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How Internet of things is moving
into AGVs
A quick draft analysis done with the help of
VantagePoint and Goldfire, two powerful tools
deployed by Soluciones de Productividad para la
Innovación y el Big Data científico y
tecnológico
Valencia, Spain
Supervised machine learning, semantic analysis and emergence
technologies are behind this analysis
For this research, more than three thousands scientific articles
from Web of Science and Scopus as well as more than ten
thousands of patent families from the EPO as well as millions of
articles of trusted sources as IEEE, Mc Graw Hill, Springer, SAE,
ASTM etc., have been analyzed, duplicates removed.
Terms related to Internet of things have been grouped and
analyzed to see who is leading and in what fields.
The result is a short set of analysis to
see where things are moving.
What is the system and
the ecosystem in the AGV?
And, what is the impact of
the IoT ?
THE AGV SYSTEM
Powered by Goldfire
A basic model of the functions in an AGV system: are they
enough performant ? Can we set exactly the challenges to be
improved?
To the
ecosystem
THE AGV SYSTEM
Powered by Goldfire
A basic model of the functions in an AGV system: are they
enough performant ? Can we set exactly the challenges to be
improved?
To the
ecosystem
THE AGV‘ IoT ECOSYSTEM
Source: Harvard Business Review, adapted
Control in AGVs is one of the leading terms in research, here the
timeline in scientific activity (nº of publications per year) about the control
of automated guided vehicles and synonyms
Powered by VantagePoint
THE AGV SYSTEM: some trends
Leading terms
related to
Internet of
Things (IoT) and
how AGVs
patenting
companies
weigh in such
terms.
The larger the word,
the more cited it is.
Powered by VantagePoint
THE AGV SYSTEM: what do these publictions talk about?
Patent classifications: Where leading
assignees distribute their patent strategies in AGVs.
Powered by VantagePoint
Chart of emerging IPC codes
Emergence is calculated in % and should have more
than one in every three years G08G 1/16 ‘Traffic
control systems…’
navigation sensor
position sensor
infrared sensor
ultrasonic sensor
Hall effect sensor array
0
5
10
15
20
25
30
35
40
45
50
1985
1987
1988
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
navigation sensor
magnetic sensor
position sensor
obstacle sensor
infrared sensor
optical sensor
ultrasonic sensor
angle sensor
Hall effect sensor array
What are the most patent protected sensors for
controlling AGVs ? What is their rhythm of evolution?
Powered by VantagePoint
AGV’s patent protected sensors
Assessing
collaborations
based on
authors
To notice the collaboration
between the Delft University of
Netherland and Toyota the
‘Keiretsu ‘manufacturer
Powered by VantagePoint
Getting direct answers instead of a pile of documents, the productivity of
your R&D team will sky rocket everyday, your engineering team multiplied
Using tailored
synonyms
Powered by Goldfire
Using tailored
synonyms
Powered by Goldfire
Getting direct answers instead of a pile of documents, the productivity of
your R&D team will sky rocket everyday, your engineering team multiplied
One possible lens for getting rapid answers:
failures of AGVs and number of articles
from which they were extracted(all synonyms used)
Powered by Goldfire
Clicking on any of the failures we
can retrieve the articles behind
Powered by Goldfire
Powered by Goldfire
THE AGV SYSTEM: customer sentiment
In which countries are patent assignees
concentrated?
Powered by VantagePoint
Powered by VantagePoint
THE AGV SYSTEM: a quick view
Selecting all the terms related to IoT : what are the companies, who the
inventors, what the trend, what the articles, what the Countries, etc.
A quick first Conclusion:
The internet of things, its communication and sensor technology is
allowing companies to control & fix predictively, to propose & optimize
smart routes for the vehicles, to offer added services to customers…
Its penetration is increasing
However, the advance of IoT depends on the rhythm of advance of its
ecosystem technologies (e.g. 5G) and the players behind. Companies
should keep an eye into the ecosystem, not to be late or too early into
investing in IoT
thanks for watching!
