Biochar Stability Dashboard

Part 1 / 3 - Exploring the data

This first dashboard allows to explore the biochar incubation data and the associated metadata, which were collected from the litterature and compiled in a single consistent format. The result of many hours of work.

Dashboard under construction

Biochar incubation data and the associated metadata

The two graphs below present the actual biochar incubation data, for all observations in the data set, both as cumulative biochar carbon loss (decay, in %) and as daily decay rates (% biochar C loss per day). The linked table provides some information about the experimental conditions (what we call metadata).

Figures are interactive: hover on the lines, click on the lines, select rows from the table, to highlight specific curves.

#
ID_obs
AuthorDate
Biomass
Pyrolysis
Temperature (deg)
Heating rate (deg/min)
Residence time (min)
LabField
IncubationDuration
IncubationTemperature
Cultivated
SoilMoisture_WHC
Soil clay content
Carbon
Carbon, organic
Hydrogen
H/C_org
0
1
Major2010
wood
pyr-slow
500
na
2880
Field
568
26
No
na
0.3
0.6759999999999999
na
0.0164595
na
1
3
Wu2016
crop
pyr-slow
500
7.5
180
Lab
390
25
No
1
0.244
0.805
0.6102
0.0184
0.35935388806753416
2
4
Wu2016
crop
pyr-slow
500
7.5
180
Lab
390
25
No
1
0.196
0.805
0.6102
0.0184
0.35935388806753416
3
5
Wu2016
crop
pyr-slow
500
7.5
180
Lab
390
25
No
1
0.271
0.805
0.6102
0.0184
0.35935388806753416
4
6
Wu2016
crop
pyr-slow
500
7.5
180
Lab
390
25
No
1
0.26
0.805
0.6102
0.0184
0.35935388806753416
5
7
Wu2016
crop
pyr-slow
500
7.5
180
Lab
390
25
No
1
0.354
0.805
0.6102
0.0184
0.35935388806753416
6
8
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
20
No
0.7
0.441
0.674
0.674
0.035065081901970746
0.62
7
9
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
40
No
0.7
0.441
0.674
0.674
0.035065081901970746
0.62
8
10
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
60
No
0.7
0.441
0.674
0.674
0.035065081901970746
0.62
9
11
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
20
No
0.7
0.441
0.732
0.732
0.030097500661909797
0.49
10
12
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
40
No
0.7
0.441
0.732
0.732
0.030097500661909797
0.49
11
13
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
60
No
0.7
0.441
0.732
0.732
0.030097500661909797
0.49
12
14
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
20
No
0.7
0.441
0.674
0.674
0.035065081901970746
0.62
13
15
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
40
No
0.7
0.441
0.674
0.674
0.035065081901970746
0.62
14
16
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
60
No
0.7
0.441
0.674
0.674
0.035065081901970746
0.62
15
17
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
20
No
0.7
0.441
0.732
0.732
0.030097500661909797
0.49
16
18
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
40
No
0.7
0.441
0.732
0.732
0.030097500661909797
0.49
17
19
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
60
No
0.7
0.441
0.732
0.732
0.030097500661909797
0.49
18
20
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
20
No
0.7
0.442
0.674
0.674
0.035065081901970746
0.62
19
21
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
40
No
0.7
0.442
0.674
0.674
0.035065081901970746
0.62
20
22
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
60
No
0.7
0.442
0.674
0.674
0.035065081901970746
0.62
21
23
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
20
No
0.7
0.442
0.732
0.732
0.030097500661909797
0.49
22
24
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
40
No
0.7
0.442
0.732
0.732
0.030097500661909797
0.49
23
25
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
60
No
0.7
0.442
0.732
0.732
0.030097500661909797
0.49
24
26
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
20
No
0.7
0.215
0.674
0.674
0.035065081901970746
0.62
25
27
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
40
No
0.7
0.215
0.674
0.674
0.035065081901970746
0.62
26
28
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
60
No
0.7
0.215
0.674
0.674
0.035065081901970746
0.62
27
29
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
20
No
0.7
0.215
0.732
0.732
0.030097500661909797
0.49
28
30
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
40
No
0.7
0.215
0.732
0.732
0.030097500661909797
0.49
29
31
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
60
No
0.7
0.215
0.732
0.732
0.030097500661909797
0.49
30
32
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
20
No
0.7
0.013
0.674
0.674
0.035065081901970746
0.62
31
33
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
40
No
0.7
0.013
0.674
0.674
0.035065081901970746
0.62
32
34
Fang2014
wood
pyr-slow
450
7.5
40
Lab
730
60
No
0.7
0.013
0.674
0.674
0.035065081901970746
0.62
33
35
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
20
No
0.7
0.013
0.732
0.732
0.030097500661909797
0.49
34
36
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
40
No
0.7
0.013
0.732
0.732
0.030097500661909797
0.49
35
37
Fang2014
wood
pyr-slow
550
7.5
40
Lab
730
60
No
0.7
0.013
0.732
0.732
0.030097500661909797
0.49
36
39
Dharmakeerthi2015
wood
pyr-slow
500
na
2880
Lab
2596
30
No
0.55
0.3
0.717
0.717
0.0156428461954757
0.26
37
40
Kuzyakov2014
grass
pyr-slow
400
1.4074074074074074
780
Lab
3102
20
No
0.7
0.23
0.55
na
na
na
38
41
Kuzyakov2014
grass
pyr-slow
400
1.4074074074074074
780
Lab
3102
20
No
0.7
na
0.55
na
na
na
39
42
Herath2015
crop
pyr-slow
350
36
0
Lab
510
19
No
0.7
0.228
0.635
NaN
0.0377
0.68
40
43
Herath2015
crop
pyr-slow
550
51
0
Lab
510
19
No
0.7
0.228
0.717
NaN
0.0292
0.47
41
44
Herath2015
crop
pyr-slow
350
36
0
Lab
510
19
No
0.7
0.165
0.635
NaN
0.0377
0.68
42
45
Herath2015
crop
pyr-slow
550
51
0
Lab
510
19
No
0.7
0.165
0.717
NaN
0.0292
0.47
43
46
Ventura2019
crop
gas
1200
NaN
NaN
Field
959
12
Yes
NaN
0.12
0.561
NaN
0.023
NaN
44
47
Ventura2019
crop
gas
1200
NaN
NaN
Field
959
12
Yes
NaN
0.12
0.561
NaN
0.023
NaN
45
48
Ventura2014
crop
gas
1200
NaN
NaN
Field
164
11
Yes
NaN
0.07
0.561
NaN
0.023
NaN
46
49
Budai2016
crop
no-treat
105
na
na
Lab
365
20
No
0.6
0.06
0.47700000000000004
na
0.065
NaN
47
50
Budai2016
crop
htc
230
na
360
Lab
365
20
No
0.6
0.06
0.599
na
0.06
NaN
48
51
Budai2016
crop
pyr-flash
600
na
20
Lab
365
20
No
0.6
0.06
0.8320000000000001
na
0.021
NaN
49
52
Budai2016
crop
pyr-slow
369
2.5
0
Lab
365
20
No
0.6
0.06
0.742
na
0.046
NaN
50
53
Budai2016
crop
pyr-slow
416
2.5
0
Lab
365
20
No
0.6
0.06
0.7879999999999999
na
0.039
NaN


