• Nie Znaleziono Wyników

Shipment-based urban freight emission calculation

N/A
N/A
Protected

Academic year: 2021

Share "Shipment-based urban freight emission calculation"

Copied!
8
0
0

Pełen tekst

(1)Delft University of Technology. Shipment-based urban freight emission calculation Thoen, S.; de Bok, M.A.; Tavasszy, L. DOI 10.1109/FISTS46898.2020.9264858 Publication date 2020 Document Version Final published version Published in 2020 Forum on Integrated and Sustainable Transportation Systems (FISTS). Citation (APA) Thoen, S., de Bok, M. A., & Tavasszy, L. (2020). Shipment-based urban freight emission calculation. In 2020 Forum on Integrated and Sustainable Transportation Systems (FISTS): November 3-5, 2020, Delft The Netherlands (pp. 372-377). [9264858] IEEE . https://doi.org/10.1109/FISTS46898.2020.9264858 Important note To cite this publication, please use the final published version (if applicable). Please check the document version above.. Copyright Other than for strictly personal use, it is not permitted to download, forward or distribute the text or part of it, without the consent of the author(s) and/or copyright holder(s), unless the work is under an open content license such as Creative Commons. Takedown policy Please contact us and provide details if you believe this document breaches copyrights. We will remove access to the work immediately and investigate your claim.. This work is downloaded from Delft University of Technology. For technical reasons the number of authors shown on this cover page is limited to a maximum of 10..

(2) Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project. https://www.openaccess.nl/en/you-share-we-take-care. Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public..

(3) 2020 Forum on Integrated and Sustainable Transportation Systems (FISTS) November 3-5, 2020, Delft - The Netherlands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

(4) A4G<BA4? GE4AFCBEG4G<BA @B78?F  ABG;8E 8K4@C?8 <F GE4AFCBEG4G<BA78@4A7 +;8F84CCEB46;8F8<G;8E@<FFFH99<6<8AG 23 J;BCEBCBF84@8G;B7J;<6;HF8F?<A>FC8877<FGE<5HG<BAF 78G4<? GB F<@H?4G8 4:8AG 58;4I<BE <A 4A HE54A 6BAG8KG  BE ?46> <AFG847 B9 ?<A> @84A FC887F <A BE78E GB 6BAF<78E GE499<6 9?BJ 8@C<E<64? 74G4 GB 58 HF87 9BE HE54A 9E8<:;G GE4AFCBEG4G<BA 6BA7<G<BAF@BE8466HE4G8?L<A8@<FF<BA64?6H?4G<BAF  CB?<6<8F8@C<E<64?4:8AG 54F87 F<@H?4G<BA@B78?FFG<??A887 GB ABG;8E4CCEB46;GB<@CEBI8BAG;87894H?G4I8E4:8 FC887 589H??L78I8?BC8723 *<A68@BFGB9G;8BC8E4G<BA4??B:<FG<6F @B78? <F <A6BECBE4G<BA B9 @BE8 ?8I8?F B9 F8:@8AG4G<BA <A G;8 6;B<68F G4>8 C?468 4G G;8 ?8I8? B9 F;<C@8AGF  <G <F CE898EE87 GB 8@<FF<BA946GBEF BEGBHF86BAG<AHBHF8@<FF<BA9HA6G<BAF 2 3 4CC?L 4 F;<C@8AG 54F87 4CCEB46; FH6; 4F 23  23  23  23  4A7 23 CEBI<78 78G4<?87 6BAG<AHBHF 8@<FF<BA 9HA6G<BAF 23  23  23 4A7 23  .;8A 9E8<:;G GE4AFCBEG4G<BA @B78?F <A6?H7<A:  4@BA:FG BG;8EF GEH6> GLC8  C4L?B47 4A7 FC887  4A7 4E8 F;<C@8AG 54F87  G;8 ?B47<A: E4G8 B9 I8;<6?8F <F F<@H?4G87 FGH7L G;8<E 58;4I<BE 9BE CHECBF8F B9 CB?<6L 4A4?LF<F  23 HF8 8KC?<6<G?L +;<F?B47<FBA8B9G;8<A9?H8A6<A:946GBEFB9I8;<6?8 F8:@8AG878@<FF<BA946GBEF9BE7<998E8AG4I8E4:8FC887 ?8I8?F  23 <A6?H78 4I8E4:8 FC887 HEB ABE@  EB47GLC8 4A7 I8;<6?8  ?B47<A:E4G8<A8@<FF<BA64?6H?4G<BAF 864HF8B9G;8F;<C@8AG. * +;B8A<FJ<G;*<:A<9<64A68 +;8 4:H8 G;8&8G;8E?4A7FC;BA8  54F87 A4GHE8 B9 G;8 @B78? HF87 5L 23  <G <F CBFF<5?8 GB ?<A>  8 @4<?G;B8AF<:A<9<64A68 A?  8@<FF<BA 9HA6G<BAF GB G;8 9?BJ 74G4  HF<A: G;8 ?B47<A: E4G8 B9 %  78 B> <F J<G; 8?9G ,A<I8EF<GL B9 +86;AB?B:L +E4AFCBEG (?4AA<A:  8?9G G;8&8G;8E?4A7F8 @4<?%  78B>GH78?9G A?  846;<A7<I<7H4?GE<C<AFG847B9HF<A:4I8E4:8?B47<A:E4G8F  $ +4I4FFML<F J<G; 8?9G ,A<I8EF<GLB9+86;AB?B:L+E4AFCBEG(?4AA<A:  8?9G G;8&8G;8E?4A7F8 @4<?$  +4I4FFMLGH78?9G A?  . 978-1-7281-9503-2/20/$31.00 ©2020 IEEE. 372. Authorized licensed use limited to: TU Delft Library. Downloaded on January 20,2021 at 16:05:09 UTC from IEEE Xplore. Restrictions apply..

