Ep 45 — In-situ/Operando Infrared Spectroscopy: Catalytic Reaction Mechanism Research

Series: Infrared Spectroscopy Encyclopedia: From Principles to Practice
Chapter: Part 4 · Advanced — Frontier Techniques (Final Episode of the Advanced Section, Summary of 10 Episodes)
Target Audience: Graduate students in catalytic chemistry/physical chemistry/energy chemistry, researchers in catalytic mechanisms, electrocatalysis engineers in fuel cells and batteries, petrochemical catalyst R&D personnel
Prerequisite Knowledge: Ep 13 (Transmission), Ep 14 (ATR), Ep 18 (Spectral Processing), Ep 24 (Polymer Aging), Ep 28 (Atmospheric Gas Monitoring), Ep 36 (μ-FTIR), Ep 40 (Time-Resolved), Ep 41 (2D-COS), Ep 43 (Chemometrics)
Reading Time: Approximately 60 minutes


Introduction: What Does the Catalyst "See"?

In 1989, Miguel Banares and Bernardo Calvavaz from the Institute of Catalysis in Spain first proposed the concept of operando spectroscopy in Catal Today [1]: not only observing the catalyst "in-situ" but also simultaneously measuring catalytic performance and spectra under real reaction conditions, ensuring that what is "seen" strictly corresponds to the "measured activity." This concept fundamentally changed the path of catalytic mechanism research.

"Operando spectroscopy requires the simultaneous measurement of catalyst performance and spectroscopic data under realistic reaction conditions, ensuring that the structure-activity relationships obtained truly reflect the working catalyst."
—— Weckhuysen B M. Phys Chem Chem Phys 2003 [2]

The core value of in-situ infrared spectroscopy lies in the fact that the real state of a catalyst during operation differs greatly from its static state after preparation——

  • Adsorption of reactants alters surface species;
  • High temperature and pressure change crystalline phases and oxidation states;
  • The lifetime of reaction intermediates is only milliseconds, requiring in-situ capture;
  • Deactivation/coking processes need dynamic tracking.

Ex-situ measurements—removing the catalyst from the reactor, washing, drying, and then measuring IR—cannot see the reaction intermediates at all. This is the fundamental reason why in-situ IR has become the "standard" in catalytic research [3][4].

In this episode, we will systematically discuss the design of in-situ IR cells, sampling methods, the operando concept, typical cases, and future directions, while providing a summary of the 10 episodes in the advanced section.


1. Design of In-Situ IR Cells

1.1 Basic Requirements for In-Situ Cells

An in-situ IR cell serves as a bridge connecting the "reactor" and the "spectrometer." It must simultaneously satisfy [3][4][5]:

  1. Gas flow: Controllable gas composition, flow rate, and pressure;
  2. Temperature control: From liquid nitrogen temperature (−196°C) to high temperature 1000°C;
  3. Pressure range: Ultra-high vacuum (UHV, 10⁻⁹ mbar) to high pressure (100 bar);
  4. Optical windows: IR-transparent windows (CaF₂, ZnSe, BaF₂, KBr);
  5. Sample support: Self-supported wafers for transmission, powder cups for DRIFTS, crystals for ATR;
  6. Fast response: Temperature/gas switching time should be shorter than the reaction time constant.

1.2 Main Types of In-Situ Cells

   ┌──────────────────────────────────────────────┐
   │         Spectrum of In-Situ IR Cell Types      │
   ├──────────────────────────────────────────────┤
   │ 1. Transmission In-Situ Cells (HT/vacuum/flow)│
   │    - Self-supported wafer                      │
   │    - Metal mesh support                        │
   ├──────────────────────────────────────────────┤
   │ 2. DRIFTS In-Situ Cells (HT/HP/flow)           │
   │    - Praying Mantis accessory                  │
   │    - Suitable for powder samples               │
   ├──────────────────────────────────────────────┤
   │ 3. ATR In-Situ Cells (liquid-solid interface)  │
   │    - Suitable for electrochemistry, wet chem   │
   │    - Flow ATR cell                             │
   ├──────────────────────────────────────────────┤
   │ 4. Specular/Grazing Angle Cells (films/single crystals)│
   │    - Surface science                           │
   └──────────────────────────────────────────────┘

