Mine-Water Process Console

Operator Platform

2026-04-21

Site Synthetic North American Gold Mine MBBR Benchmark

Train Equalization -> R1 front-end -> R2 nitrification

Design flow 6,000 m3/d

Current source Synthetic benchmark demo

Step 1

Enter today’s measured data

Start with the operator measurements for today. Advanced chemistry and source inputs stay tucked away unless you need them.

This deployed Pages build is a demo preview. The live operator input flow runs in the FastAPI app.

Operating date date Flow to biology m3/d Water temperature C Influent pH pH Alkalinity mg/L as CaCO3 Influent NH4-N mg/L Influent NO2-N mg/L Influent NO3-N mg/L R1 dissolved oxygen mg/L R2 dissolved oxygen mg/L

Show advanced chemistry and flow inputs

OCN-N mg/L SCN-N mg/L Copper mg/L Conductivity / TDS proxy uS/cm PO4-P mg/L TSS mg/L NaOH dose L/h Phosphorus dose L/h R1 airflow Nm3/h R2 airflow Nm3/h

The first result is operator-ready. Raw chemistry and biology stay hidden until you open the dashboard panels.

Step 2

Operator translation

Enter today’s values in Step 1, then run the operator translation.

Decision matrix

What to do first, not just what the model calculated.

Decision area	Status	Why it matters	Operator move	Outlook

Step 3

Open the dashboard only when you need detail

The console hides chemistry, biology, validation, and historical detail until an operator asks for it.

Recent process performance

Compare today with the recent operating window and tomorrow’s likely direction.

Risk timeline

See how the operator risk score moves over time, then check whether tomorrow is likely to rise or ease.

Dataset	Species	RMSE	MAE	Bias	R2
effluent	NH4_N_mg_L	2.501	2.001	0.313	0.455
effluent	NO2_N_mg_L	1.992	1.643	-0.764	-0.475
effluent	NO3_N_mg_L	2.888	2.15	1.181	0.747
R1	NH4_N_mg_L	1.826	1.438	-0.536	0.829
R1	NO2_N_mg_L	0.377	0.292	0.111	0.607
R1	NO3_N_mg_L	1.13	0.899	0.131	0.974
R2	NH4_N_mg_L	2.501	2.001	0.313	0.455
R2	NO2_N_mg_L	1.992	1.643	-0.764	-0.475
R2	NO3_N_mg_L	2.888	2.15	1.181	0.747

Show event-response checks

Event	Passed	Expected response	Rules seen
winter_cold	True	Reduced nitrification rate; thicker biofilm; higher residual NH4	cold_weather_nitrification_slowdown; cold_weather_nitrification_slowdown; front_end_scn_ocn_overload; cold_weather_nitrification_slowdown; front_end_scn_ocn_overload; copper_inhibition_suspected; cold_weather_nitrification_slowdown; low_do_r2; front_end_scn_ocn_overload; front_end_scn_ocn_overload
flow_spike	False	Higher load and shorter effective HRT	cold_weather_nitrification_slowdown; copper_inhibition_suspected
copper_upset	False	Reduced biological activity, especially NOB sensitivity	cold_weather_nitrification_slowdown; copper_inhibition_suspected
high_load	False	Higher oxygen demand and alkalinity use	low_alkalinity_pH_risk; low_do_r2; low_do_r2; low_alkalinity_pH_risk; low_do_r2; low_alkalinity_pH_risk; front_end_scn_ocn_overload
low_DO_R2	False	Nitrite accumulation risk	low_alkalinity_pH_risk; low_alkalinity_pH_risk; front_end_scn_ocn_overload
SCN_spike	False	Front-end load rises; NH4 entering R2 may increase	copper_inhibition_suspected; nitrite_accumulation_risk; low_alkalinity_pH_risk; low_alkalinity_pH_risk; copper_inhibition_suspected; low_alkalinity_pH_risk; front_end_scn_ocn_overload; low_alkalinity_pH_risk; front_end_scn_ocn_overload; copper_inhibition_suspected; low_do_r2; low_alkalinity_pH_risk; copper_inhibition_suspected

Metric	Today	Likely tomorrow
Predicted effluent NH4-N	15.013	None
Predicted effluent NO2-N	4.539	None
Predicted effluent NO3-N	39.91	None
Predicted effluent pH	7.135	None
Unionized NH3-N	0.0349	None

Guild activity view

Biology stays out of the first operator screen, but you can pull it in here when troubleshooting persistent trends.

