Docker-Generated Catalyst Lifetime Screen

Catalyst Lifetime Lab

A 3D hydrotreating reliability lab for guard beds, HDN, metals, salts, coke, pressure drop, spent-catalyst forensics, and long-run sludge-biocrude proof.

14

RDKit-parsed catalyst poison markers

14

lifetime controls scored

Metals, P, N, S, Cl feed release assay

top individual lifetime control

1500 h

minimum long-run catalyst target carried into the screen

Interactive Catalyst Twin

Guard beds, HDN, metals, coke, pressure drop, and lifetime evidence

Scenario score68.9
Run target1500 h
Metals protection71.3
Pressure-drop control69

First proof before fuel claims. Starts with feed release, guard-bed loading, mild stabilization, live pressure-drop data, molecular surveillance, and spent-catalyst forensics.

Feed release

Metals, P, N, S, Cl feed release assay Required before hydrotreater feed

A hydrotreater should not see a sludge-biocrude batch until metals, ash, nitrogen, sulfur, chlorine, and solids are cleared.

ICP-MS/OES metals, phosphorus, CHNS/O, chlorine, solids, water, TAN, MCR, and batch release criteria.
Guard bed

CoMo hydrodemetalization guard bed PNNL and TEA precedent

Guard beds protect the main NiMo bed from inorganics, particulates, fouling, and early deactivation.

Metals loading curve, breakthrough, pressure drop, sulfur state, spent-bed microscopy, and replace/regenerate interval.
Stabilization

Mild NiMo stabilization below 240 C 2026 pilot trickle-bed precedent

Recent sewage-biocrude work shows mild stabilization can run long with limited deactivation if temperature is controlled.

TAN, micro carbon residue, heavier-fraction formation above 240 C, nitrogen persistence, and catalyst integrity.
Monitoring

Online pressure-drop and plugging monitor Required pilot instrumentation

Catalyst failure often first appears as pressure drop, fouling, channeling, or loss of wetting before product assays catch up.

Alarm thresholds, differential pressure trend, liquid maldistribution, solids breakthrough, bed compaction, and trip logic.
Analytics

SFC-HRMS / GCxGC catalyst surveillance Research-to-pilot assay

Molecular forensics show whether quinolines, amides, heavy fractions, and refractory nitrogen are moving in the right direction.

Before/after molecular classes, N/O/S families, SimDist shift, coke precursors, and batch-to-batch sludge variability.
Analytics

Spent-catalyst autopsy protocol Required deactivation evidence

Lifetime claims need spent-catalyst evidence, not only liquid-product snapshots.

Carbon deposition, metals deposition, sulfur state, pore blockage, active phase loss, SEM/EDS, ICP, and bed axial profiles.

The Docker selection model picks Metals, P, N, S, Cl feed release assay + Online pressure-drop and plugging monitor + CoMo hydrodemetalization guard bed + Spent-catalyst autopsy protocol + SFC-HRMS / GCxGC catalyst surveillance + Mild NiMo stabilization below 240 C as the first lifetime package. Pyomo-formulated six-control catalyst lifetime package with guard-bed, main-bed, monitoring, plugging, nitrogen, metals, coke, capex, and safety gates; solved by deterministic enumeration.

The poison-marker cloud includes nitrogen heterocycles, sulfur aromatics, acids, salts, chloride, phosphate, and metal ions so catalyst lifetime is tested against sludge-specific failure modes rather than clean petroleum assumptions.

Current catalyst decision

The first answer is not a better catalyst; it is a better lifetime gate

The generated screen ranks feed release ahead of reactor hardware because a hydrotreater should not see sludge biocrude until metals, phosphorus, nitrogen, sulfur, chlorine, solids, water, TAN, and coke precursors are known. The selected package protects the main bed with release assays, pressure-drop monitoring, a CoMo guard bed, spent-catalyst autopsy, SFC-HRMS/GCxGC surveillance, and mild NiMo stabilization below the coke-forming boundary.

Guard bed case300 C / 104 bar H2

Modeled as the impurity and hydrodemetalization front before the main hydrotreating bed.

Main bed case400 C / 10.4 MPa

Severe HDO/HDN duty where cyclic nitrogen, coke, metals, and pressure drop can control lifetime.

SAF nitrogen lens2 ppm N

Deep HDN is treated as a stretch branch, not the default first fuel claim.

First proof before fuel claims

Minimum catalyst-lifetime gate

68.9

Starts with feed release, guard-bed loading, mild stabilization, live pressure-drop data, molecular surveillance, and spent-catalyst forensics.

Deactivation
87.3
Metals
71.3
N relief
48.3
Plugging
69
Protect the main catalyst bed

Guard-bed-first train

66.9

Prioritizes solids, metals, pressure drop, and bed design before pushing severe HDN performance.