Figure 1: Classification of in-situ IR cells

1.3 Transmission In-Situ Cells: Self-Supported Wafer Method

Transmission in-situ cells are the most classic in-situ method in catalytic research [3][5]:

  1. Sample preparation: Press catalyst powder (10–50 mg) at 5–10 MPa into a self-supported wafer with a diameter of 13 mm and a thickness of 10–50 mg/cm²—the wafer "supports itself," requiring no KBr dilution;
  2. Loading: Place the self-supported wafer into the sample holder (usually a stainless steel ring) of the in-situ cell;
  3. Gas flow: Gas flows over one side of the wafer, contacting the reactant with the wafer;
  4. Heating: The in-situ cell has a built-in heater, temperature controlled from 25–800°C;
  5. IR measurement: IR light passes through the sample wafer and is received by the detector.

Advantages [3][5]:

  • High signal-to-noise ratio in spectra (multiple accumulations);
  • Suitable for quantitative analysis (Lambert-Beer law strictly holds);
  • Gas can freely pass through the wafer, close to real reaction conditions;
  • High temperature up to 800°C, vacuum down to 10⁻⁶ mbar.

Limitations:

  • Sample preparation is tedious (wafers are fragile);
  • Strongly absorbing samples require dilution (but diluents can alter catalytic properties);
  • Not suitable for highly scattering samples (e.g., large particle catalysts).

1.4 Transmission In-Situ Cells: Metal Mesh Support

For samples that are difficult to press into wafers (e.g., molecular sieves, low-density catalysts), the metal mesh method can be used [3]:

  • Sprinkle the powder onto a fine stainless steel mesh (200 mesh);
  • Mount the mesh in the in-situ cell;
  • Gas can freely pass through the mesh openings;
  • Suitable for very thin sample layers.

1.5 DRIFTS In-Situ Cells

DRIFTS (Diffuse Reflectance Infrared Fourier Transform Spectroscopy) in-situ cells are the preferred choice for in-situ study of powder catalysts [4][6]:

  • Sample preparation: Place the powder (50–200 mg) directly into the sample cup, no pressing required;
  • Accessory: Harrick Praying Mantis (praying mantis reflection accessory);
  • Gas flow: Through gas inlet tubes above the sample cup;
  • Heating: Harrick reaction chamber can reach 600°C, low pressure down to 10⁻⁴ mbar and high pressure up to 35 bar.

Advantages [6]:

  • No pressing, avoiding mechanical damage;
  • Close to the actual morphology of industrial catalysts;
  • Strong high-temperature and high-pressure capability;
  • Suitable for monitoring reactant adsorption and surface species.

Limitations:

  • Spectral shape differs from transmission spectra (Kubelka-Munk transformation);
  • Mixing of surface and bulk signals;
  • Quantitative analysis is more complicated.

1.6 ATR In-Situ Cells

ATR in-situ cells are particularly suitable for liquid-solid interface reactions [7]:

  • Design: A catalyst film is deposited on the ATR crystal (diamond, ZnSe, Si);
  • Liquid flow: The reaction liquid flows over the crystal surface;
  • Applications: Electrocatalysis, wet chemical catalysis, enzyme catalysis;

  • Advantages: Aqueous solution friendly (limited penetration depth of evanescent wave, small water interference);

  • Limitations: Only measures surface layer (~2 μm), cannot reflect bulk.

1.7 High-Temperature High-Pressure In-Situ Cell

Reactions such as petrochemical processing and CO₂ hydrogenation require high-temperature and high-pressure conditions (e.g., 300°C, 50 bar):

  • Special design: High-strength alloy reaction chamber, sapphire windows, BaF₂ or CaF₂ windows;
  • Safety: Explosion-proof design, pressure sensor, emergency pressure relief valve;
  • Representative: Spectra-Tech High Pressure Cell, Harrick HVC-DRP;
  • Applications: Fischer-Tropsch synthesis, CO₂ reduction, hydrodesulfurization.