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

(6)  +;8 F<@H?4G<BA 9E4@8JBE> <F @H?G< 4:8AG  @84A<A: <G E8CE8F8AGF<A7<I<7H4?9<E@F4A7<A7<I<7H4?9E8<:;GF;<C@8AGF !A 9E8<:;G GE4AFCBEG4G<BA  @BFG ?B:<FG<6F 786<F<BA @4><A: G4>8F C?468 4G G;8 ?8I8? B9 F;<C@8AGF G;8E89BE8  G;8 9E4@8JBE> <A6?H78F 4A 8KC?<6<G F<@H?4G<BA B9 F;<C@8AGF  *<A68 9E8<:;G GE4AFCBEG4G<BA 78@4A7 <AIB?I8F 4 ?4E:8 I4E<8GL B9 786<F<BA. @4>8EF 6;B<68F4E8F<@H?4G874G?8I8?B9<A7<I<7H4?9<E@F +;<F :<I8F @BE8 47I4A687 CBFF<5<?<G<8F GB F<@H?4G8 58;4I<BE4? 786<F<BA @4><A: 4A7 GB 466BHAG 9BE 6BFGF 4A7 6BAFGE4<AGF G;4G 4E8<A@4AL64F8F4:8AG FC86<9<6  +;8 FGH7L4E84B9 G;8 6HEE8AG @B78?<F G;8 HG6; (EBI<A68 B9*BHG; B??4A74A74??9E8<:;GGE4AFCBEG4G<BAG;4GG4>8FC?468 J<G;<A GB 4A79EB@G;<FFGH7L4E84  *<A68 G;8 F<@H?4G<BA 9E4@8JBE> <F GB 58 HF87 9BE CB?<6L 8I4?H4G<BA  G;8 I4?<7<GL B9 G;8 58;4I<BE4? F<@H?4G<BA <F <@CBEG4AG +;8E89BE8 G;89E4@8JBE><F8@C<E<64? @84A<A:G;8 ?B:<FG<6F 786<F<BAF 4A7 CEB68FF8F <A G;8 @B78? 4E8 F<@H?4G87 54F87BAB5F8EI8774G4 +;<F74G4<F4I4<?45?89EB@4ABI8?74G4 6B??86G<BA B9 8KGE8@8?L ;<:; 78AF<GL GE4AFCBEG4G<BA 74G4 4A 4HGB@4G87 6B??86G<BA B9 GEH6> GE<C 7<4E<8F 4@BA: 4 F4@C?8 B9 HG6; GEH6> BJA8EF 23  23  23  +;8 74G4 <A6?H78F <A9BE@4G<BA BA G;8 I8;<6?8  G;8 GBHEF 7E<I8A ?B47 4A7 FGBC ?B64G<BAF  4A7 F;<C@8AG <A9BE@4G<BA 7HE<A: G;8F8 GBHEF 6B@@B7<GLGLC8 F<M8 .   +;8 6BE8 B9 G;8 G46G<64? 9E8<:;G F<@H?4GBE 6BAF<FGF B9 GJB ?B:<FG<6F @B7H?8F G;8 F;<C@8AG FLAG;8F<M8E 9BE ?BA: G8E@ G46G<64? 6;B<68F 4A7 G;8 F6;87H?<A: @B7H?8 9BE F;BEG G8E@ G46G<64?6;B<68FE8FC86G<I8?L@B7H?8F 4A7 <A<:  . +;8 F;<C@8AG FLAG;8F<M8E F<@H?4G8F ?BA: G8E@ G46G<64? 6;B<68F !A4FG8C J<F8CEB687HE87<998E8AG?B:<FG<6F6;B<68FBE CEB68FF8F 4E8 F<@H?4G87 4??B64G<BA B9 9E8<:;G GE4AFCBEG4G<BA 9?BJF GB 7<FGE<5HG<BA 6;4AA8?F  F8?86G<BA B9 E868<I8E 4A7 FHCC?<8E  4A7 F;<C@8AG F<M8 4A7 I8;<6?8 GLC8 786<F<BAF  9986G<I8?L  G;8 F;<C@8AG FLAG;8F<M8E 5H<?7F 4 CBCH?4G<BA B9 7<F6E8G<M87 F;<C@8AGF G;4G 4E8 GE4AFCBEG87 GB  9EB@ 4A7 J<G;<A G;8 FGH7L 4E84  +;8 9<EFG FG8C <F GB 4??B64G8 GBG4? 9E8<:;G GE4AFCBEG4G<BA78@4A7GB7<FGE<5HG<BA6;4AA8?FJ;<6;F;4E8B9 846; 6B@@B7<GL <F GE4AFCBEG87 G;EBH:; 7<FGE<5HG<BA 6;4AA8?F 4A7

