%PDF-1.3
%
1 0 obj
<>
endobj
2 0 obj
<>stream
Industrial control systems,ICS security,Machine learning,Intrusion detection,Testbed and experimental Study
Acrobat Distiller 10.0.0 (Windows); modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (SPRINGER SBM; licensed version)
application/pdf
10.1186/s42400-021-00095-5
Cybersecurity
Cybersecur, doi:10.1186/s42400-021-00095-5
Industrial control systems
ICS security
Machine learning
Intrusion detection
Testbed and experimental Study
Machine learning for intrusion detection in industrial control systems: challenges and lessons from experimental evaluation
Gauthama Raman M. R.
Chuadhry Mujeeb Ahmed
Aditya Mathur
2021-05-19T14:22:52+02:00
2021-05-19T14:22:52+02:00
2021-05-15T04:11:59+08:00
LaTeX with hyperref package
uuid:f014c1f7-7989-4133-bd07-e8ca6d2adcaf
uuid:4179ba2b-89e0-4168-bf0c-42985d8ee91f
default
1
converted
uuid:f014c1f7-7989-4133-bd07-e8ca6d2adcaf
converted to PDF/A-2b
pdfToolbox
2021-05-15T21:21:42+08:00
2
B
Gauthama Raman M. R.
http://orcid.org/0000-0002-5285-9330
Springer Nature ORCID Schema
http://springernature.com/ns/xmpExtensions/2.0/
sn
authorInfo
Bag AuthorInformation
external
Author information: contains the name of each author and his/her ORCID (ORCiD: Open Researcher and Contributor ID). An ORCID is a persistent identifier (a non-proprietary alphanumeric code) to uniquely identify scientific and other academic authors.
editorInfo
Bag EditorInformation
external
Editor information: contains the name of each editor and his/her ORCID identifier.
seriesEditorInfo
Bag SeriesEditorInformation
external
Series editor information: contains the name of each series editor and his/her ORCID identifier.
AuthorInformation
http://springernature.com/ns/xmpExtensions/2.0/authorInfo/
author
Specifies the types of author information: name and ORCID of an author.
name
Text
Gives the name of an author.
orcid
URI
Gives the ORCID of an author.
EditorInformation
http://springernature.com/ns/xmpExtensions/2.0/editorInfo/
editor
Specifies the types of editor information: name and ORCID of an editor.
name
Text
Gives the name of an editor.
orcid
URI
Gives the ORCID of an editor.
SeriesEditorInformation
http://springernature.com/ns/xmpExtensions/2.0/seriesEditorInfo/
seriesEditor
Specifies the types of series editor information: name and ORCID of a series editor.
name
Text
Gives the name of a series editor.
orcid
URI
Gives the ORCID of a series editor.
http://ns.adobe.com/pdf/1.3/
pdf
Adobe PDF Schema
internal
A name object indicating whether the document has been modified to include trapping information
Trapped
Text
http://ns.adobe.com/pdfx/1.3/
pdfx
Adobe Document Info PDF eXtension Schema
internal
ID of PDF/X standard
GTS_PDFXVersion
Text
internal
Conformance level of PDF/X standard
GTS_PDFXConformance
Text
internal
Company creating the PDF
Company
Text
internal
Date when document was last modified
SourceModified
Text
http://ns.adobe.com/xap/1.0/mm/
xmpMM
XMP Media Management Schema
internal
UUID based identifier for specific incarnation of a document
InstanceID
URI
internal
The common identifier for all versions and renditions of a document.