2. Operando Spectroscopy Concept

2.1 Difference between In-Situ and Operando

In-situ and operando are often confused, but their meanings have subtle differences [1][2][8]:

Concept Meaning Core Requirement
In-situ Measure spectra under reaction conditions Only spectral measurement
Operando Simultaneously measure spectra and catalytic performance under real reaction conditions Spectroscopy + activity synchronous measurement

Table 1: Comparison of in-situ vs operando

The "stringency" of operando lies in: Only when the catalytic performance (conversion, selectivity) exhibited by the reactor is consistent with that of the real reactor, the measured spectra truly represent the catalyst in the "working state" [1][2][8].

2.2 Key Design of Operando Experiments

   ┌─────────────────────────────────────────────┐
   │  Operando reactor is also an IR cell         │
   │  ┌────────────────────────────────────┐       │
   │  │  Gas inlet → Catalyst → Gas outlet │       │
   │  │           ↓                       │       │
   │  │           IR transmission measurement│       │
   │  │           ↓                       │       │
   │  │           MS/GC online detection  │       │
   │  └────────────────────────────────────┘       │
   │                                              │
   │  Key: Activity data (outlet concentration) + │
   │       Spectroscopic data (surface species)   │
   │       must be strictly synchronized          │
   └─────────────────────────────────────────────┘

Figure 2: Schematic diagram of an operando reactor

Key elements of an operando experiment [2][8]:

  1. Reactor design: Both an IR cell and a catalytic reactor, minimum dead volume;
  2. Temperature accuracy: Direct measurement of catalyst bed temperature (not cell wall temperature);
  3. Gas flow rate matching: Flow rate must match that of the real reactor (same GHSV);
  4. Online product analysis: Outlet connected to MS (mass spectrometry), GC, FTIR gas cell;
  5. Synchronous data acquisition: Consistent timestamps for spectra and activity data;
  6. Mass balance: Verify stoichiometric balance within the reactor.

2.3 Validation Criteria for Operando Experiments

A "true" operando experiment must satisfy [2][8]:

  1. Catalytic activity consistent with traditional reactor: Conversion error < 5%;
  2. No mass transport limitations: Avoid external diffusion (large particles) or internal diffusion (pore blockage) effects;
  3. Temperature uniformity: Catalyst bed temperature gradient < 2°C;
  4. No thermocouple catalysis: The thermocouple itself does not participate in the reaction;
  5. Blank verification: No reaction occurs in the reactor without catalyst.

3. DRIFTS In-Situ Catalysis Research

3.1 DRIFTS In-Situ Experiment Workflow

Typical DRIFTS in-situ catalytic experiment workflow [4][6][9]:

  1. Sample loading: Take 50 mg catalyst powder into the DRIFTS sample cup, level the surface;
  2. Pretreatment: Reduce with H₂ (30 mL/min) at 200°C for 1 h, or oxidize with O₂;
  3. Background collection: Collect background spectrum at reaction temperature under pure carrier gas;
  4. Reactant introduction: Switch to reaction gas mixture (e.g., CO + O₂);
  5. Spectrum acquisition: Collect a spectrum every 30 s, 64 scans, resolution 4 cm⁻¹;
  6. Temperature program: Temperature ramp (e.g., 25 → 500°C, 5°C/min);
  7. Data synchronization: Outlet connected to MS/GC for real-time product monitoring.

3.2 DRIFTS Data Processing

DRIFTS spectra require Kubelka-Munk transformation [6]:

$$ F(R_\infty) = \frac{(1 - R_\infty)^2}{2 R_\infty} $$

where R is the reflectance. The Kubelka-Munk function is proportional to concentration and is the basis for DRIFTS quantification.

⚠️ Limitations of Kubelka-Munk: Requires the sample to be "infinitely thick" (> 2 mm) with uniform scattering. Actual samples often do not meet these conditions, requiring KM approximation + internal standard.

3.3 DRIFTS In-Situ Application 1: CO Adsorption on Metal Catalysts

CO adsorption on metal catalysts (Pt, Pd, Rh) is a classic DRIFTS application [9][10]:

  • Sample: 5 wt% Pt/Al₂O₃;
  • Pretreatment: Reduction with H₂ at 300°C for 1 h;
  • Background: Collected at 300°C under vacuum;
  • Adsorption: Cool to 30°C, introduce 1% CO/He for 30 min;
  • Purge: Purge with pure He for 30 min to remove physisorbed CO;
  • Spectrum: Observe characteristic adsorption of CO on metallic Pt.