(7) BE @H?G<@B74? GE4AFF;<C@8AG G8E@<A4?F  +;8 IB?H@8 B9 9E8<:;GG;EBH:;7<FGE<5HG<BA6;4AA8?FB9?B:<FG<6FGE4AFCBEG4G<BA 9?BJF7<E86G GB 8G6 <F64?6H?4G879EB@B5F8EI87@4E>8G F;4E8F 5L 6B@@B7<GL GLC8 9EB@ G;8 GE4AFCBEG4G<BA 74G4  &8KG  G;8 4::E8:4G8 GE4AFCBEG4G<BA 9?BJF 4E8 5EB>8A 7BJA <AGB F;<C@8AGF5L4CC?L<A:47<F6E8G86;B<68@B78?9BEI8;<6?8GLC8 4A7 F;<C@8AG F<M8  BG; 6;B<68F 4E8 8KC?4<A87 5L 4 ?B:<FG<6F 6BFG 9HA6G<BA G;4G <A6?H78F GE4AFCBEG4G<BA 6BFGF 4A7 <AI8AGBEL ;B?7<A: 6BFG  +;8 @B78? <F 8FG<@4G87 BA G;8 4I4<?45?8 GE4AFCBEG4G<BA 74G4 F88 23  &8KG  G;8 <A7<I<7H4? F;<C@8AGF 4E84??B64G87GB4E868<I8E78@4A7F<M8 G;4GF8?86GF4FHCC?<8E 9BEG;86B@@B7<G<8F +;84??B64G<BAB94F;<C@8AGGB4E868<I8E <F54F87BA!

(8) 'FG4G<FG<6FG;8E868<I8ECEB545<?<GLB949<E@B94 F;<C@8AGJ<G;6B@@B7<GLGLC878C8A7FBAG;89<E@F<M8 4A7 G;8 [HF8\ CEB545<?<GL 9BE G;8 <A7HFGEL F86GBE 23  &8KG G;8 FHCC?<8EB9G;8F;<C@8AG<F F8?86G87BAG;8F4@8CE<A6<C?8G;8 FHCC?<8E CEB545<?<GL B9 9<E@  58?BA:<A: GB F86GBE   58<A: G;8 FHCC?<8EB94F;<C@8AGJ<G;6B@@B7<GLGLC878C8A7FBAG;8 9<E@F<M84A7[@4>8\CEB545<?<GL9BEG;8F86GBE  +;8 F6;87H?<A: @B7H?8 F<@H?4G8F F;BEG G8E@ G46G<64? 6;B<68F4A7F6;87H?8F GEH6> EBHA7GBHEF 9BE G;8 6B??86G<BA4A7 78?<I8EL B9 4?? F;<C@8AGF <A G;8 FGH7L 4E84  !G 5H<?7F GBHE C4GG8EAF  <A 4 FG8C J<F8 CEB687HE8  F<@H?4G<A: G;8 ?B:<FG<6F CEB68FF8FB9GBHE 9BE@4G<BA<A J;<6;64EE<8EFC?4AEBHA7GBHEF J<G; BA8 BE @H?G<C?8 FGBCF  4A7 78?<I8EL G<@8 6;B<68  +BHE 9BE@4G<BA <F F<@H?4G87 J<G;7<F6E8G86;B<68@B78?F F<@<?4E GB G;8 4CCEB46; B9 23 5HG 9BE@H?4G87 9BE 4 F;<C@8AG 54F87 6BAG8KG  BE 4 78F6E<CG<BA B9 G;8 @B78?  F88 23  +;8 @B78? <G8E4G<I8?LF<@H?4G8F;BJ477<G<BA4?F;<C@8AGF64A5847787GB 4 EBHA7 GBHE  +;8F8 786<F<BAF 4E8 54F87 BA 4 ?B:<FG<6F HG<?<GL 9HA6G<BA 4A7 6BAFGE4<AGF  BAFGE4<AGF <A6?H78 64C46<GL B9 G;8 I8;<6?8  GBHE 7HE4G<BA 4A7 GE4AFCBEG4G<BA 7<FG4A68F  +;8 HG<?<GL 9HA6G<BA <A6?H78F :8A8E4?<M87 GE4AFCBEG4G<BA 6BFGF  6B@@B7<GL GLC8F I8;<6?8GLC8 4A7FGBC?B64G<BA4GGE<5HG8FHE54A78AF<GL  ?B:<FG<6F AB78  +;8 E8FH?GF 4E8 C?4AA87 EBHA7 GBHEF B9 9E8<:;G I8;<6?8F  A 4HK<?<4EL A8GJBE> @B7H?8 <F HF87 GB 4??B64G8 I8;<6?8 @BI8@8AGF GB G;8 A8GJBE>  +;<F @B7H?8 F<@H?4G8F EBHG8 6;B<68F9BE846;I8;<6?858GJ88AFH5F8DH8AGFGBCF +;<FF8EI8F GJB CHECBF8F 9<EFG  <G :<I8F G;8 I8;<6?8 <AG8AF<G<8F BA G;8 A8GJBE>F J;<6;64A58HF87GB78E<I88@<FF<BAFBEBG;8E?B64? 8KG8EA4?<G<8F  A7 F86BA7?L  G;8 EBHG8 6;B<68 @B7H?8 <F 4?FB HF87 GB78E<I8 GE4AFCBEG4G<BA G<@84A77<FG4A68<AG;8 A8GJBE> F68A4E<BG;8F8 4E8<ACHGGB G;8?B:<FG<6F6;B<68F4A7CEB68FF8F <AG;8F;<C@8AG4A7F6;87H?<A:@B7H?8F +;8<A7<64GBE@B7H?8 <F HF87 GB 78E<I8 E8?8I4AG BHGCHG <A7<64GBEF 9EB@ G;8 CE8I<BHF. 373. Authorized licensed use limited to: TU Delft Library. Downloaded on January 20,2021 at 16:05:09 UTC from IEEE Xplore. Restrictions apply..

