Computer Aided Learning Process - ScienceDirect

15 downloads 97872 Views 4MB Size Report
Available online at www.sciencedirect.com ... learners in the learning process (Activity Based Training) [2]. .... Specialized software maNes the learning easier, because contain often automatically arranging objects and auto .... A. DomagalsNi, Ł. KamieniecNi, M. MurawsNi, Multipurpose Mobile Robot, Applied Mechanics.
Available online at www.sciencedirect.com

ScienceDirect Procedia Engineering 181 (2017) 1028 – 1035

WK,QWHUQDWLRQDO&RQIHUHQFH,QWHUGLVFLSOLQDULW\LQ(QJLQHHULQJ,17(5(1*

&RPSXWHU$LGHG/HDUQLQJ3URFHVV 7DGHXV]0LNRODMF]\ND /LYLX0ROGRYDQE$JDWD&KDOXSF]DND)ODYLX0ROGRYDQF a University of Technology and Life Sciences, 7 Kaliskiego street, 85-796, Bydgoszcz, Poland ”Petru Maior” University of Tirgu Mures, 1 Nicolae Iorga street, Tirgu Mures 540088, Romania c University of Medicine and Pharmacy of Tirgu Mures, 38 Gheorghe Marinescu street, 540139 Tirgu Mures, Romania b

$EVWUDFW 7KHSDSHUSUHVHQWVVHOHFWHGZD\VRIPHQWDOZRUNFRPSXWHUDLGHGWHFKQLTXHVLQRUGHUWRLQGLYLGXDOL]HHGXFDWLRQDQGWRLQFUHDVH WKH DFWLYLW\ DQG LQYROYHPHQW RI OHDUQHUV LQ WKH OHDUQLQJ SURFHVV 7KH HIIHFWLYHQHVV RI WKH DFTXLVLWLRQ RI NQRZOHGJH GHSHQGV PDLQO\RQWKHKHPLVSKHULFGRPLQDQFHRIWKHEUDLQBrainworkVSURJUDPEDVHGRQWHVWLQGLFDWHVEUDLQSUHIHUHQFHVDQGLQGLFDWHV EHQHILFLDOWHFKQLTXHVDQGZD\VRIOHDUQLQJ7KHGHYHORSPHQWRIPHPRU\IXQFWLRQVLVIROORZHGE\V\VWHPDWLFUHSHWLWLRQVZKLFK JXDUDQWHHVWRULQJLQIRUPDWLRQLQSHUPDQHQWPHPRU\:KHQOHDUQLQJDIRUHLJQODQJXDJH\RXFDQXVHWKHSuperMemo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© 2017 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license ‹7KH$XWKRUV3XEOLVKHGE\(OVHYLHU/WG (http://creativecommons.org/licenses/by-nc-nd/4.0/). 3HHUUHYLHZXQGHUUHVSRQVLELOLW\RIWKHRUJDQL]LQJFRPPLWWHHRI,17(5(1* Peer-review under responsibility of the organizing committee of INTER-ENG 2016

Keywords:EUDLQODWHUDOL]DWLRQGRPLQDWLRQKHPLVSKHUHYLVXDOVHQVHDXGLWRU\VHQVHPLQGPDSVSHHGUHDGLQJGLGDFWLFDOURERW

,QWURGXFWLRQ 'HYHORSPHQWRINQRZOHGJHDQGWKHWHFKQRORJ\WUDQVIHUDVDUHVXOWRIJOREDOL]DWLRQKDVPDGHLWQHFHVVDU\WRDGDSW WKH PRGHUQ HGXFDWLRQDO V\VWHPV WR QHZ FRQGLWLRQV 1RZDGD\V SHRSOH UHTXLUH LQQRYDWLYH OHDUQLQJ 7KHUHIRUH LW LV QHFHVVDU\ WR LQGLYLGXDOL]H HGXFDWLRQ LQFUHDVH LWV HIIHFWLYHQHVV >@ DQG LQFUHDVH WKH DFWLYLW\ DQG HQJDJHPHQW RI 