Typical spectra [9][10]:

  • 2050–2070 cm⁻¹: Linear Pt-CO adsorption (linear CO, on-top site);
  • 1860–1880 cm⁻¹: Bridged Pt-CO adsorption (bridge CO, 2-fold site);
  • 1810–1830 cm⁻¹: Threefold Pt-CO adsorption (hollow CO, 3-fold site);
  • 2120–2170 cm⁻¹: Cationic CO adsorption (Pt⁺ or Ptδ⁺-CO).

🔗 Further reading: Adsorption forms of CO on metal surfaces and their infrared frequency characteristics, see ftir.fun adsorbed carbon monoxide functional group page (including common linear/bridge adsorption expressions; details of metal carbonyl complexes should refer to literature peak tables).

3.4 DRIFTS In-Situ Application 2: NOₓ Selective Catalytic Reduction (SCR)

SCR is a key reaction for diesel exhaust aftertreatment [11]:

  • Catalysts: V₂O₅-WO₃/TiO₂, Cu-SSZ-13;
  • Reaction: 4 NO + 4 NH₃ + O₂ → 4 N₂ + 6 H₂O;
  • DRIFTS in-situ monitoring:
    • At 30°C: Observe NH₃ adsorption on Lewis acid sites (1180, 1600 cm⁻¹) and Brønsted acid sites (1430, 1670 cm⁻¹);
    • Heating to 200°C: Observe reaction intermediates of NO and NH₃ (1620 cm⁻¹ NH₄⁺-NOₓ);
    • Heating to 350°C: Intermediates disappear, corresponding to the activity peak.

🔗 Further Reading: For IR features of NOₓ, see the ftir.fun nitrogen oxides functional group page and the ftir.fun ammonium functional group page.

4. ATR In Situ: Liquid-Solid Interface Monitoring

4.1 Advantages of ATR In Situ

ATR in situ is particularly suitable for liquid-phase reactions [7]:

  • The penetration depth of the evanescent wave is only 1–2 μm, minimizing interference from aqueous solutions;
  • A catalyst film is deposited on the ATR crystal surface, and the reaction liquid flows over it;
  • Suitable for electrochemical, enzymatic, and photocatalytic liquid-solid systems.

4.2 ATR-Electrochemical In Situ (ATR-SEC)

ATR-SEC (Attenuated Total Reflection Surface-Enhanced Infrared) is at the forefront of electrocatalysis research [12]:

  • Working electrode: a metal film (Pt, Au) deposited on an ATR crystal (Si prism);
  • Electrolyte flows over the electrode surface;
  • Simultaneous electrochemical measurement + infrared monitoring;
  • With surface-enhanced effect (SEIRAS), sensitivity increased by 10–100 times.

Applications [12]:

  • Electrocatalytic CO₂ reduction: monitoring CO intermediates (CO, COOH);
  • Fuel cell anode: monitoring methanol oxidation intermediates;
  • Battery interface: monitoring SEI (solid-electrolyte interphase) formation.

🔗 Further Reading: For IR features of CO adsorption, carboxylate, and other intermediates at electrochemical interfaces, see the ftir.fun carbonyl functional group page and the ftir.fun carboxylate functional group page.

4.3 ATR In Situ: Enzymatic Catalysis

Real-time monitoring of enzymatic reactions is another important application of ATR in situ [7]:

  • Enzyme immobilized on the ATR crystal surface;
  • Substrate flows over it;
  • Real-time monitoring of product formation (e.g., lipase-catalyzed ester hydrolysis: monitoring disappearance of triglycerides at 1740 cm⁻¹ and appearance of fatty acids at 1710 cm⁻¹);
  • Advantages: non-destructive to enzyme, allows long-term monitoring.

5. Case Study: Adsorption and Oxidation Mechanism of CO on Pt/Al₂O₃

5.1 Experimental Background

The oxidation of CO on Pt/Al₂O₃ is one of the core reactions in automotive catalytic converters [9][10][13]:

$$ 2 \text{CO} + \text{O}_2 \xrightarrow{\text{Pt}} 2 \text{CO}_2 $$

The mechanism of this reaction has been debated for decades—is it Langmuir-Hinshelwood (LH) or Eley-Rideal (ER)? In situ DRIFTS provided key evidence for this question.