(9) . . @B7H?8F  !A7<64GBEF <A6?H78 ?B64? 78@4A7 <A7<64GBEF  GE4AFCBEG4G<BA?B:<FG<6F<A7<64GBEF8 : I8;<6?8GLC87<FGE<5HG<BA  4I8E4:8 ?B47 C8E I8;<6?8  FGBCF C8E GBHE  Y  A8GJBE> <A7<64GBEF  4A7 8KG8EA4?<G<8F  +;<F 4EG<6?8 9B6HFF8F BA G;8 64?6H?4G<BAB98@<FF<BAF<AG;8A8GJBE>@B7H?8 . +B 4A4?LM8 G;8 <@C46G B9 HF<A: G;8F8 78G4<?87 8@<FF<BA 946GBEF  J8 6B@C4E8 G;8 8@<FF<BAF 4F 64?6H?4G87 J<G; G;8 78F6E<587 @8G;B7 -)$ <A +45?8  J<G; G;8 8@<FF<BAF 4F 64?6H?4G87 J<G; GJB @8G;B7F HF<A: ?8FF 78G4<?87 8@<FF<BA 946GBEF-)4A7-<A+45?8 !A@8G;B7-)J8HF88@<FF<BA 946GBEFF8:@8AG875LI8;<6?8GLC84A7EB47GLC84A7J8HF8G;8 4I8E4:8 ?B47<A: E4G8 C8E I8;<6?8 GLC8 J8<:;G87 5L 7<FG4A68 E8FH?G<A:9EB@G;8@B78? !A@8G;B7-J8HF88@<FF<BA946GBEF F8:@8AG875LI8;<6?8GLC84A7J8HF8G;84I8E4:8?B47<A:E4G8 4A7 G;8 EB47 GLC8 F;4E8F C8E I8;<6?8 GLC8 J8<:;G87 5L 7<FG4A68E8FH?G<A:9EB@G;8@B78?  +45?8 +;88@<FF<BA946GBEFHF87<AG;<FFGH7L9EB@23 .  <:HE8 +;8BI8E4??FGEH6GHE8B9G;8G46G<64?9E8<:;GF<@H?4GBE . !!!  * !(%&+ *&+.')#**!&%&+.!+ %!**!'& $,$+!'&.  &*#  -4A  -4A   +EH6>  +EH6>  +EH6> . GE4<?8E +EH6>  +EH6> . !AG;8A8GJBE>@B7H?8J84FF<:A4??GE<CFE8FH?G<A:9EB@G;8 F6;87H?<A: @B7H?8 GB G;8 A8GJBE>  BE G;8 <??HFGE4G<BA <A G;<F C4C8E J8 HF8 4 FG4G<6 ?? 'E &BG;<A: GE499<6 4FF<:A@8AG BA 4 A8GJBE>J<G;6BA:8FG87GE4I8?G<@8FE8FH?G<A:9EB@464?<5E4G87 E8:<BA4?C4FF8A:8EGE4AFCBEG4G<BA@B78?&)% .8FG  864HF8 G;8 @B78? JBE>F 4G G;8 ?8I8? B9 <A7<I<7H4? F;<C@8AGF 4A7 GE<CF

(10) GBHEF <AFG847 B9 4::E8:4G8 6B@@B7<GL 9?BJF J8;4I8I8EL78G4<?87<A9BE@4G<BABA4??GE<CFG;4G7E<I8 BA846;?<A>8 : ?B47<A:E4G8 GLC8B9:BB7FGE4AFCBEG87 +;<F ;4FGJB@4<A47I4AG4:8F9BE8@<FF<BA64?6H?4G<BAF <EFG?L J8 64A HF8 @BE8 78G4<?87 8@<FF<BA 946GBEF 4A7  6BAF8DH8AG?L  :8G @BE8466HE4G88@<FF<BA64?6H?4G<BAF9EB@G;8@B78? *86BA7?L  <A G;<F 4CCEB46; J;8E8 J8 4E8 45?8 GB 6B@5<A8 G;8 F;<C@8AG <A9BE@4G<BA9EB@G;89E8<:;G78@4A7@B78?<AG;8FG4G<6GE499<6 4FF<:A@8AG  G;878G4<?87 64?6H?4G<BA B9 8@<FF<BAF 4G 4E8:<BA4? ?8I8?<F984F<5?8<A46B@CHG4G<BA4?899<6<8AGJ4L  +B 64?6H?4G8 G;8 8@<FF<BAF  J8 HF8 4A 4I8E4:8 FC887 4CCEB46; J<G; 8@<FF<BA 946GBEF F8:@8AG87 5L I8;<6?8 GLC8  EB47 GLC8 HE54A  ;<:;J4L  EHE4? 4A7 ?B47<A: E4G8 23  +;8 8@<FF<BA946GBEF4E8CEBI<7874F:

(11) >@' *' (%4A7&'/ 9BE4A8@CGLI8;<6?84A749H??I8;<6?8F88+45?89BEG;8' 8@<FF<BA 946GBEF  $<A84E <AG8ECB?4G<BA 58GJ88A G;8 8@<FF<BA 946GBE 9BE 4A 8@CGL I8;<6?8 4A7 9BE 4 9H?? I8;<6?8 4??BJF F8?86G<A:G;8E<:;G8@<FF<BA946GBE9BE4:<I8A?B47<A:E4G823  BE846;GE<C J864?6H?4G8G;88@<FF<BAFBA846;I<F<G87?<A>5L @H?G<C?L<A: G;8 ?<A> 7<FG4A68 J<G; G;8 466BE7<A: 8@<FF<BA 946GBE . $! .   . #&* '$

(12) )* $!   . ' '$

(13) )*  . .  .  .  . . . . . . . . . . . .  . . .  . . . . . . . . .  . . . . .  . .  .  . .  . . .  . .  . . . GE4<?8E +E46GBE.    GE4<?8E ?<:;G +E46GBE.     GE4<?8E ;84IL $BA:8E    84I<8E -8;<6?8 %4K  @8G8EF4A7 GBAF . +45?8 +;8?8I8?FB9F8:@8AG4G<BAHF87<AG;8G;E88@8G;B7F  &" -)$ -) -.  !&&"!" %%"!&"$% -8;<6?8GLC8 )B47GLC8 $B47<A:E4G8 X X X X X  X  . !-  )*,$+* <EFG  J8 6B@C4E8 @8G;B7 -) J<G; @8G;B7 -  < 8  G;8 <A9?H8A68 B9 F8:@8AG<A: G;8 8@<FF<BA 946GBEF 5L EB47 GLC8  &8KG  J8 6B@C4E8 @8G;B7 -)$ J<G; @8G;B7 -)  < 8  G;8 <A9?H8A68B9<A6?H7<A:G;8?B47<A:E4G8<AG;88@<FF<BA946GBEF  !A G;<F C4C8E J8 CE8F8AG G;8 ' 8@<FF<BAF  G;8 E8FH?GF 4E8 F<@<?4E9BE*' (%4A7&'/  !A<: 44A7<: 5G;87<998E8A68F58GJ88AG;864?6H?4G87 '8@<FF<BAFJ<G;@8G;B7-)4A7-4E8I<FH4?<M87C8E?<A>  E8FC86G<I8?L<AG;89BE@B94;<FGB:E4@4A74!*@4C !A<:  4 4F 64A588KC86G879EB@G;88@<FF<BA946GBEF5LEB47 GLC8. 374. Authorized licensed use limited to: TU Delft Library. Downloaded on January 20,2021 at 16:05:09 UTC from IEEE Xplore. Restrictions apply..

(14) . . <A +45?8   J8 64A <78AG<9L G;E88 6?HFG8EF 9EB@ ?89G GB E<:;G G;8F8 6?HFG8EF6BAF<FG B9 G;8 ;<:;J4L ?<A>F  G;8 EHE4??<A>F4A7 G;8HE54A?<A>F<AG;8A8GJBE> EB@G;<FJ864A6BA6?H78G;4G <AG;<F64F8FGH7LG;88K6?HF<BAB9F8:@8AG4G<BA5LEB47GLC8<A G;88@<FF<BA64?6H?4G<BA?847FGB4A4I8E4:8HA78E8FG<@4G<BAB9 4EBHA7   9BE HE54A ?<A>F  4A 4I8E4:8 HA78E8FG<@4G<BA B9 4CCEBK<@4G8?L  9BE EHE4? ?<A>F 4A7 4A 4I8E4:8 BI8E8FG<@4G<BA B9 EBH:;?L  9BE ;<:;J4L ?<A>F  (?84F8 ABG8 G;4GG;8?4E:8FGF;4E8B98@<FF<BAF<FCEB7H687BA;<:;J4L?<A>F 4F4E8FH?GB9?4E:8EI8;<6?8@<?84:84A74I8E4:8FC887BAG;8F8 ?<A>F  +;<F 8KC?4<AF G;8 E8?4G<I8?L ?4E:8E 8EEBE 9BE HE54A ?<A>F G;8F8 ?<A>F 6BHAG 9BE 4 F@4?? CEBCBEG<BA <A GBG4? 8@<FF<BA 4A7 4E8 ;<:;?L 5<4F87 J;8A 4?? ?<A>F 4E8 4I8E4:87 BHG  !A <:  4 G;8F8 G;E88 6?HFG8EF 4E8 6?84E GBB HE54A ?<A>F  EHE4? ?<A>F 4A7 ;<:;J4L ?<A>F F;BJ HC 4F 74E> E87  5E<:;G E87 4A7 ?<:;G 5?H8 E8FC86G<I8?L . +;<F F;BJF HF G;4G 7<FE8:4E7<A: EB47 GLC8 <A 8@<FF<BA 64?6H?4G<BAF 4A7 G4><A: 4A 4I8E4:8 8@<FF<BA 946GBE ?847F GB ?4E:88EEBEFBA<A7<I<7H4??<A>F @BFGABG45?L<AG;86<GL68AG8EF  <I8A G;4G 6<G<8F 4E8 @BE8 78AF8?L CBCH?4G87  <G <F 8FC86<4??L <@CBEG4AGGB<A6?H78EB47GLC8<AG;88@<FF<BA64?6H?4G<BAJ;8A G;8AH@58EB9C8BC?88KCBF87GB7<998E8AG?8I8?FB94<ECB??HG<BA <FE8?8I4AG<A8I4?H4G<A:4CEB=86G  !A<: 64A7<: 7G;87<998E8A68F58GJ88AG;864?6H?4G87 ' 8@<FF<BAF HF<A: @8G;B7 -)$ 4A7 -) 4E8 F;BJA  .;8A J8 6B@C4E8 <:  6 GB <:  4  J8 F88 G;4G 8EEBE <A7H687 5L 7<FE8:4E7<A: G;8 ?B47<A: E4G8 <F @H6; F@4??8E G;4A G;8 8EEBE <A7H687 5L 7<FE8:4E7<A: G;8 EB47 GLC8  BJ8I8E  J8 FG<?? F88 G;4G G;8 BI8E