Download all the data

All the data shown above (and the code to deal with it) is available for download in various format:

  • Get it from GitHub (data + code)
  • Get it in .xlsx format (data only)
  • Get it in .json format (data only)

Scroll down for more

Below, more interactive figures and text analyses are provided. They reproduce the results from our pre-print article published here insert link.

What biomass types were used?


Most biochars were derived from wood

Most observations were from wood-derived biochars (74 observations). Other biomass types used were crop residues (29, mainly corncob, rice straw or wheat straw), grass (18, mainly miscanthus), manure (4) and biosolids (1).

Some feedstocks are preferred for practical reasons

Biomass with a C4 carbon fixation pathway (e.g., maize, miscanthus, sugarcane) has been commonly used as it is a cheaper and easier way to perform isotopic analyses than with labelled biomass.

Wood-derived biochars have much lower ash content than other feedstocks

A key difference between the biochar from different feedstocks is the ash content.

What pyrolysis conditions types were used?


Most biochars were from slow pyrolysis

The vast majority of observations used biochar produced via slow pyrolysis (119 observations), while only a handful of observations are available for gasification (4), hydrothermal carbonisation (2), or flash pyrolysis (1).

Most biochars were produced at lab-scale

In most cases, the pyrolysis was performed in laboratory bench scale reactors, although some commercial pyrolysis reactors have also been used (mainly when using a biomass feedstock with a C4 carbon fixating pathway, for practical reasons).

Pyrolysis temperature, heating rate, and residence time

Pyrolysis conditions are usually described using the highest treatment temperature (HHT, °C), the heating rate (HR, °C/min) and the residence time (RT, min) at the HHT. The HHT is nearly always reported in incubation studies, although it is recognised that HHT is difficult to determine in large scale (commercial) reactors due to non homogenous heat distribution. Likewise, HR and RT are mostly reported for laboratory produced biochar where these parameters are well controlled. A common possible source of misinterpretation, for the RT, is that some studies report an overall RT inside the reactor (from start to end of pyrolysis process, possibly including drying time) while other report the RT at HHT. Here, only RT at HHT were included in the database leading to some missing data.

The range of HHT investigated spans from, with 200 to 800°C, with most values in the range of 400-600°C. One experiment used a gasification biochar produced at a much higher temperature of 1200°C. HR spanned between 2.5°C/min and up to 51°C/min. Finally, RT is mostly short, between 40 minutes and 3 hours, although the effect of longer residence time was tested in some cases, up to 72 hours.

From this exploration, it can be drawn that there is a gap in coverage of biochar produced at higher temperatures (> 700°C) and that coverage of the lower range of temperature could be improved as it is likely to be associated with lower stability and non-linearity. Likewise, conditions other than slow pyrolysis should also better covered (at least, in the literature performing incubation with isotopic analysis), including hydro-thermal carbonisation, gasification, and fast/flash pyrolysis.