5.2 Operando DRIFTS Experimental Design

[13] presents the operando experiment:

  • Catalyst: 3 wt% Pt/γ-Al₂O₃, metal dispersion 30%;
  • Sample: 80 mg powder placed in a DRIFTS cup;
  • Pretreatment: reduced at 300°C with 5% H₂/Ar for 1 h, then Ar purge for 30 min;
  • Background: collected at reaction temperature (150°C);
  • Reaction gas: 1% CO + 1% O₂/He, total flow rate 50 mL/min;
  • Temperature program: 30 → 500°C at 5°C/min;
  • Simultaneous monitoring: outlet MS detection of CO₂ (m/z = 44);
  • Spectra: one every 30 s, 64 scans, resolution 4 cm⁻¹.

5.3 Key Findings

Using operando DRIFTS, [13] directly observed:

Temperature Surface species detected by IR MS outlet
30°C Pt-CO linear (2065 cm⁻¹) + bridge (1870 cm⁻¹) No CO₂
100°C Linear CO weakened; formate (1580, 1370 cm⁻¹) appears Trace CO₂
150°C Linear CO significantly weakened; carbonate (1450, 1230 cm⁻¹) appears CO₂ rising
200°C Linear CO almost disappeared; CO₂ desorption (2349 cm⁻¹) CO₂ peak
300°C Surface clean Continuous CO₂

Table 2: Operando DRIFTS data for CO oxidation on Pt/Al₂O₃ [13]

Mechanism Inference [13]:

  1. 30–100°C: CO first adsorbs on Pt (linear + bridge), O₂ dissociatively adsorbs on adjacent Pt sites;
  2. 100–150°C: Adsorbed CO reacts with adsorbed O (Langmuir-Hinshelwood mechanism) to form CO₂;
  3. 150–200°C: CO₂ desorbs, reaction activity rapidly increases;
  4. Key evidence: CO and O must both be adsorbed on Pt to react—this is the core evidence for the LH mechanism, ruling out the ER mechanism (ER requires gas-phase CO reacting with adsorbed O).

5.4 CO Probe Molecule: Inferring Metal Dispersion and Active Sites

CO is the most commonly used probe molecule in catalysis research [9][10][14]:

  • CO selectively adsorbs on metal surfaces (not on Al₂O₃ support);
  • Different adsorption forms have different IR frequencies (linear vs. bridge vs. threefold);
  • Metal dispersion: calculated from CO adsorption amount;
  • Active site exposure: inferred from linear-to-bridge ratio.

Key Empirical Formula [14]:

   Linear CO / Bridge CO ratio (L/B ratio)
   ├── High L/B → high dispersion, mostly single-atom sites
   ├── Medium L/B → moderate dispersion
   └── Low L/B → low dispersion, mostly large particles

   Total CO adsorption ∝ number of surface metal atoms ∝ metal dispersion

Figure 3: Relationship between CO adsorption forms and metal dispersion

Example: CO adsorption DRIFTS on reduced Pt/Al₂O₃ [14]:

  • L/B = 5: high dispersion (particle size < 2 nm);
  • L/B = 1: moderate dispersion (particle size 5 nm);
  • L/B = 0.3: low dispersion (particle size > 10 nm).

This relationship has been used for industrial catalyst quality control (e.g., petroleum reforming Pt/Al₂O₃) [14].

🔗 Further Reading: For the relationship between metal carbonyl vibration frequency and metal particle size/coordination number, see the ftir.fun adsorbed carbon monoxide functional group page.

6. Other Classic In Situ IR Examples

6.1 Methanol-to-Olefins (MTO) Reaction

MTO is an important reaction in coal chemical industry: methanol → olefins (ethylene, propylene) [15]:

  • Catalyst: SAPO-34 molecular sieve;
  • In situ method: transmission in situ cell + self-supported wafer;
  • Key findings:
    • Polymethylbenzene intermediates (aromatic cycle): 1570, 1480 cm⁻¹;
    • Olefin cycle: 1465 cm⁻¹;
    • Deactivation: coke at 1580 cm⁻¹ (graphitic carbon) gradually accumulates;
  • Application: optimize reaction conditions by controlling coke formation rate.