(15) HA78E8FG<@4G<BA <A7H687 5L 7<FE8:4E7<A: ?B47<A: E4G8<F?4E:8EG;4A9BE@BFG?<A>F  .  . <:HE84 -)

(16) - <998E8A68F58GJ88A64?6H?4G87' 8@<FF<BAFC8E?<A> .  <:HE85 -)

(17) - &8GJBE>C?BG*BHG; B??4A7 <998E8A68F58GJ88A 64?6H?4G87'8@<FF<BAFC8E?<A> . . .  <:HE86 -)$

(18) -) <998E8A68F58GJ88A64?6H?4G87'8@<FF<BAFC8E?<A> . . <:HE87 -)$

(19) -) &8GJBE>C?BG*BHG; B??4A7 <998E8A68F58GJ88A 64?6H?4G87'8@<FF<BAFC8E?<A> . . 375. Authorized licensed use limited to: TU Delft Library. Downloaded on January 20,2021 at 16:05:09 UTC from IEEE Xplore. Restrictions apply..

(20) . . !A:8A8E4? 4A HA78E8FG<@4G<BA B9 8@<FF<BAF G4>8FC?468BA ?<A>F J<G; 4 ;<:;8E 4I8E4:8 I8;<6?8 ?B47<A: E4G8 G;4A G;8 4I8E4:8I8;<6?8?B47<A: E4G8<A G;8 J;B?8A8GJBE> 'A8B9G;8 C?468FJ;8E8 J8F88G;<F<F <A G;8 6<GL68AG8EF 9BE 8K4@C?8<A +;8 4:H8   <A <:  7  +;8 F6;87H?<A: @B7H?8 CE87<6GF @BE8 B9G8A @H?G<C?8 FGBC GBHEF <A G;8 6<GL 68AG8EF 5864HF8 G;8 ;<:;78AF<GLB9C<6> HC

(21) 78?<I8EL?B64G<BAF4??BJF@BE8899<6<8AG 6B@5<A4G<BAB9@H?G<C?8?B64G<BAF23 +;<F?847FGB4A4I8E4:8 ?B47<A: E4G8 G;4G <F ;<:;8E G;4A <A ?B64G<BAF J;8E8 @BE8 B9G8A 7<E86G GBHEF BA8 C<6> HC ?B64G<BA  BA8 78?<I8EL ?B64G<BA 4E8 CE87<6G87  <:  7 4?FB F;BJF F<:A<9<64AG 7<998E8A68F BA C4EG<6H?4E GE4AFCBEG4G<BA 6BEE<7BEF G;8F87<998E8A68FE8I84?4 I4E<4G<BA <A ?B47<A: E4G8 BA G;8F8 6BEE<7BEF  J;<6; 64A 58 8KC?4<A87 5L 4 ;<:;8E F;4E8 B9 I8;<6?8F J<G; ;<:;8E 4I8E4:8 ?B47F 64EEL<A: 5H?>L6B@@B7<G<8F  -  '&$,*!'&*&!*,**!'& !A G;<F C4C8E J8 HF8 4 F;<C@8AG 54F87 9E8<:;G F<@H?4G<BA @B78? GB <@CEBI8 8@<FF<BA 64?6H?4G<BAF  .BE><A: 4G G;8 ?8I8? B9 F;<C@8AGF 4A7 HA<DH8 GE<CF

