MESSAI.io/Parameters
CatalogCorrelationsGlobal AnalysisParameter SweepMethodology
run 60d12354corpus v2026-05-19model gp-scm-v1.2.0ran 0.0s
SWEEPexternal_resistancefrom50to5000across12 log stepsat fixedT = 23°C, pH = 7, HRT = 24 h, area = 7 cm², culture = wastewater_inoculum
Viewpaper: liu-logan-2004backtest (all papers)
anti-HARKing rail · Logan & Regan 2006
WARNV5Coulombic mass-balance is open on 11/12 sweep points (>5% closure error). Check substrate consumption + Q_measured.· Logan-group hygiene check; mass balance fundamentals
Platform
Microbial electrochemical systems · living biofilm catalyst
System type
Sweep parameter
Fixed conditions
Objective
Reproducing

Liu H, Logan BE (2004) — Environmental Science & Technology

Electricity generation using an air-cathode single chamber microbial fuel cell in the presence and absence of a proton exchange membrane
DOI: 10.1021/es034923g
MetricReportedPredictedΔBand
Power density
without PEM, domestic wastewater feed (primary clarifier effluent), 200-300 mg/L COD
p. 4042, Fig. 2 + Table 1
146
mW/m²
145
mW/m²
-0.9%green
Power density
WITH PEM (Nafion 117), domestic wastewater feed — comparison run showing the PEM penalty
p. 4042, Table 1
28.0
mW/m²
27.7
mW/m²
-1.1%green
Power density
without PEM, acetate feed (defined substrate, higher than wastewater) — best-case headline
p. 4043, Table 1
262
mW/m²
272
mW/m²
+3.9%green
Coulombic efficiency
without PEM, wastewater feed (typical Logan-group mixed-community air-cathode CE)
p. 4043
12.0
%
12.8
%
+6.7%green
COD removal
COD removal after fed-batch cycle, wastewater feed
p. 4043
80.0
%
81.8
%
+2.2%green
Δ-bands per Logan & Regan 2006 lab-to-lab reproducibility envelope: green ≤±25%, amber ±25–50%, red >±50%. Predictions from Butler-Volmer + Ohmic + Tafel closure calibrated against the Logan corpus (regression-tested in butler-volmer-calibration.test.ts).
What we don't know about this paper (6 items)
  1. The paper reports four configurations (acetate × wastewater) × (with PEM × without PEM); this preset models the "without PEM, wastewater" headline case. The acetate run reaches 262 mW/m² and the with-PEM-wastewater run only 28 mW/m² — both encoded in reportedResults for comparison.
  2. Several setup details are unreported in the 2004 paper: exact buffer composition (the wastewater run used the wastewater's native buffer, not a phosphate buffer), electrode pre-treatment protocol, cathode binder composition. We use Logan-group typical values as the canonical guess.
  3. The often-cited "766 mW/m²" figure is from FOLLOW-UP Logan-group papers (Cheng et al. 2006 with cloth electrode treatment; Cheng & Logan 2007 with NH₃ treatment), NOT from this 2004 paper. The 2004 paper's actual headline is 146 mW/m² wastewater / 262 mW/m² acetate. We encode the original number, not the later optimization.
  4. Reported peak was at a single time point in a fed-batch cycle; lab-to-lab variability on identical Liu-Logan-style single-chamber air-cathode MFCs runs ±30-50% (Logan & Regan 2006).
  5. 2004 was 2 years BEFORE the Logan group published the standardized MFC methodology paper (Logan & Regan 2006). Some 2004-paper numbers would be reported differently under the modern reporting convention (e.g., projected vs total cathode area, OCV vs operating voltage normalization). The polarization-curve methodology is robust; the per-condition numbers should be treated as ±20% bounded.
  6. Internal resistance R_int for this configuration is reported as ~84 Ω with PEM and ~161 Ω without PEM — but note the WITHOUT-PEM total resistance is dominated by cathode overpotential, not ohmic loss. The "R_int dropped by removing PEM" narrative refers to the OHMIC component, not total R_int. (Common misreading of the paper.)
Source mix
EMP 0CAL 0SIM 12EXT 0
Peak power density
142mW/m²✓ mass-bal
at x = 937 · n=0 nearby papers
Coulombic efficiency
12.7%
mixed-culture realistic range 20-55%
Internal resistance
3500Ω·cm²
area-normalized; Logan-group standard
Empirical coverage
0.97@ 95%
n=325 · ECE 0.02
SHOW
-377.71-262.18-146.64-31.1084.4320050.010402030302040105000Power density (areal) (mW/m²)external_resistance (Ω)x=50 · Power density (areal)=-339.2 mW/m² · SIMULATED · 0 nearby papersx=76 · Power density (areal)=-276.5 mW/m² · SIMULATED · 0 nearby papersx=116 · Power density (areal)=-198.3 mW/m² · SIMULATED · 0 nearby papersx=176 · Power density (areal)=-108.6 mW/m² · SIMULATED · 0 nearby papersx=267 · Power density (areal)=-17.4 mW/m² · SIMULATED · 0 nearby papersx=406 · Power density (areal)=61.9 mW/m² · SIMULATED · 0 nearby papersx=616 · Power density (areal)=116.8 mW/m² · SIMULATED · 0 nearby papersx=937 · Power density (areal)=142.2 mW/m² · SIMULATED · 0 nearby papersx=1420 · Power density (areal)=142.1 mW/m² · SIMULATED · 0 nearby papersx=2160 · Power density (areal)=125.6 mW/m² · SIMULATED · 0 nearby papersx=3290 · Power density (areal)=102.3 mW/m² · SIMULATED · 0 nearby papersx=5000 · Power density (areal)=78.7 mW/m² · SIMULATED · 0 nearby papers◆ optimum142.2 mW/m² @ 937