Dataset Open Access

Sensor data set of 3 electromechanical cylinder at ZeMA testbed (2kHz)

Dorst, Tanja


MARC21 XML Export

<?xml version='1.0' encoding='UTF-8'?>
<record xmlns="http://www.loc.gov/MARC21/slim">
  <leader>00000nmm##2200000uu#4500</leader>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">dynamic measurement, measurement uncertainty, sensor network, digital sensors, MEMS, machine learning</subfield>
  </datafield>
  <controlfield tag="005">20200703125919.0</controlfield>
  <controlfield tag="001">3929385</controlfield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">1107393400</subfield>
    <subfield code="z">md5:b6dfa97265e5c1101da5d0eb0aa78ed5</subfield>
    <subfield code="u">https://zenodo.org/record/3929385/files/axis3_2kHz.h5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">1070609400</subfield>
    <subfield code="z">md5:9a19cead620765112703d7e7ff104c1d</subfield>
    <subfield code="u">https://zenodo.org/record/3929385/files/axis5_2kHz.h5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">1008833400</subfield>
    <subfield code="z">md5:5bee3964038ff31b86955cea5f8b93dd</subfield>
    <subfield code="u">https://zenodo.org/record/3929385/files/axis7_2kHz.h5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">568173</subfield>
    <subfield code="z">md5:a7b654478e41e4dfc707d2fb0732231f</subfield>
    <subfield code="u">https://zenodo.org/record/3929385/files/documentation.pdf</subfield>
  </datafield>
  <datafield tag="542" ind1=" " ind2=" ">
    <subfield code="l">open</subfield>
  </datafield>
  <datafield tag="260" ind1=" " ind2=" ">
    <subfield code="c">2019-05-10</subfield>
  </datafield>
  <datafield tag="909" ind1="C" ind2="O">
    <subfield code="p">openaire_data</subfield>
    <subfield code="p">user-met4fof</subfield>
    <subfield code="o">oai:zenodo.org:3929385</subfield>
  </datafield>
  <datafield tag="100" ind1=" " ind2=" ">
    <subfield code="a">Dorst, Tanja</subfield>
  </datafield>
  <datafield tag="245" ind1=" " ind2=" ">
    <subfield code="a">Sensor data set of 3 electromechanical cylinder at ZeMA testbed (2kHz)</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">user-met4fof</subfield>
  </datafield>
  <datafield tag="540" ind1=" " ind2=" ">
    <subfield code="u">https://creativecommons.org/licenses/by/4.0/legalcode</subfield>
    <subfield code="a">Creative Commons Attribution 4.0 International</subfield>
  </datafield>
  <datafield tag="650" ind1="1" ind2="7">
    <subfield code="a">cc-by</subfield>
    <subfield code="2">opendefinition.org</subfield>
  </datafield>
  <datafield tag="520" ind1=" " ind2=" ">
    <subfield code="a">&lt;p&gt;&lt;strong&gt;General information on the data set&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The data set was generated at the ZeMA testbed. A working cycle lasts 2.8s and consists of a forward stroke, a waiting time and a return stroke. The data set does not consist of the entire working cycles. Only one second of the return stroke of each working cycle is used.&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Structure of the data&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;data saved in three HDF5 file as a 3D-matrix, one file is for one axis&lt;/li&gt;
	&lt;li&gt;one row represents one second of the return stroke of one working cycle&lt;br&gt;
	axis 3: 6292 cycles&lt;br&gt;
	axis 5: 6083 cycles&lt;br&gt;
	axis 7: 5732 cycles&lt;/li&gt;
	&lt;li&gt;one column represents one datapoint of the cycle, that is resampled to 2 kHz (2000 columns)&lt;/li&gt;
	&lt;li&gt;one page represent one sensor (11 pages: 11 sensors)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Allocation of the pages to the sensors&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;page 1: microphone&lt;br&gt;
page 2: acceleration plain bearing&lt;br&gt;
page 3: acceleration piston rod&lt;br&gt;
page 4: acceleration ball bearing&lt;br&gt;
page 5: axial force&lt;br&gt;
page 6: pressure&lt;br&gt;
page 7: velocity&lt;br&gt;
page 8: active current&lt;br&gt;
page 9: motor current phase 1&lt;br&gt;
page 10: motor current phase 2&lt;br&gt;
page 11: motor current phase 3&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Remark&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The datasets are not in SI units. For conversion, you can use the PDF documentation.&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Further information&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;For an introduction and tutorial to this data, a set of Jupyter notebooks is available &lt;a href="https://github.com/harislulic/ZeMA-machine-learning-tutorials"&gt;here&lt;/a&gt;. These notebooks contain Python code and a documentation of example machine learning tasks and analysis of this data set. In the near future, these will be extended to also include uncertainties in the input data.&lt;/p&gt;</subfield>
  </datafield>
  <datafield tag="773" ind1=" " ind2=" ">
    <subfield code="n">doi</subfield>
    <subfield code="i">isVersionOf</subfield>
    <subfield code="a">10.5281/zenodo.2702225</subfield>
  </datafield>
  <datafield tag="024" ind1=" " ind2=" ">
    <subfield code="a">10.5281/zenodo.3929385</subfield>
    <subfield code="2">doi</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">dataset</subfield>
  </datafield>
</record>
313
303
views
downloads
All versions This version
Views 31377
Downloads 30363
Data volume 84.5 GB16.5 GB
Unique views 26466
Unique downloads 20147

Share

Cite as