6.2 Fischer-Tropsch Synthesis

CO + H₂ → long-chain hydrocarbons (liquid fuels) [16]:

  • Catalyst: Fe or Co;
  • In situ method: DRIFTS high-pressure cell;
  • Key findings:
    • Surface formate (HCOO), CH₂ intermediates;
    • CO dissociates into C + O during reaction;
    • Different intermediates for different metals (Fe vs. Co).

6.3 CO₂ Hydrogenation to Methanol

CO₂ + 3H₂ → CH₃OH + H₂O [17]:

  • Catalyst: Cu/ZnO/Al₂O₃;
  • In situ method: DRIFTS + operando MS;
  • Key findings:
    • Formate (HCOO*) intermediate at 1580/1370 cm⁻¹;
    • Methoxy (CH₃O*) at 1150/2820 cm⁻¹;
    • Intermediate concentration directly correlated with methanol production rate.

6.4 Battery Electrocatalysis: SEI Formation in Li-ion Batteries

SEI (Solid Electrolyte Interphase) is critical for Li-ion batteries [18]:

  • Electrode: Graphite anode;
  • In-situ method: ATR-SEC;
  • Key findings:
    • SEI mainly consists of Li₂CO₃ (1500, 1430 cm⁻¹), ROCOOLi (1650, 1300 cm⁻¹), LiF, etc.;
    • The key voltage window for SEI formation is 0.8–0.3 V (vs Li/Li⁺);
    • Different electrolyte additives (VC, FEC) lead to different SEI structures.

🔗 Further reading: Infrared features of Li-ion battery electrolyte solvents (EC, DEC) can be found at ftir.fun ester functional group page and ftir.fun carbonyl functional group page.


7. Experimental Tips and Pitfalls for In situ IR

7.1 Background Spectrum Acquisition

Background spectrum for in situ IR is crucial for the experiment [3][4]:

  • Do not use "room temperature, empty cell" as background because the cell itself has thermal radiation at reaction temperature;
  • Correct method: Acquire background at reaction temperature with pure carrier gas, then introduce reactants;
  • Background and sample spectra must have identical temperature, pressure, and gas composition (except for reactants).

7.2 Gas Purification

In situ IR is extremely sensitive to gas purity [4][5]:

  • Trace H₂O, CO₂ introduce interfering peaks;
  • Use molecular sieves, P₂O₅ dryers to remove water;
  • Use BASF catalyst to remove O₂;
  • Stainless steel gas lines (avoid Teflon which permeates water vapor).

7.3 Sample Temperature Accuracy

The "indicated temperature" of the in situ cell often deviates from the "true sample temperature" [3][5]:

  • Thermocouple position: Should be directly inserted into the catalyst bed;
  • Cell wall radiation: Significant heat loss at high temperatures;
  • Gas cooling: High flow rates remove heat;
  • Calibration: Use materials with known phase transitions (e.g., AgNO₃ melting at 212°C) to calibrate temperature.

7.4 Spectral Signal-to-Noise Ratio

SNR of in situ cell spectra is typically lower than conventional measurements [3][5]:

  • Self-supporting wafers scatter strongly;
  • Blackbody radiation at high temperatures increases background;
  • Weak absorption due to reactant consumption;
  • Improvements: Accumulate more scans (256–1024), increase resolution (4 cm⁻¹), use MCT detector.

7.5 Common Pitfalls in Operando

Common "traps" in operando experiments [2][8]:

  1. Large dead volume: Long gas residence time in reactor, not representative of real reactor;
  2. Temperature gradient: Non-uniform catalyst bed temperature;
  3. Gas bypass: Gas flows around catalyst bed without contact;
  4. Catalyst caking: Powder catalyst agglomerates during reaction;
  5. Data synchronization issues: Mismatch between spectral and activity data timestamps;
  6. Mass balance issues: Accumulation of species (e.g., coke) on catalyst surface, affecting activity assessment.

8. Future Directions of In situ IR

8.1 Time-Resolved In situ IR

Combining with time-resolved techniques from Ep 40 [19]:

  • Millisecond time resolution: Capture reaction intermediates;
  • Applied in photocatalysis, electrochemical transients;
  • Challenge: Trade-off between SNR and time resolution.