If you would like to have an analysis of a given technology, send us an email
informa@triz.es
THE AGV SYSTEM

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Technology Ecosystem Iot and trends in AGVs

  • 1. How Internet of things is moving into AGVs A quick draft analysis done with the help of VantagePoint and Goldfire, two powerful tools deployed by Soluciones de Productividad para la Innovación y el Big Data científico y tecnológico Valencia, Spain Supervised machine learning, semantic analysis and emergence technologies are behind this analysis
  • 2. For this research, more than three thousands scientific articles from Web of Science and Scopus as well as more than ten thousands of patent families from the EPO as well as millions of articles of trusted sources as IEEE, Mc Graw Hill, Springer, SAE, ASTM etc., have been analyzed, duplicates removed. Terms related to Internet of things have been grouped and analyzed to see who is leading and in what fields. The result is a short set of analysis to see where things are moving.
  • 3. What is the system and the ecosystem in the AGV? And, what is the impact of the IoT ?
  • 4. THE AGV SYSTEM Powered by Goldfire A basic model of the functions in an AGV system: are they enough performant ? Can we set exactly the challenges to be improved? To the ecosystem
  • 5. THE AGV SYSTEM Powered by Goldfire A basic model of the functions in an AGV system: are they enough performant ? Can we set exactly the challenges to be improved? To the ecosystem
  • 6. THE AGV‘ IoT ECOSYSTEM Source: Harvard Business Review, adapted
  • 7. Control in AGVs is one of the leading terms in research, here the timeline in scientific activity (nº of publications per year) about the control of automated guided vehicles and synonyms Powered by VantagePoint THE AGV SYSTEM: some trends
  • 8. Leading terms related to Internet of Things (IoT) and how AGVs patenting companies weigh in such terms. The larger the word, the more cited it is. Powered by VantagePoint THE AGV SYSTEM: what do these publictions talk about?
  • 9. Patent classifications: Where leading assignees distribute their patent strategies in AGVs. Powered by VantagePoint Chart of emerging IPC codes Emergence is calculated in % and should have more than one in every three years G08G 1/16 ‘Traffic control systems…’
  • 10. navigation sensor position sensor infrared sensor ultrasonic sensor Hall effect sensor array 0 5 10 15 20 25 30 35 40 45 50 1985 1987 1988 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 navigation sensor magnetic sensor position sensor obstacle sensor infrared sensor optical sensor ultrasonic sensor angle sensor Hall effect sensor array What are the most patent protected sensors for controlling AGVs ? What is their rhythm of evolution? Powered by VantagePoint AGV’s patent protected sensors
  • 11. Assessing collaborations based on authors To notice the collaboration between the Delft University of Netherland and Toyota the ‘Keiretsu ‘manufacturer Powered by VantagePoint
  • 12. Getting direct answers instead of a pile of documents, the productivity of your R&D team will sky rocket everyday, your engineering team multiplied Using tailored synonyms Powered by Goldfire
  • 13. Using tailored synonyms Powered by Goldfire Getting direct answers instead of a pile of documents, the productivity of your R&D team will sky rocket everyday, your engineering team multiplied
  • 14. One possible lens for getting rapid answers: failures of AGVs and number of articles from which they were extracted(all synonyms used) Powered by Goldfire
  • 15. Clicking on any of the failures we can retrieve the articles behind Powered by Goldfire
  • 16. Powered by Goldfire THE AGV SYSTEM: customer sentiment
  • 17. In which countries are patent assignees concentrated? Powered by VantagePoint
  • 18. Powered by VantagePoint THE AGV SYSTEM: a quick view Selecting all the terms related to IoT : what are the companies, who the inventors, what the trend, what the articles, what the Countries, etc.
  • 19. A quick first Conclusion: The internet of things, its communication and sensor technology is allowing companies to control & fix predictively, to propose & optimize smart routes for the vehicles, to offer added services to customers… Its penetration is increasing However, the advance of IoT depends on the rhythm of advance of its ecosystem technologies (e.g. 5G) and the players behind. Companies should keep an eye into the ecosystem, not to be late or too early into investing in IoT thanks for watching! If you would like to have an analysis of a given technology, send us an email informa@triz.es THE AGV SYSTEM