Show guild table

Stage	Guild	DNA	RNA	RNA/DNA
R1	G1_SCN_sulfur_oxidizers	0.338	0.393	1.161
R1	G2_OCN_CN_transformers	0.179	0.217	1.212
R1	G3_AOB	0.078	0.072	0.927
R1	G4_NOB	0.04	0.03	0.79
R1	G5_comammox	0.018	0.012	0.978
R1	G6_denitrifiers	0.102	0.091	0.907
R1	G7_background_heterotrophs	0.245	0.185	0.753
R2	G1_SCN_sulfur_oxidizers	0.03	0.022	0.85
R2	G2_OCN_CN_transformers	0.028	0.019	0.752
R2	G3_AOB	0.281	0.318	1.133
R2	G4_NOB	0.241	0.257	1.071
R2	G5_comammox	0.089	0.102	1.168
R2	G6_denitrifiers	0.097	0.08	0.83
R2	G7_background_heterotrophs	0.233	0.201	0.871

Parity Effluent

Residual Effluent

Parity Stage

Residual Stage

Show split metrics

Dataset	Scope	Species	RMSE	MAE	Bias	R2
effluent	cold_holdout	NH4_N_mg_L	2.417	2.152	2.095	-1.069
effluent	training	NH4_N_mg_L	2.384	1.903	0.421	0.473
effluent	upset_holdout	NH4_N_mg_L	3.302	2.585	-2.181	-0.387
effluent	cold_holdout	NO2_N_mg_L	3.2	3.091	-3.091	-22.576
effluent	training	NO2_N_mg_L	1.876	1.551	-0.632	-0.506
effluent	upset_holdout	NO2_N_mg_L	1.159	0.955	0.465	-0.558
effluent	cold_holdout	NO3_N_mg_L	1.24	0.872	0.084	0.879
effluent	training	NO3_N_mg_L	2.76	2.083	1.104	0.78
effluent	upset_holdout	NO3_N_mg_L	4.489	3.866	2.794	0.272
R1	cold_holdout	NH4_N_mg_L	1.918	1.654	-1.583	0.331
R1	training	NH4_N_mg_L	1.812	1.402	-0.41	0.834
R1	upset_holdout	NH4_N_mg_L	1.841	1.503	-0.475	0.733
R1	cold_holdout	NO2_N_mg_L	0.22	0.174	-0.022	0.615
R1	training	NO2_N_mg_L	0.396	0.308	0.132	0.548
R1	upset_holdout	NO2_N_mg_L	0.356	0.287	0.086	-0.031
R1	cold_holdout	NO3_N_mg_L	0.82	0.636	-0.103	0.95
R1	training	NO3_N_mg_L	1.163	0.928	0.129	0.975
R1	upset_holdout	NO3_N_mg_L	1.134	0.935	0.368	0.97
R2	cold_holdout	NH4_N_mg_L	2.417	2.152	2.095	-1.069
R2	training	NH4_N_mg_L	2.384	1.903	0.421	0.473
R2	upset_holdout	NH4_N_mg_L	3.302	2.585	-2.181	-0.387
R2	cold_holdout	NO2_N_mg_L	3.2	3.091	-3.091	-22.576
R2	training	NO2_N_mg_L	1.876	1.551	-0.632	-0.506
R2	upset_holdout	NO2_N_mg_L	1.159	0.955	0.465	-0.558
R2	cold_holdout	NO3_N_mg_L	1.24	0.872	0.084	0.879
R2	training	NO3_N_mg_L	2.76	2.083	1.104	0.78
R2	upset_holdout	NO3_N_mg_L	4.489	3.866	2.794	0.272

Alternate data source

If you already have the workbook or structured files, you can load them here instead of typing today’s values.

Static demo mode: upload actions are available only in the FastAPI operator app.