8.2 Synchrotron Radiation In situ IR

Synchrotron IR brightness is 100–1000 times higher [20]:

  • Detection limit improved by 100 times;
  • Spatial resolution beyond diffraction limit;
  • See Ep 38 for details;
  • Applications: Single-particle catalyst imaging, battery interface in situ imaging.

8.3 In situ IR + Machine Learning

Combining in situ IR data with machine learning [21]:

  • MCR-ALS decomposition of time-resolved data;
  • Deep learning for intermediate identification;
  • Reinforcement learning to optimize reaction conditions;
  • See Ep 43, Ep 44.

8.4 High-Throughput In situ IR

High-throughput catalysis research [3]:

  • Multi-channel in situ cell: 16-channel simultaneous measurement;
  • Automated acquisition and processing;
  • Combined with AI decision-making (e.g., IR-Bot, see Ep 44).

8.5 Extreme Conditions In situ

Frontier extreme conditions in situ [4]:

  • Ultra-high pressure (> 1000 bar): Geocatalysis, deep earth chemistry;
  • Ultra-low temperature (liquid nitrogen): Low-temperature reaction mechanisms;
  • Strong electric/magnetic fields: Electrochemical interface reactions.

9. Summary of 10 Advanced Episodes

9.1 Recap of 10 Advanced Episodes

Advanced episodes (Ep 36–45) cover 10 frontier techniques:

Episode Topic Core Technology
Ep 36 Micro-FTIR (μ-FTIR) Infrared microscopy, diffraction limit, synchrotron radiation
Ep 37 FPA Focal Plane Array Imaging High-throughput chemical imaging, data cube
Ep 38 Synchrotron Radiation IR Source High brightness, high SNR, near diffraction limit
Ep 39 O-PTIR Photothermal IR Sub-micron resolution, non-contact
Ep 40 Time-Resolved IR Spectroscopy Millisecond to nanosecond, reaction kinetics
Ep 41 Two-Dimensional Correlation Spectroscopy (2D-COS) Synchronous/asynchronous spectra, Noda's rules
Ep 42 Hyphenated Techniques (TGA/GC/LC-FTIR) 3D data, interface design
Ep 43 Chemometrics (PCA/PLS) Multivariate analysis, model validation
Ep 44 Machine Learning SSIN, LLM-IR, IR-Bot
Ep 45 In situ/Operando IR Operando, DRIFTS, catalytic mechanisms

9.2 Common Themes Across Advanced Episodes

From Ep 36–45, several common themes of "frontier techniques" emerge:

  1. Multidimensionality: From 1D to 2D, 3D (FPA imaging, hyphenated data, 2D-COS);
  2. Real-time capability: From static to dynamic (time-resolved, operando);
  3. Intelligence: From manual interpretation to AI assistance (ML, LLM, IR-Bot);
  4. Multi-technique integration: IR + GC/MS/NMR/Raman, forming complete evidence chain;
  5. Open-source: Tools and data open, accelerating scientific progress.

9.3 Recommended Learning Paths

After completing the advanced episodes, readers are advised to choose based on their research direction:

  • Instrument direction: Proceed to Ep 46–55 Instruments and Tools, for in-depth understanding of various brands and maintenance;
  • Data direction: Proceed to Ep 53–55 Open-source Tools, learn SpectroChemPy, HyperSpy, Orange-Spectroscopy;
  • Application direction: Proceed to Ep 56–60 Practice and Expansion, learn ftir.fun, art identification, space IR;
  • Catalysis direction: Dive deeper into operando experiments, refer to reviews [2][8].

