X" l="ENG"><s0>Satisfaction</s0><s5>18</s5></fC03><fC03 i1="07" i2="X" l="SPA"><s0>Satisfacción</s0><s5>18</s5></fC03><fC03 i1="08" i2="X" l="FRE"><s0>Téléopération</s0><s5>19</s5></fC03><fC03 i1="08" i2="X" l="ENG"><s0>Remote operation</s0><s5>19</s5></fC03><fC03 i1="08" i2="X" l="SPA"><s0>Teleacción</s0><s5>19</s5></fC03><fC03 i1="09" i2="3" l="FRE"><s0>Télérobotique</s0><s5>20</s5></fC03><fC03 i1="09" i2="3" l="ENG"><s0>Telerobotics</s0><s5>20</s5></fC03><fC03 i1="10" i2="X" l="FRE"><s0>Sensibilité tactile</s0><s5>21</s5></fC03><fC03 i1="10" i2="X" l="ENG"><s0>Tactile sensitivity</s0><s5>21</s5></fC03><fC03 i1="10" i2="X" l="SPA"><s0>Sensibilidad tactil</s0><s5>21</s5></fC03><fC03 i1="11" i2="X" l="FRE"><s0>Opérateur humain</s0><s5>22</s5></fC03><fC03 i1="11" i2="X" l="ENG"><s0>Human operator</s0><s5>22</s5></fC03><fC03 i1="11" i2="X" l="SPA"><s0>Operador humano</s0><s5>22</s5></fC03><fC03 i1="12" i2="X" l="FRE"><s0>Multiplicité</s0><s5>23</s5></fC03><fC03 i1="12" i2="X" l="ENG"><s0>Multiplicity</s0><s5>23</s5></fC03><fC03 i1="12" i2="X" l="SPA"><s0>Multiplicidad</s0><s5>23</s5></fC03><fC03 i1="13" i2="X" l="FRE"><s0>Taux transmission</s0><s5>24</s5></fC03><fC03 i1="13" i2="X" l="ENG"><s0>Transmission rate</s0><s5>24</s5></fC03><fC03 i1="13" i2="X" l="SPA"><s0>Relación transmisión</s0><s5>24</s5></fC03><fC03 i1="14" i2="X" l="FRE"><s0>Canal transmission</s0><s5>25</s5></fC03><fC03 i1="14" i2="X" l="ENG"><s0>Transmission channel</s0><s5>25</s5></fC03><fC03 i1="14" i2="X" l="SPA"><s0>Canal transmisión</s0><s5>25</s5></fC03><fC03 i1="15" i2="X" l="FRE"><s0>Programmation mathématique</s0><s5>26</s5></fC03><fC03 i1="15" i2="X" l="ENG"><s0>Mathematical programming</s0><s5>26</s5></fC03><fC03 i1="15" i2="X" l="SPA"><s0>Programación matemática</s0><s5>26</s5></fC03><fC03 i1="16" i2="X" l="FRE"><s0>Fonction logarithmique</s0><s5>27</s5></fC03><fC03 i1="16" i2="X" l="ENG"><s0>Logarithmic function</s0><s5>27</s5></fC03><fC03 i1="16" i2="X" l="SPA"><s0>Función logarítmica</s0><s5>27</s5></fC03><fC03 i1="17" i2="X" l="FRE"><s0>Solution exacte</s0><s5>28</s5></fC03><fC03 i1="17" i2="X" l="ENG"><s0>Exact solution</s0><s5>28</s5></fC03><fC03 i1="17" i2="X" l="SPA"><s0>Solución exacta</s0><s5>28</s5></fC03><fC03 i1="18" i2="X" l="FRE"><s0>Modélisation</s0><s5>29</s5></fC03><fC03 i1="18" i2="X" l="ENG"><s0>Modeling</s0><s5>29</s5></fC03><fC03 i1="18" i2="X" l="SPA"><s0>Modelización</s0><s5>29</s5></fC03><fC03 i1="19" i2="X" l="FRE"><s0>Linéarisation morceau</s0><s5>41</s5></fC03><fC03 i1="19" i2="X" l="ENG"><s0>Piecewise linearization</s0><s5>41</s5></fC03><fC03 i1="19" i2="X" l="SPA"><s0>Linearización trozo</s0><s5>41</s5></fC03><fC03 i1="20" i2="X" l="FRE"><s0>.</s0><s4>INC</s4><s5>82</s5></fC03><fC03 i1="21" i2="X" l="FRE"><s0>Allocation bande passante</s0><s4>CD</s4><s5>96</s5></fC03><fC03 i1="21" i2="X" l="ENG"><s0>Bandwidth allocation</s0><s4>CD</s4><s5>96</s5></fC03><fC03 i1="21" i2="X" l="SPA"><s0>Asignación de banda pasante</s0><s4>CD</s4><s5>96</s5></fC03><fN21><s1>114</s1></fN21><fN44 i1="01"><s1>OTO</s1></fN44><fN82><s1>OTO</s1></fN82></pA></standard></inist><affiliations><list><country><li>Corée du Sud</li><li>Taïwan</li><li>États-Unis</li></country><region><li>Massachusetts</li><li>Pennsylvanie</li></region><orgName><li>Université de Pittsburgh</li></orgName></list><tree><country name="Taïwan"><noRegion><name sortKey="Chang, Cheng Chun" sort="Chang, Cheng Chun" uniqKey="Chang C" first="Cheng-Chun" last="Chang">Cheng-Chun Chang</name></noRegion><name sortKey="Kuo, Tien Ying" sort="Kuo, Tien Ying" uniqKey="Kuo T" first="Tien-Ying" last="Kuo">Tien-Ying Kuo</name><name sortKey="Lo, Yi Chung" sort="Lo, Yi Chung" uniqKey="Lo Y" first="Yi-Chung" last="Lo">Yi-Chung Lo</name></country><country name="Corée du Sud"><noRegion><name sortKey="Lee, Heung No" sort="Lee, Heung No" uniqKey="Lee H" first="Heung-No" last="Lee">Heung-No Lee</name></noRegion></country><country name="États-Unis"><region name="Massachusetts"><name sortKey="Askey, David" sort="Askey, David" uniqKey="Askey D" first="David" last="Askey">David Askey</name></region><name sortKey="Mao, Zhi Hong" sort="Mao, Zhi Hong" uniqKey="Mao Z" first="Zhi-Hong" last="Mao">Zhi-Hong Mao</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/HapticV1/Data/PascalFrancis/Checkpoint
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000183 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/PascalFrancis/Checkpoint/biblio.hfd -nk 000183 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Ticri/CIDE
|area= HapticV1
|flux= PascalFrancis
|étape= Checkpoint
|type= RBID
|clé= Pascal:12-0152051
|texte= User-satisfaction based bandwidth allocation for transmission of multiple sources of human perceptual data
}}
| This area was generated with Dilib version V0.6.23. |  |