Deactivation
83.3
Metals
77
N relief
44.3
Plugging
80
Plugging-risk branch

Slurry demetallization branch

66.9

Moves metal-rich and solids-prone feeds away from a fixed guard bed until operability and catalyst recovery are measured.

Deactivation
83
Metals
78.3
N relief
50.3
Plugging
77.7
Bench-to-pilot discipline

Low-capex surveillance branch

66.9

Uses operating discipline and analytics to reduce risk before committing to expensive severe or slurry hardware.

Deactivation
83
Metals
57.7
N relief
57.7
Plugging
72.3
Diesel/SAF stretch case

Deep HDN fuel-spec branch

61.4

Tests how far sludge biocrude can move toward renewable diesel or SAF nitrogen limits without unacceptable hydrogen and catalyst penalties.

Deactivation
81.3
Metals
52.7
N relief
67.7
Plugging
59.3

Generated lifetime package

Pyomo-gated six-control catalyst-lifetime package

77.8

Metals, P, N, S, Cl feed release assay

ICP-MS/OES metals, phosphorus, CHNS/O, chlorine, solids, water, TAN, MCR, and batch release criteria.

70.3

Online pressure-drop and plugging monitor

Alarm thresholds, differential pressure trend, liquid maldistribution, solids breakthrough, bed compaction, and trip logic.

69.2

CoMo hydrodemetalization guard bed

Metals loading curve, breakthrough, pressure drop, sulfur state, spent-bed microscopy, and replace/regenerate interval.

67.3

Spent-catalyst autopsy protocol

Carbon deposition, metals deposition, sulfur state, pore blockage, active phase loss, SEM/EDS, ICP, and bed axial profiles.

67

SFC-HRMS / GCxGC catalyst surveillance

Before/after molecular classes, N/O/S families, SimDist shift, coke precursors, and batch-to-batch sludge variability.

61.6

Mild NiMo stabilization below 240 C

TAN, micro carbon residue, heavier-fraction formation above 240 C, nitrogen persistence, and catalyst integrity.

Poison markers

Which sludge-biocrude molecules and ions can shorten hydrotreating catalyst life

deep-HDN marker

Carbazole C12H9N

Deactivation
57
H2 stress
62.8
Plugging
13.4
Phase
oil
salt and chloride marker

Sodium chloride ClNa

Deactivation
56
H2 stress
12
Plugging
60
Phase
salt/aqueous
refractory sulfur marker

Dibenzothiophene C12H8S

Deactivation
51
H2 stress
52.1
Plugging
14.2
Phase
oil
refractory basic nitrogen

Quinoline C9H7N

Deactivation
50
H2 stress
50.7
Plugging
11.5
Phase
oil
neutral nitrogen heterocycle

Indole C8H7N

Deactivation
50
H2 stress
50
Plugging
10.9
Phase
oil
basic nitrogen poison

Pyridine C5H5N

Deactivation
43
H2 stress
41
Plugging
10
Phase
oil
metal deposition marker

Nickel ion Ni+2

Deactivation
42
H2 stress
12
Plugging
44
Phase
ash/oil
metal deposition marker

Iron(III) ion Fe+3

Deactivation
42
H2 stress
12
Plugging
44
Phase
ash/oil
phosphorus/ash marker

Phosphate ion O4P-3

Deactivation
38
H2 stress
32
Plugging
26
Phase
solid/aqueous
HDN product and recycle marker

Ammonia H3N

Deactivation
37.8
H2 stress
32
Plugging
10
Phase
aqueous/gas
chlorine corrosion and catalyst marker

Chloride ion Cl-

Deactivation
32
H2 stress
12
Plugging
26
Phase
aqueous/salt
phenolic oxygenate

Phenol C6H6O

Deactivation
28
H2 stress
26
Plugging
14
Phase
oil
acid oxygenate

Acetic acid C2H4O2

Deactivation
26.1
H2 stress
22
Plugging
18
Phase
oil/aqueous
fatty acid coking precursor

Palmitic acid C16H32O2

Deactivation
26.1
H2 stress
32.9
Plugging
25.8
Phase
oil

Control ledger

Hydrotreating claims must close activity, pressure drop, metals, coke, and spent-catalyst evidence

Feed release77.8

Metals, P, N, S, Cl feed release assay

A hydrotreater should not see a sludge-biocrude batch until metals, ash, nitrogen, sulfur, chlorine, and solids are cleared.

Deact.
88
Metals
90
N relief
80
Plugging
76
Monitoring70.3

Online pressure-drop and plugging monitor

Catalyst failure often first appears as pressure drop, fouling, channeling, or loss of wetting before product assays catch up.

Deact.
86
Metals
70
N relief
24
Plugging
96
Guard bed69.2

CoMo hydrodemetalization guard bed

Guard beds protect the main NiMo bed from inorganics, particulates, fouling, and early deactivation.

Deact.
92
Metals
94
N relief
38
Plugging
72
Analytics67.3

Spent-catalyst autopsy protocol

Lifetime claims need spent-catalyst evidence, not only liquid-product snapshots.