(22) GBHEF 4??BJF 6BAF<78E<A: @BE8 4FC86GF <A 8@<FF<BA 64?6H?4G<BAF  FH6; 4F G;8 I8;<6?8 ?B47<A: E4G8  .8 DH4AG<9L G;8 <A9?H8A68 B9 <A6?H7<A: 4 F8:@8AG4G<BA 5L EB47GLC84A75LI8;<6?8?B47<A:E4G8BAG;864?6H?4G874@BHAG B9 8@<FF<BAF  8E8 J8 F;BJ G;4G 7<FE8:4E7<A: EB47 GLC8 <A 8@<FF<BA64?6H?4G<BAF64A?847GB?4E:88EEBEF45BHG BA <A7<I<7H4? ?<A>F  <FE8:4E7<A: G;8 I8;<6?8 ?B47<A: E4G8 4?FB <A7H68F8EEBEF 4?G;BH:;GB4 ?8FF8E8KG8AG FC86<4??L9BE?<A>F ?B64G87<A46<GL G;88K6?HF<BAB9EB47GLC84A7I8;<6?8?B47<A: E4G8?847FGBHA78E8FG<@4G<BAFB9G;84@BHAGB9CB??HG4AG:4FF8F <AG;<F64F8FGH7L  +;84CC?<64G<BAB9G;<F@8G;B7B?B:L<A6B@5<A4G<BAJ<G;4 @H?G< 4:8AG F<@H?4G<BA 9E4@8JBE> 9BE HE54A 9E8<:;G GE4AFCBEG4G<BA78@4A74??BJFGBF<@H?4G8<@C46GFB96;4A:8F<A ?B:<FG<6F58;4I<BE FH6;4FI8;<6?8GLC8HF8BEG;8F6;87H?<A:B9 EBHA7GBHEF BA8@<FF<BAF@BE8466HE4G8?L  !A G;<F FGH7L J8 4FFH@8 G;4G 8@<FF<BA 946GBEF G;4G 7B ABG 984GHE84F8:@8AG4G<BA5LEB47GLC8BEI8;<6?8?B47<A:E4G84E8 54F87 BA G;8 F4@8 4I8E4:8 I8;<6?8 ?B47<A: E4G8 4A7 F;4E8 B9 EB47 GLC8F 4F G;8 @B78? E8FH?GF  BJ8I8E  <9 G;8 4I8E4:8 ?B47<A: E4G8 4A7 F;4E8 B9 EB47 GLC8F HF87 <A G;8 74G4 9BE 78G8E@<A<A: G;8 8@<FF<BA 946GBEF <F 7<998E8AG9EB@ G;8 4I8E4:8 ?B47<A:E4G84A7F;4E8B9EB47GLC8F<AG;8@B78?9BE8K4@C?8 <9G;8@B78?;4F47<998E8AGF6BC8G;4AG;864?6H?4G878@<FF<BA 946GBEF  G;8A G;<F J<?? 64HF8 4A 477<G<BA4? 8EEBE  !A G;4G 64F8  ABGBA?LG;87<FGE<5HG<BAB98@<FF<BAFBI8E?<A>FJ<??58B99 5HG 4?FBG;8GBG4? 4@BHAGB98@<FF<BAF<AG;8A8GJBE> +;8F<M8 B9 G;<F 8EEBE <F 78C8A78AG BA G;8 7<F6E8C4A6L 58GJ88A G;8 GJB 4I8E4:8F +;<F<F4FH5=86G9BE9HGHE8E8F84E6;  ABG;8EFH5=86G9BE9HGHE8E8F84E6;<F4A4?LF<FB9G;8<@C46G B9 HF<A: 6BAG<AHBHF 8@<FF<BA 9HA6G<BAF <AFG847 B9 F8:@8AG87 8@<FF<BA 946GBEF <A 4 9E8<:;G F<@H?4G<BA @B78?  BE G;<F CHECBF8  G;8 8@<FF<BA 9HA6G<BAF B9 2 3 4A7 23 @4L 58 4CC?<87 . <A4??L  8@<FF<BA 946GBEF F8:@8AG87 5L GE499<6 9?BJ 6BA7<G<BAF 8 :  23 @4L 58 HF87 GB DH4AG<9L G;8 <@C46GF B9 6BA:8FG<BABA8@<FF<BAF  ))&* 23 :H<?PE4 - +BE78HK    !AG8:E4G<BAB94FC887 78C8A78AG. 8@<FF<BA@B78?<A7LA4@<6GE499<64FF<:A@8AG4?4E:8F64?84CC?<64G<BA GBG;8(4E<F@8GEBCB?<G4A4E84 (EB687<4*B6<4?4A78;4I<BE4?*6<8A68F     23 >:WA  %BA<BF " )L8 + BAMBA8    !A9?H8A68FBA HE54A9E8<:;GGE4AFCBEGCB?<6L6;B<685L?B64?4HG;BE<G<8F +E4AFCBEG (B?<6L    23 ?;B  ;4I4G;E4G;4A  *G<AFBA % BC4?4>E<F;A4A ) $8  +  8A ><I4 %   @H?G< F64?84:8AG 54F87@B78??<A: 9E4@8JBE>9BEHE54A9E8<:;G7<FGE<5HG<BA +E4AFCBEG4G<BA)8F84E6; (EB687<4    23 8?9G   *+)%B878E8AI8EIB8E  @<FF<8FI4A @B74?<G8<G8A<A;8G:B878E8AI8EIB8E -8EF<8 8?9G  23 BH?B@58? & 45?4A6 $ 4E7E4G %   +;88AI<EBA@8AG4? FB6<4?6BFGB9HE54AEB479E8<:;GI<78A689EB@G;8(4E<FE8:<BA  +E4AFCBEG4G<BA)8F84E6;(4EG    23 4I<7FFBA (  8A8F8L $ )4@FG87G $ +VEADH<FG " .8EAFG87G     A4A4?LF<FB94:8AG 54F874CCEB46;8FGBGE4AFCBEG?B:<FG<6F  +E4AFCBEG4G<BA)8F84E6;(4EG    23 78B> % +4I4FFML $   A8@C<E<64?4:8AG 54F87F<@H?4G<BA FLFG8@9BEHE54A:BB7FGE4AFCBEG%** + (EB687<4B@CHG8E *6<8A68 Z  23 78B> % +4I4FFML $ 4? ! +;B8A *   +;8<A6E8@8AG4? 78I8?BC@8AGC4G;B94A8@C<E<64?4:8AG 54F87F<@H?4G<BAFLFG8@9BE HE54A:BB7FGE4AFCBEG%** + .BE?7BA98E8A68BA+E4AFCBEG )8F84E6; %H@54< !A7<4  23 78"BA:  8A ><I4 %   @<6EB F<@H?4G<BA@B78?B9 F;<C@8AGF<M84A7GE4AFCBEG6;4<A6;B<68 +E4AFCBEG4G<BA)8F84E6;(4EG     2 3 8AG8 * % +4I4FFML $   (B?<6LBE<8AG878@<FF<BA946GBEF 9BEEB479E8<:;GGE4AFCBEG +E4AFCBEG4G<BA)8F84E6;(4EG+E4AFCBEG4A7 AI<EBA@8AG     23 4GG4 - %4E6H66<    ,E54A9E8<:;GGE4AFCBEG4A7CB?<6L 6;4A:8F!@CEBI<A:786<F<BA@4>8EF4J4E8A8FFI<44A4:8AG FC86<9<6 4CCEB46; +E4AFCBEG(B?<6L    23 B?:HRA -8E4F " *OA6;8M R4M ! $4JFBA  "4??8E % 4@C58??  * $8I<AFBA  *;<A    +E4AF98E45<?<GLB9E8<:;G+E<C 8A8E4G<BA%B78?F +E4AFCBEG4G<BA)8F84E6;)86BE7    23 HAG "  *G894A # "   +BHE 54F87@<6EBF<@H?4G<BAB9HE54A 6B@@8E6<4?I8;<6?8@BI8@8AGF +E4AFCBEG4G<BA)8F84E6;(4EG      23 $<87G>8    (E<A6<C?8FB9@<6EB 58;4I<BE6B@@B7<GLGE4AFCBEG @B78?<A: +E4AFCBEG4G<BA)8F84E6;(4EG     23 $<:G8E<A> &  +4I4FFML $  78$4A:8 )   I8?B6<GL4A7 C4L?B4778C8A78AG8@<FF<BA@B78?9BE;84IL 7HGLEB479E8<:;G GE4AFCBEG4G<BA +E4AFCBEG4G<BA)8F84E6;(4EG+E4AFCBEG4A7 AI<EBA@8AG     23 %4EG<AF +HEA8E # &4:8? # 1<?F>8 %   :8AG 54F87 @B78??<A:4A7F<@H?4G<BAB9GBHEC?4AA<A:<AHE54A9E8<:;GGE499<6  +E4AFCBEG4G<BA)8F84E6;(EB687<4    23 %B;4@@87 ) 4? ! 78B> % +4I4FFML $    7<F4::E8:4G858;4I<BE4?@B78?9BE=B<AGF;<C@8AGF<M84A7I8;<6?8GLC8 6;B<68 G;*L@CBF<H@B9G;8HEBC84AFFB6<4G<BA9BE)8F84E6;<A +E4AFCBEG4G<BA;)+  H74C8FG  HA:4EL  23 %B@@8AF # EHFF8?48EF & I4A$<8E + %46;4E<F     7LA4@<64CCEB46;GB@84FHE8G;8<@C46GB99E8<:;GGE4AFCBEGBA4<E DH4?<GL<A6<G<8F "BHEA4?B9?84A8E(EB7H6G<BA   23 %B@@8AF # I4A$<8E + %46;4E<F    E8<:;G78@4A7 :8A8E4G<BABA6B@@B7<GL4A7?B47<A:HA<G?8I8? HEBC84A"BHEA4?B9 +E4AFCBEG4A7!A9E4FGEH6GHE8)8F84E6;   . 376. Authorized licensed use limited to: TU Delft Library. Downloaded on January 20,2021 at 16:05:09 UTC from IEEE Xplore. Restrictions apply..