&RUUHVSRQGLQJDXWKRU7HOID[ E-mail address:WDPL#XWSHGXSO

1877-7058 © 2017 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license

(http://creativecommons.org/licenses/by-nc-nd/4.0/). Peer-review under responsibility of the organizing committee of INTER-ENG 2016

doi:10.1016/j.proeng.2017.02.503

1029

Tadeusz Mikolajczyk et al. / Procedia Engineering 181 (2017) 1028 – 1035

OHDUQHUV LQ WKH OHDUQLQJ SURFHVV Activity Based Training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obot Aided Learning  HQDEOLQJHDV\DQGXQGHUVWDQGDEOHNQRZOHGJHSUHVHQWDWLRQDQGODQJXDJHOHDUQLQJ>@ 7KLVSDSHULQYHVWLJDWHVWKHFRPSXWHUWHFKQLTXHVWKDWDUHDQLPSRUWDQWLVVXHLQWKHOHDUQLQJSURFHVVE\DOORZLQJ VXSSRUWRIHGXFDWLRQE\VWXG\LQJKRZWKHEUDLQZRUNV>@LPSURYLQJPHPRU\DQGRUJDQL]DWLRQDOIXQFWLRQVVSHHG UHDGLQJSURFHVVLQWHUPVDQGVXSSRUWWHDFKLQJXVLQJVSHFLDOVHUYLFHURERWV %UDLQ5HVHDUFKXVLQJ&RPSXWHU7HVW BrainWorks LV DQ LQQRYDWLYH FRPSXWHU SURJUDP ZKLFK LOOXVWUDWLQJ SUHIHUHQFHV RI KXPDQ EUDLQ KHPLVSKHUHV H[SORLWDWLRQZLWKDPXOWLSOHFKRLFHWHVW>@,WFRQVLVWVRITXHVWLRQVEDVHIURPZKLFKHDFKWLPHRIWKHPLV DUELWUDULO\FROOHFWHGIRUWHVWLQJ ,Q BrainWorks DOO TXHVWLRQV H[SUHVVHG DUH SUHVHQWHG JUDSKLFDOO\ )LJ D  DQG WH[WXDOO\ )LJE 7KDWDOORZVDQDQDO\VLVRIEUDLQODWHUDOL]DWLRQDVZHOODVRISUHIHUUHGOHDUQLQJVHQVRU\PRGDOLW\7KHUHVXOW RIWKHWHVWLVVKRZQDVDSHUFHQWDJHRQDEUDLQILJXUHGLUHFWLRQWKHUHVXOW )LJD DQGPHDQVWKHV\QWKHWLFOHYHORI EUDLQ ODWHUDOL]DWLRQ DQG WKH DXGLWRU\ DQG YLVXDO DQG SUHIHUHQFHV IRU WKH OHDUQLQJ SURFHVV >@ $GGLWLRQDOO\ WKH SURJUDPPDNHVDGHVFULSWLYHHYDOXDWLRQRIWKHWHVWUHVXOWV )LJE  7KHDLPRIWKHBrainWorksVRIWZDUHLVWRLPSURYHWKHOHDUQLQJOHYHORIHIILFLHQF\E\GLDJQRVHWKHSUHIHUHQFHVRI WKHXVHRIDVSHFLILFEUDLQKHPLVSKHUHDQGWRGHWHUPLQHWKHVHQVRU\PRGDOLW\ZKLFKLVSUHIHUUHGE\WKHEUDLQ7KH LQWHUSUHWDWLRQRIWKHUHVXOWVSURYLGHVDQLQGLYLGXDOOHDUQLQJVW\OHGHVFULSWLRQ>@

D 

 )LJ D ([DPSOHRIBrainWorkVJUDSKLFTXHVWLRQ>@ E ([DPSOHRIBrainWorksWH[WTXHVWLRQ>@

E 

1030

Tadeusz Mikolajczyk et al. / Procedia Engineering 181 (2017) 1028 – 1035

D 



 E 

)LJ D 5HVXOWVRIBrainWorks WHVW>@ E ([SODQDWLRQRIBrainWorksWHVWUHVXOWV ILUVWSDJH >@

