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|label=D2: Real World KG
|label=D2: Real World KG
|label_lang_code=en
|label_lang_code=en
|description=
|description=Instantiation of the ontology from T1 with real-world data generated from electrochemical characterization.
|relations=
}}
}}
=Details=
=Details=


=== Battery cell types ===
=== Battery cell types ===
The following battery cell types were instantiated in the knowledge graph:
* Commercially available pouch cell batteries
** Bought in publicly funded projects
** Various manufacturers
*** Kokam (Graphite || Nickel rich LithiumNickelCobaldOxide)
*** ConradEnergy (Graphite || LithiumCobaltOxide)
** Various chemistries
*** Cells from publicly funded projects --> data available for use in Onterface
*** from typical battery cells
**** Typical anode (negative electrode) materials: Graphite, LTO
**** Typical cathode (positive electrode) materials, that are partially outdated, but still in use or state of the art: LCO, NMC(111, 532, 622, 811), NCA, LNCO, LFP
**** Where available: link to terms defined in BattINFO
* Post Mortem procedure 
** Discharge of battery cell to lower operational voltage limit
** Opening of pouch cells in inert gas atmosphere: Post-Mortem experiments, involving cell opening and lab cell construction were carried out under argon atmosphere. A glove box (MB200MOD, M. Braun Inertgas-Systeme GmbH) ensured a low content of water and oxygen below 1 ppm.
** Harvesting electrodes from pouch cells
*** Washing of electrodes with DMC (or other solvent that is part of the reference electrolyte mixture to be used in later step) to remove residual lithium salts from the original electrolyte
*** Removing back side coating for electrical contact in laboratory cell
** Building three electrode laboratory cells with metallic lithium reference electrode: Three-electrode electrochemical tests were carried out in ECC-PAT-Core test cells, supplied by EL-CELL GmbH. From a battery cell opened at discharged state, the electrodes were harvested. To achieve electrical contact from the backside, the coating was removed from one of the sides of the electrode sheets, and discs were punched out. Besides the electrodes, a lithium reference electrode, integrated into a glass fiber 260 µm separator, a 200 µm plunger, and 150 µl of the electrolyte LP57 (1M LiPF<sub>6</sub> in EMC/EC solution, with a weight ratio of 7:3, supplied by BASF) was used to build a test cell. Thereby, the individual electrodes’ potentials became accessible for investigation.
*** EL-CELL Cell Casing (https://el-cell.com/<nowiki/>),Type: ECC-Pat (ring reference electrode) or ECC-Ref (dot shaped reference electrode)
*** Reference separator Cellgard (ECC-Pat) / EL-CELL glas fiber
*** Reference electrolyte LP57
** Analysis of the chemical composition of the electrodes havested from the pouch cells: From the negative and positive electrodes, two samples at each SoC with a weight of about 1 g were cut and individually dissolved in 30 ml of ''aqua regia'' - a mixture of nitric acid and hydrochloric acid. The resulting solutions were analyzed by inductively coupled plasma-optical emission spectrometry (ICP-OES). The measurements were carried out using a Vista-PRO radial, supplied by Varian Inc.


=== Data source / Measurements ===
=== Data source / Measurements ===
Characterization data was obtained from the following sources:
* Cell tests / Cycling at Fraunhofer ISC during public funded projects and PhD Thesis project of Lukas Gold
* Electrochemical tests: All electrochemical tests were conducted within a controlled environment at a constant temperature of 25 °C. Depending on space requirements and duration of the experiment, a Vötsch VT<sup>3</sup> 4018-S, a Vötsch VT 4021-S, a Weiss WKL 34/70, or a Memmert IPP 260<sup>PLUS</sup> were used to control ambient conditions. A Maccor Series 4000 galvanostat was used to perform cycling tests.
** (Re)creating a uniform SEI (solid electrolyte interphase) with five C/10 constant-current cycles including constant-voltage at cut-off voltag (usually 4.2 V for graphite || lithium transition metall oxide cells) cell voltage until  (cut-off) current of C/20 was reached
** Slow (small C-Rate <= 0.1 C) cycling tests: CC-CV capacity test at 0.03 C was done. Cells were cycled between 3.0 V and 4.2 V with a constant current. For the constant voltage charging step, a cut-off current of 0.01 C was chosen.
*** High accuracy data recordings with dV <= 5 mV and at least 100 data points per half cycle
*** To achieve a good resolution in the incremental capacity analysis the depicted cycles were performed at 0.03 C between the voltage bounds, specified by the parenting battery cell’s specification.
*** Plots of cell voltage and individual electrode potentials are derived from the second slow cycle after the formation (following the laboratory cell building)
* Incremental capacity (IC) analysis to identify stages and phases utilized within the voltage range, specified in the  data sheets of respective parent pouch cells, which the electrodes for the laboratory cells where harvested from
** IC allows to estimated the cell balancing, e.g., which voltage range and what share of the maximum theoretical capacity of an active material is used
** Cell voltage and electrode potentials are provided for battery cell simulation


=== Result ===
=== Result ===
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| edit = 1
| edit = 1
| edge_labels = 0
| edge_labels = 0
}}{{OslTemplate:KB/Term/Footer
}}
}}
{{OslTemplate:KB/Term/Footer}}

Latest revision as of 15:55, 8 March 2023

For the "HasDescription" annotation, the parser was unable to determine a language code (i.e. "foo@en").