Deact.
84
Metals
86
N relief
30
Plugging
58
Analytics67

SFC-HRMS / GCxGC catalyst surveillance

Molecular forensics show whether quinolines, amides, heavy fractions, and refractory nitrogen are moving in the right direction.

Deact.
88
Metals
44
N relief
82
Plugging
42
Operating envelope64.9

Staged temperature ramp

Slowly moving from stabilization to severe HDN reduces thermal condensation and coke formation risk.

Deact.
82
Metals
32
N relief
64
Plugging
76
Slurry branch64.8

Slurry demetallization reactor

Slurry operation can reduce fixed-bed plugging risk for metal-rich biocrudes and may outperform fixed beds for sludge oils.

Deact.
82
Metals
88
N relief
72
Plugging
90
Bed design62.7

Bed grading and SiC dilution

Graded beds and inert dilution improve wetting, bed distribution, and pressure-drop resilience in small pilot systems.

Deact.
76
Metals
72
N relief
28
Plugging
90
Stabilization61.6

Mild NiMo stabilization below 240 C

Recent sewage-biocrude work shows mild stabilization can run long with limited deactivation if temperature is controlled.

Deact.
86
Metals
44
N relief
36
Plugging
70
Pretreatment60.7

Hot solids and ash polishing filter

Fine solids, hydrochar, salts, and ash can plug beds or deposit on catalyst before chemistry limits are reached.

Deact.
80
Metals
82
N relief
10
Plugging
86
Main hydrotreating60.5

NiMo main hydrotreating bed

NiMo is the core HDO/HDN workhorse, but sludge nitrogen and metals make catalyst life a cost and readiness gate.

Deact.
78
Metals
54
N relief
86
Plugging
60
Catalyst chemistry58.5

Presulfiding and sulfur-balance protocol

Sulfided catalysts need correct sulfur state; sludge oils may contain enough sulfur in some cases and too little in others.

Deact.
78
Metals
38
N relief
68
Plugging
54
Deep HDN51.8

Deep HDN finishing bed

SAF and deep diesel cases need far more nitrogen removal than mild stabilization can deliver.

Deact.
66
Metals
42
N relief
96
Plugging
58
Demetallization51.1

Acid/sorbent demetallization pretreat

Pretreating metals can protect fixed beds, but added chemicals can move phosphorus, salts, and wastewater burden.

Deact.
76
Metals
88
N relief
12
Plugging
64
catalyst-rsc-wet-waste-2026

Wet-waste HTL TEA/LCA with upgrading strategies

2026 source using a guard-bed hydrotreater before main hydrotreating and deep HDN for SAF-level nitrogen.

Open source
catalyst-mild-hdt-2026

Mild hydrotreatment of nitrogen-rich sewage-sludge biocrude

Open 2026 pilot trickle-bed source showing 1010 h operation, limited deactivation, and a 240 C stabilization boundary.

Open source
catalyst-pnnl-lifetime-2021

Extended catalyst lifetime testing for HTL biocrude hydrotreating

PNNL source reporting CoMo guard-bed/NiMo main-bed hydrotreating and 2000 h run-time with minimal deactivation.

Open source
catalyst-pnnl-sot-2022

Wet Waste HTL and Biocrude Upgrading to Hydrocarbon Fuels: 2022 SOT

PNNL report describing fixed guard bed hydrodemetalization, main NiMo bed, >1000 h lifetime objective, and slurry guard-bed alternative for metal-rich biocrude.

Open source
catalyst-slurry-pilot-2024

Continuous slurry hydrotreating of sewage-sludge HTL biocrude

Open pilot-scale comparison of slurry and fixed-bed upgrading, with up to 83% nitrogen removal and long-run operability still open.

Open source
catalyst-water-research-2026

Municipal sludge HTL biocrude production and fuel quality upgrading

2026 review identifying complex sludge-biocrude chemistry, high heteroatom and heavy-metal burden, and catalyst innovation as scale-up priorities.

Open source
catalyst-rser-review-2025

Sewage sludge HTL review of biocrude and byproducts

2025 review reporting high average N/O/S heteroatom content and metals/phosphorus partitioning concerns.

Open source
catalyst-lab-hdt-2025

Lab-scale catalytic hydrotreating of HTL biocrude

Open 2025 continuous hydrotreating source with 1911 h catalyst-stability campaign and persistent cyclic-nitrogen challenge.

Open source
catalyst-energy-fuels-2024

Hydrotreatment of sewage sludge-derived HTL biocrude

2024 sewage-sludge biocrude hydrotreatment source for kinetics, O/N/S removal, and boiling-range compatibility.

Open source

sludge biocrude is not a finished fuel pathway until catalyst lifetime, guard-bed loading, pressure drop, HDN depth, and spent-catalyst forensics are proven on real biocrude