8VLQJ BrainWorks WKH VWDWLVWLF DQDO\VLV ZDV PDGH >@ 7KH VWXG\ JURXS FRQVLVWHG RI  SHRSOH LQFOXGLQJ  ZRPHQ DQG  PHQ >@ ,Q WKH EUDLQ KHPLVSKHUHV ODWHUDOL]DWLRQ UHVHDUFK ZDV IRXQG GRPLQDQFH RI WKH OHIW KHPLVSKHUHVLQPRVWFDVHV )LJD WKLVGRPLQDQFHZDVQRWIRXQGLQFDVHV:DVIRXQGGRPLQDWLRQRIWKHYLVXDO VHQVHVLQWKHYDVWPDMRULW\RIFDVHV )LJE VXFKGRPLQDQFHZDVQRWIRXQGLQFDVHV>@

D 



 E 

)LJ D 7KHUHVXOWVRIWKHGRPLQDQFHRIWKHKHPLVSKHUHIRUWKHUHVHDUFKJURXS>@ E 7HVWUHVXOWVRIWKHVHQVHVGRPLQDWLRQIRUWKHUHVHDUFK JURXS>@

&RPSXWHUDLGHGPHPRU\IXQFWLRQ 7KHDPRXQWRILQIRUPDWLRQWKDWZHUHPHPEHUHGGHFUHDVHVZLWKWLPH>@ )LJ 

 )LJ5HPHPEHULQJZLWKUHSHWLWLRQV>@

1031

Tadeusz Mikolajczyk et al. / Procedia Engineering 181 (2017) 1028 – 1035

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uperMemoVRIWZDUH>@ )LJD E ZKLFKE\VHWWLQJWKHGD\VRIUHSHWLWLRQJHQHUDWHVDQDVVHVVPHQWRIWKHDFTXLUHGLQIRUPDWLRQ7KLVLVDPRGHUQ SURJUDP ZLWK DQ LQWXLWLYH DQG SOHDVDQW LQWHUIDFH VSHHFK DQDO\]HU FDOHQGDU GLFWLRQDU\ ZKLFK DOORZV SHUIRUPLQJ FRQYHQLHQWH[HUFLVHV>@

D 



 E 

)LJ D 6XSHU0HPRH[DPSOHRIOHDUQLQJZRUGV>@ E SuperMemoSUHVHQWDWLRQRIWKHUHVXOW>@

&RPSXWHUDLGHGRUJDQL]DWLRQIXQFWLRQV 7KHWKLQNLQJSURFHVVLVEDVHGSULPDULO\RQDVVRFLDWLRQVLQFOXGLQJWKHQRWHVZKLFKUHSURGXFHWKHIXQFWLRQLQJRI RXU EUDLQ 7KH VSHFLDO ZD\ RI PDNLQJ QRWHV LV PLQG PDS >@ ZKLFK GLIIHUV VLJQLILFDQWO\ IURP WKH WUDGLWLRQDO OLQHDUPHWKRG>@7KH\FDQEHSUHSDUHGXVLQJRIFRPSXWHUSURJUDPVEDVLFWH[W )LJ RUJUDSKLFVHGLWRUVRU VSHFLDOVRIWZDUHOLNHIRUH[DPSOHNovaMind>@  5RPDQURRP 6XSHUPHPR 5XOH 3LFWXUH 6LWDOHDUQLQJ V\VWHP

           



WKHULJKW KHPLVSKHUHRI WKHEUDLQ

6WDWH DOID

 %UDLQ

5HPLQGHU

0QHPRWHFKQLF

$FWLRQ &RGH

0HPRUL]DWLRQ

Techniquesof intellectualwork

5HDGLQJ )DVWHU

0XVLF WKHOHIW KHPLVSKHUHRI WKHEUDLQ

1RWH /LQHDU

7UDGLWLRQDO 0LQGPDS

)LJ1RWHVPDGHE\WKHLGHDRIPLQGPDS XVLQJ:RUGHGLWRU >@

1032

Tadeusz Mikolajczyk et al. / Procedia Engineering 181 (2017) 1028 – 1035

6SHFLDOL]HGVRIWZDUHPDNHVWKHOHDUQLQJHDVLHUEHFDXVHFRQWDLQRIWHQDXWRPDWLFDOO\DUUDQJLQJREMHFWVDQGDXWR VFDOLQJZLQGRZV )LJ *UDSKLFVHGLWRUVRIWKLVW\SHDUHDOVRXVHGWRUHFRUGDEUDLQVWRUPLQJVHVVLRQ>@ 