OSL5b213dbe439441cbbf0b99baf6a3fe0d
ID OSL5b213dbe439441cbbf0b99baf6a3fe0d
UUID 5b213dbe-4394-41cb-bf0b-99baf6a3fe0d
Ontology IRI
Relations (Outgoing)
Relations (Incoming)

Short description

Instantiation of the ontology from T1 with real-world data generated from electrochemical characterization.

Details

Battery cell types

The following battery cell types were instantiated in the knowledge graph:

  • Commercially available pouch cell batteries
    • Bought in publicly funded projects
    • Various manufacturers
      • Kokam (Graphite || Nickel rich LithiumNickelCobaldOxide)
      • ConradEnergy (Graphite || LithiumCobaltOxide)
    • Various chemistries
      • Cells from publicly funded projects --> data available for use in Onterface
      • from typical battery cells
        • Typical anode (negative electrode) materials: Graphite, LTO
        • Typical cathode (positive electrode) materials, that are partially outdated, but still in use or state of the art: LCO, NMC(111, 532, 622, 811), NCA, LNCO, LFP
        • Where available: link to terms defined in BattINFO
  • Post Mortem procedure
    • Discharge of battery cell to lower operational voltage limit
    • Opening of pouch cells in inert gas atmosphere: Post-Mortem experiments, involving cell opening and lab cell construction were carried out under argon atmosphere. A glove box (MB200MOD, M. Braun Inertgas-Systeme GmbH) ensured a low content of water and oxygen below 1 ppm.
    • Harvesting electrodes from pouch cells
      • Washing of electrodes with DMC (or other solvent that is part of the reference electrolyte mixture to be used in later step) to remove residual lithium salts from the original electrolyte
      • Removing back side coating for electrical contact in laboratory cell
    • Building three electrode laboratory cells with metallic lithium reference electrode: Three-electrode electrochemical tests were carried out in ECC-PAT-Core test cells, supplied by EL-CELL GmbH. From a battery cell opened at discharged state, the electrodes were harvested. To achieve electrical contact from the backside, the coating was removed from one of the sides of the electrode sheets, and discs were punched out. Besides the electrodes, a lithium reference electrode, integrated into a glass fiber 260 µm separator, a 200 µm plunger, and 150 µl of the electrolyte LP57 (1M LiPF6 in EMC/EC solution, with a weight ratio of 7:3, supplied by BASF) was used to build a test cell. Thereby, the individual electrodes’ potentials became accessible for investigation.
      • EL-CELL Cell Casing (https://el-cell.com/),Type: ECC-Pat (ring reference electrode) or ECC-Ref (dot shaped reference electrode)
      • Reference separator Cellgard (ECC-Pat) / EL-CELL glas fiber
      • Reference electrolyte LP57
    • Analysis of the chemical composition of the electrodes havested from the pouch cells: From the negative and positive electrodes, two samples at each SoC with a weight of about 1 g were cut and individually dissolved in 30 ml of aqua regia - a mixture of nitric acid and hydrochloric acid. The resulting solutions were analyzed by inductively coupled plasma-optical emission spectrometry (ICP-OES). The measurements were carried out using a Vista-PRO radial, supplied by Varian Inc.

Data source / Measurements

Characterization data was obtained from the following sources:

  • Cell tests / Cycling at Fraunhofer ISC during public funded projects and PhD Thesis project of Lukas Gold
  • Electrochemical tests: All electrochemical tests were conducted within a controlled environment at a constant temperature of 25 °C. Depending on space requirements and duration of the experiment, a Vötsch VT3 4018-S, a Vötsch VT 4021-S, a Weiss WKL 34/70, or a Memmert IPP 260PLUS were used to control ambient conditions. A Maccor Series 4000 galvanostat was used to perform cycling tests.
    • (Re)creating a uniform SEI (solid electrolyte interphase) with five C/10 constant-current cycles including constant-voltage at cut-off voltag (usually 4.2 V for graphite || lithium transition metall oxide cells) cell voltage until (cut-off) current of C/20 was reached
    • Slow (small C-Rate <= 0.1 C) cycling tests: CC-CV capacity test at 0.03 C was done. Cells were cycled between 3.0 V and 4.2 V with a constant current. For the constant voltage charging step, a cut-off current of 0.01 C was chosen.
      • High accuracy data recordings with dV <= 5 mV and at least 100 data points per half cycle
      • To achieve a good resolution in the incremental capacity analysis the depicted cycles were performed at 0.03 C between the voltage bounds, specified by the parenting battery cell’s specification.
      • Plots of cell voltage and individual electrode potentials are derived from the second slow cycle after the formation (following the laboratory cell building)
  • Incremental capacity (IC) analysis to identify stages and phases utilized within the voltage range, specified in the data sheets of respective parent pouch cells, which the electrodes for the laboratory cells where harvested from
    • IC allows to estimated the cell balancing, e.g., which voltage range and what share of the maximum theoretical capacity of an active material is used
    • Cell voltage and electrode potentials are provided for battery cell simulation

Result

Anhang


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    { "root":"Term:OSL5b213dbe439441cbbf0b99baf6a3fe0d", "properties":[ "-HasOutput"], "edit": true, "permalink":true, "depth":1, "edge_labels": false}


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