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uthorized licensed use limited to: TU Delft Library. Downloaded on January 20,2021 at 16:05:09 UTC from IEEE Xplore. Restrictions apply..

(24)

Cytaty

Powiązane dokumenty

Wykształcenie prawnicze przydało się Lenino- wi w jego pracy legislacyjnej, jeśli chodzi o precyzję i konkretność sformułowań, świadczą o tym wyraźnie nie tylko teksty

1: K. Dit programma berekent bij gegeven voeding, druk en temperatuur het vloeistof-damp evenwicht en de bij be- horende evenwichtsconstanten. De vergelijking wordt

Motivated by these characteristics, this work presents a setup based on 2.4 GHz radio-frequency devices and on an Extended Kalman Filter for the real- time position and

lam dudum summę desi- derabam Mtati Vestre Sacre ea, que mecum iam inde et post miserabilem mortem illustrissimi Principis, Domini Ducis olim Conradi, mariti

: OLWHUDWXU]H SRĞZLĊFRQHM EH]SLHF]HĔVWZX ZHZQĊWU]QHPX L QDUR- GRZHPX EDUG]R F]ĊVWR LFK VSRáHF]Q\ Z\PLDU RJUDQLF]DQ\ MHVW MHG\QLH

Przypomina, że 4 września 1939 roku objął raz jeszcze prezydenturę miasta Poznania, w chwili gdy ewakuowało się zeń wojsko i policja; że utrzymał w mieście

Pakdemirli and co-investigators [ 40 , 41 , 42 ] used the method of multiple scales based on the truncation method to construct the approximations of the governing partial

Dlatego też słuszne jest założenie, że wiskery glinoborowe w badanym układzie w pierwszej kolejności krystalizują przy powierzchni ziaren tlenku glinu w związku z czym