 )LJ$QH[DPSOHRIPLQGPDSQRWHVLPSOHPHQWHGLQWKHSURJUDPNovaMind >@

&RPSXWHUDLGHGUHDGLQJ 7KHUHDUHPDQ\FKHFNHGPHWKRGVWRVSHHGXSWKHSDFHRIUHDGLQJLPSURYHWKHDELOLW\WRIRFXVRQWKHFRQWHQWDQG LQFUHDVHWKHOHYHORIXQGHUVWDQGLQJRIWKHWH[W:KHQUHDGLQJLQWKHWUDGLWLRQDOZD\WKHVSHHGRIUHDGZRUGVGRHVQRW H[FHHGZRUGVSHUPLQXWHEXWWKLVLVQRWWKHSHDNRIKXPDQSRWHQWLDO2QHRIWKHPLVIRUH[DPSOHAceReader )LJ D >@ 7KLV VRIWZDUH LV HTXLSSHG ZLWK GULYHUV UHVSRQVLEOH IRU YLHZ DUHD VSHHG RI DGGLQJ WKH WH[W DQG WKH PHDVXUHPHQWRIWKHVSHHGRIUHDGLQJWRJHWKHUZLWKDQDVVHVVPHQWRIXQGHUVWDQGLQJWKHUHDGLQJFRQWHQW([DPSOHRI XQLYHUVDO VRIWZDUH IRU LPSURYHPHQW VSHHG UHDGLQJ DQG H\H PHPRU\ SUHVHQWHG ZDV LQ )LJ E %\ XVLQJ FRPSXWHU SURJUDPVWRLPSURYHUHDGLQJDELOLWLHVLWFDQEHLQFUHDVHGWRDUDWHRIZRUGVSHUPLQXWH>@ 

 DE



)LJ D ([DPSOHVFUHHQRIAceReader>@ E ([DPSOHVFUHHQRIVRIWZDUHIRULPSURYHPHQWVSHHGUHDGLQJDQGH\HPHPRU\>@

5RERWVIRUGLGDFWLFVSURFHVV 6HUYLFHURERWVDUHGHVLJQHGIRUGLIIHUHQWWDVNV$ODUJHJURXSRIURERWVXVHGLQWHDFKLQJDUHWKHLQWHOOLJHQWURERWV >@ 2QH RI WKHP LV IRU H[DPSOH WKH Papero URERW ZKLFK FDQ KHOS IRUHLJQ WRXULVWV XQGHUVWDQG SKUDVHV LQ D RWKHU ODQJXDJH,WNQRZVWKHORFDOODQJXDJHDQGXVHVWKHWHFKQRORJ\RIYRFDOWUDQVODWLQJWakamaruURERWFDQUHFRJQL]H