OriginalDocumentID
URI
http://www.aiim.org/pdfa/ns/id/
pdfaid
PDF/A ID Schema
internal
Part of PDF/A standard
part
Integer
internal
Amendment of PDF/A standard
amd
Text
internal
Conformance level of PDF/A standard
conformance
Text
endstream
endobj
3 0 obj
<>
endobj
7 0 obj
<>
endobj
9 0 obj
<>
endobj
11 0 obj
<>/BBox[0 0 21.612 8.41797]/Length 15>>stream
HR(T0 u
endstream
endobj
12 0 obj
<>
endobj
14 0 obj
<>/ExtGState<>/ProcSet[/PDF/Text/ImageC/ImageB/ImageI]/Font<>/XObject<>/Properties<>>>/Annots[30 0 R 31 0 R 32 0 R 33 0 R 34 0 R 35 0 R 36 0 R 37 0 R 38 0 R 39 0 R 40 0 R]/CropBox[0 0 595 791]/Parent 41 0 R/Rotate 0/MediaBox[0 0 595 791]/TrimBox[0 0 595 791]>>
endobj
6 0 obj
<>
endobj
43 0 obj
<>
endobj
44 0 obj
<>
endobj
45 0 obj
<>/BBox[0 0 21.612 8.418]/Length 15>>stream
HR(T0 u
endstream
endobj
46 0 obj
<>stream
HAk0~C=8m.cvev&O$x/OMctOgw"~>lug9ƛh6j5QV76S-<)^w7T?)Ͽvyo%>duq?LtoY]nC)F7fm%$AJdE]o||ѷL#':3 ɇha>:.@`IhAΘIa
Fo=kozD71]2Ua>_)q.ىLӉV)E-Z>4( 6RFJ
¿B{-
endstream
endobj
30 0 obj
<>/Rect[142.776 299.811 164.388 308.238]>>
endobj
42 0 obj
<>
endobj
49 0 obj
<>
endobj
51 0 obj
<>
endobj
52 0 obj
<>/BBox[0 0 6.897 8.427]/Length 15>>stream
HR(T0 u
endstream
endobj
53 0 obj
<>stream
hAo0w٤bhZaUhRwul'e1G|f Eez4i|@Yr|єkt> Ȫ\ț[~Ht7\Z\6 dXK0K^
,
#'g!4N@@|IsixN3p0olĆ^/?qn{kKq]רQa؏ 2껶tyYʊYA;gbogAroTGK%sm}Ar#-L:78+3BC`tXc-\,/[?6JR?iwO6W !|S$5{cH["eCt6DqJW2˦nB}s~Rj_YF^>:]<gO dL 2A+,RGu^Ͽ t
endstream
endobj
31 0 obj
<>/Rect[226.809 299.811 248.421 308.238]>>
endobj
48 0 obj
<>
endobj
55 0 obj
<>
endobj
56 0 obj
<>
endobj
47 0 obj
<>/BBox[0 0 21.612 8.427]/Length 15>>stream
HR(T0 u
endstream
endobj
57 0 obj
<>
endobj
32 0 obj
<>/Rect[77.22 251.994 98.832 260.412]>>
endobj
54 0 obj
<>
endobj
60 0 obj
<>
endobj
61 0 obj
<>
endobj
62 0 obj
<>/BBox[0 0 21.612 8.41803]/Length 15>>stream
HR(T0 u
endstream
endobj
63 0 obj
<>stream
2021-05-04T18:42:37-08:00
2021-05-04T18:42:38-08:00
2021-05-04T18:42:38-08:00
Adobe Illustrator CS5
256
160
JPEG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iTextSharp™ 5.5.13 ©2000-2018 iText Group NV (AGPL-version)
40
application/postscript
derived
converted from application/vnd.adobe.photoshop to image/epsf
saved
xmp.iid:7C325CEF4AADEB11A762BC58DF9D4525
2021-05-04T18:39:32-08:00
Adobe Photoshop CS6 (Windows)
/
saved
xmp.iid:77AE22534BADEB11BBCFC5A0ED6B481F
2021-05-04T18:41:19-08:00
Adobe Illustrator CS5
/
saved
xmp.iid:78AE22534BADEB11BBCFC5A0ED6B481F
2021-05-04T18:42:38-08:00
Adobe Illustrator CS5
/
xmp.iid:77AE22534BADEB11BBCFC5A0ED6B481F
xmp.did:77AE22534BADEB11BBCFC5A0ED6B481F
xmp.did:7C325CEF4AADEB11A762BC58DF9D4525
xmp.did:78AE22534BADEB11BBCFC5A0ED6B481F
xmp.iid:78AE22534BADEB11BBCFC5A0ED6B481F
xmp.did:7C325CEF4AADEB11A762BC58DF9D4525
3
sRGB IEC61966-2.1
21.000165
29.700013
Centimeters
1
False
False
Cyan
Magenta
Yellow
Black
Default Swatch Group
0
endstream
endobj
33 0 obj
<>/Rect[154.917 251.994 176.529 260.412]>>
endobj
59 0 obj
<>
endobj
67 0 obj
<>
endobj
68 0 obj
<>
endobj
34 0 obj
<>/Rect[234.279 251.994 255.891 260.412]>>
endobj
64 0 obj
<>
endobj
69 0 obj
<>
endobj
70 0 obj
<>stream
Adobe d
""
s !1AQa"q2B#R3b$r%C4Scs5D'6Tdt&
EFVU(eufv7GWgw8HXhx)9IYiy*:JZjz m !1AQa"q2#BRbr3$4CS%cs5DT
&6E'dtU7()euFVfvGWgw8HXhx9IYiy*:JZjz ? N*UثWb^u Ay7DLmܤ鹣LUc PhX2Cu~9^0yWLMip"wSUgL7ST wku t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1Wu t]! %w_ WLU_]1T= 5::iZb:\UUثWb]v*UثWb]`?Bk}*]OYk^+i 30C