1033

Tadeusz Mikolajczyk et al. / Procedia Engineering 181 (2017) 1028 – 1035

XSWRIDFHVDQGXQGHUVWDQGVZRUGV>@7KHVHV\VWHPVVHUYLQJVFLHQFHDUHFDOOHGRobot Aided Learning RAL >@0XOWLSOHDSSOLFDWLRQVDQGG\QDPLFJURZWKRIWKHV\VWHPLQGLFDWHVWKHDGYLVDELOLW\RIGHYHORSPHQWZRUN LQ WKHILHOGRILPSOHPHQWDWLRQ WHFKQLTXHV DQG PHWKRGRORJLHV RIRAL ,Q WKHXVHRI URERWV IRU RAL WDVNV UHPRWH FRQWUROOHGURERWVDUHIUHTXHQWO\XVHG7KHUHDUHXQLGLUHFWLRQDORUWZRZD\V\VWHPV6\VWHPVXQLGLUHFWLRQDOWUDQVPLW WKH LQIRUPDWLRQ WR WKH URERW ZKLFK SHUIRUPV WKH DSSURSULDWH RUGHUV 5RERW UHWULHYHV LQIRUPDWLRQ IURP WKH HQYLURQPHQW DQG RQ LWV EDVLV PRGLILHV WKH UHFHLYHG RUGHUV %LGLUHFWLRQDO FRQWURO VHQGV FRPPDQGV DV ZHOO DV LQIRUPDWLRQGLUHFWO\IURPWKHURERWH[YLGHRLPDJH 7KH Pipe jr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ipeShowFRQWUROVRIWZDUH>@IRUWKLVURERWKDVSRVVLELOLW\WRVKRZ3RZHU3RLQW SUHVHQWDWLRQRQOLQHYRFDOL]HGXVLQJIvona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



D

 E 

)LJ D 9LHZRIPRELOHURERWPipe jr>@ E 7KHNAO (NIMA)URERW>@

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

1034

Tadeusz Mikolajczyk et al. / Procedia Engineering 181 (2017) 1028 – 1035

7KHFRPSXWHUWHFKQLTXHVWKDWZHIRUHVHHWRLPSURYHWKHYRFDWLRQDOHGXFDWLRQDQGWUDLQLQJLVBrainWorksZKLFK DOORZVGHYHORSPHQWRIVWXGHQWUHVSRQVHV\VWHPHYDOXDWLRQDFFRUGLQJWRWKHLQGLYLGXDOOHDUQLQJVW\OHGHVFULSWLRQRI DQ LQGLYLGXDO IROORZLQJ WKH WUDLQLQJ SDWK 7KDQ UHSOHWLRQ RI LGHDV XVLQJ FRPSXWHU SURJUDP SuperMemo LV UHFRPPHQGHG IRU D QRWLFHDEOH LQFUHDVH RI WKH PHPRUL]DWLRQ E\ HPSOR\PHQW RI JUDSKLF HGLWRUV SURYLGHG E\ NovaMind.7KHDVVHVVPHQWRIWKHUHDGLQJFRQWHQWVKRXOGEHSHUIRUPHGZLWKAceReader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x SRVVLELOLWLHV RI UHFRJQL]H RI  GLDJQRVH WKH SUHIHUHQFHV RI WKH XVH RI D VSHFLILF EUDLQ KHPLVSKHUH DQG WR GHWHUPLQHWKHVHQVRU\PRGDOLW\ZKLFKLVSUHIHUUHGE\WKHEUDLQ BrainWorks  x FRPSXWHUDLGHGWRLPSURYHPHQWRIPHPRUL]DWLRQSURFHVV SuperMemo  x FRPSXWHUDLGHGRUJDQL]DWLRQIXQFWLRQVE\PLQGPDSPHWKRG NovaMind  x SRVVLELOLWLHVWRWUDLQLQJRIVSHHGRIUHDGLQJ AceReader  x XVLQJRIVHUYLFHURERWVIRUGLGDFWLFDOSURFHVV Pipe jr, NAO/NIMA  3UHVHQWHGVRIWZDUHDUHRQO\H[DPSOHVRISUHVHQWHGZD\V 1HZGLUHFWLRQWRLQFUHDVHWKHHIIHFWLYHQHVVRIWHDFKLQJLVWRLQFUHDVHWKHVKDUHIROORZHGGLGDFWLFDOURERWVZKLFK FDQ EH XVH IRU DQRWKHU WDVNV ZLWK XVLQJ ERWK UHFRJQL]LQJ RI IDFH DQG YRLFH DQG H[FHOOHQW V\QWKHVL]HG YRLFHV WR LQWHUDFWLYHFRQWDFWZLWKVWXGHQWV 1HHG UHVHDUFK RI HIILFLHQF\ SUHVHQWHG PDLQ SRVVLELOLWLHV WR LQFUHDVH WHDFKLQJ SURFHVV ZLWK XVLQJ SUHVHQWHG PHWKRGV 5HIHUHQFHV >@ 70LNRáDMF]\N&RPSXWHUDLGHGWHFKQLTXHRILQWHOOHFWXDOZRUN LQ3ROLVK .RPSXWHURZHZVSRPDJDQLHWHFKQLNSUDF\XP\VáRZHM &$;¶,,:DUV]WDW\1DXNRZH$75%\GJRV]F]'XV]QLNL=GUyM >@ /0ROGRYDQ'HVLJQRIDQHZOHDUQLQJHQYLURQPHQWIRUWUDLQLQJLQTXDOLW\DVVXUDQFH3URFHGLD7HFKQRORJ\  ± >@ 70LNRODMF]\N)0ROGRYDQ,&LREDQX$&KDOXSF]DN$*0DULQ%UDLQ5HVHDUFK8VLQJ&RPSXWHU7HVW3URFHGLD7HFKQRORJ\  ± >@ 70LNRáDMF]\N-0XVLDáà5RPDQRZVNL$'RPDJDOVNLà.DPLHQLHFNL00XUDZVNL0XOWLSXUSRVH0RELOH5RERW$SSOLHG0HFKDQLFV DQG0DWHULDOV   >@ 70LNRá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±FUHDWLYHQRWDWLRQ LQ3ROLVK 0DS\WZRLFKP\ĞOL0LQGPDSSLQJF]\OLQRWRZDQLH NUHDW\ZQH:\GDZQLFWZR5$9,   >@0*R]GHN6XSHUSRVVLELOLWLHVRI\RXUEUDLQ LQ3ROLVK 6XSHUPRĪOLZRĞFLWZRMHJRXP\VáX:DUV]DZD   >@5/LQNVPDQ+RZLVSRVVLELOLW\WRTXLFNO\OHDUQ LQ3ROLVK :MDNLVSRVyEV]\ENRVLĊXF]\ü:DUV]DZD   >@1RYDPLQGRQOLQHDWKWWSVZZZQRYDPLQGFRP >@$FH5HDGHURQOLQHDWKWWSVZZZDFHUHDGHUFRP >@$$+DVKLP66$EGXOJDEDU&RPSXWHUDLGHGSKRWRJUDSKLFPHPRU\HQKDQFHPHQWDQGVSHHGUHDGLQJ FDVHVWXG\ -%DJKGDGIRU6FL    

Tadeusz Mikolajczyk et al. / Procedia Engineering 181 (2017) 1028 – 1035 >@-+DQO5RERW$LGHG/HDUQLQJDQG±U/HDUQLQJ6HUYLFHVRQOLQHDWKWWSZZZLQWHFKRSHQFRPERRNVKXPDQURERWLQWHUDFWLRQURERWDLGHG OHDUQLQJDQGUOHDUQLQJVHUYLFHV >@KWWSVZZZLYRQDFRPSO >@/0ROGRYDQ'HVLJQDQGGHYHORSPHQWRILQQRYDWLYHWRROVDQGPRGHOVIRUHOHDUQLQJLQFHQWUDODQGZHVWHUQ5RPDQLD7KHWK,QWHUQDWLRQDO 6HPLQDU4XDOLW\0DQDJHPHQWLQ+LJKHU(GXFDWLRQ±40+(SS >@/0ROGRYDQ,QQRYDWLYHWRROVDQGPRGHOVIRUYRFDWLRQDOHGXFDWLRQDQGWUDLQLQJ5HYLHZRI0DQDJHPHQWDQG(FRQRPLF(QJLQHHULQJILUVW 0DQDJHPHQW&RQIHUHQFH7ZHQW\@/0ROGRYDQ,QQRYDWLYHPHWKRGRISHHUDVVLVWHGOHDUQLQJE\WHFKQRORJ\DQGDVVHVVPHQWRISUDFWLFDOVNLOOV3URFHGLD7HFKQRORJ\    >@/0ROGRYDQ1HZHYDOXDWLRQPRGHOE\PHDQVRIPRELOHWHFKQRORJ\3URFHGLD7HFKQRORJ\  ±

1035