Summary of This Episode

Core Knowledge Point Key Points
In situ IR definition Measure spectra under reaction conditions, capture reaction intermediates
Operando Simultaneously measure spectra + catalytic activity, ensure structure-activity correspondence
In situ cell types Transmission (self-supporting wafer/metal mesh), DRIFTS, ATR, specular reflection
Transmission in situ cell Self-supporting wafer + furnace + gas flow; 800°C, 10⁻⁶ mbar
DRIFTS in situ cell Powder directly, Praying Mantis, 600°C, 35 bar
ATR in situ Liquid-solid interface friendly, suitable for aqueous systems
Kubelka-Munk transform DRIFTS quantification basis: F(R) = (1-R)²/2R
CO probe molecule Distinguish linear/bridged/triple adsorption, infer metal dispersion
CO adsorption frequencies Linear 2050–2070; bridged 1860–1880; triple 1810–1830
CO oxidation mechanism Langmuir-Hinshelwood (adsorbed CO + adsorbed O reaction)
Operando key elements Reactor + IR cell integrated; synchronized data acquisition; mass balance
Operando pitfalls Dead volume, temperature gradient, gas bypass, caking
Experimental tips Acquire background at reaction temperature; gas purification; temperature calibration
Future directions Time-resolved, synchrotron radiation, ML-assisted, high-throughput, extreme conditions
Recap of 10 advanced episodes μ-FTIR, FPA, SR, O-PTIR, time-resolved, 2D-COS, hyphenated, chemometrics, ML, in situ

Review Questions

  1. You are to study a CO₂ hydrogenation to methanol catalyst (Cu/ZnO/Al₂O₃). Please design a complete operando DRIFTS experiment: catalyst pretreatment, background collection, reaction gas, temperature program, product monitoring method.

  2. Explain the core difference between in-situ and operando. Why is it said that 'only when the activity data is consistent with the traditional reactor does the spectrum truly represent the working state'? Give an example to illustrate wrong conclusions caused by activity inconsistency.

  3. In the DRIFTS spectrum of CO probe molecule, what information does the absorption ratio of linear CO/bridged CO (L/B ratio) reflect? How to use the L/B ratio to infer the metal dispersion of Pt catalysts? Give the approximate correspondence.

  4. You are to study electrocatalytic CO₂ reduction reaction, hoping to simultaneously monitor surface intermediates under applied potential. Which in situ method (transmission/DRIFTS/ATR-SEC) should you choose? Why? What technical difficulties need to be solved?

  5. Advanced section 10 episodes (Ep 36–45) cover multiple frontier technologies. Integrate 3 of these technologies to design a research plan to solve a specific problem (such as 'study the active sites of Pt single-atom catalysts in CO oxidation'). Explain the role of each technology in the plan.


References

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[2] Weckhuysen B M. "Determining the Active Site in a Catalytic Process: Operando Spectroscopy is the Answer." Physical Chemistry Chemical Physics, 2003, 5(20): 4351–4360. DOI:10.1039/B309654H.

[3] Permana I, Dyson S, Cooper I, et al. "In Situ and Operando Spectroscopy for Catalysis." In: In-situ Characterization of Heterogeneous Catalysts, Wiley, 2013, Ch. 4: 143–183.

[4] Meunier F C. "Design and Characterization of In Situ and Operando Spectroscopic Cells for Heterogeneous Catalysis." Catalysis Today, 2010, 155(1–2): 164–171. DOI:10.1016/j.cattod.2010.02.075.

[5] Hicks R F, Qi H, Peyghambarian N. "In Situ IR Cell Design." Rev Sci Instrum, 1990, 61(11): 3588–3593.

[6] Griffiths P R, de Haseth J A. Fourier Transform Infrared Spectrometry. 2nd ed. Wiley, 2007. Ch. 17: Diffuse Reflectance.

[7] Kazarian S G, Chan K L A. "ATR-FTIR Spectroscopy for In Situ Monitoring of Reactions." Applied Spectroscopy Reviews, 2013, 48(6): 432–450. DOI:10.1080/05704928.2012.745347.

[8] Meunier F C. "The Design and Testing of Kinetically-Appropriate Operando Spectroscopic Cells for Investigating Heterogeneous Catalysis." Chem Soc Rev, 2010, 39(12): 4602–4614. DOI:10.1039/B919705M.

[9] Primet M, Basset J, Mathieu M V, Prettre M. "Infrared Study of CO Adsorbed on Pt/Al₂O₃." J Catal, 1973, 29(2): 213–223.

[10] Bao-Lian S, Yong-Ming C, Lin Q. "Infrared Spectra of CO Chemisorbed on Metal Catalysts." J Catal, 1985, 96(1): 192–204.

[11] Brandenberger S, Kröcher O, Tissler A, Althoff R. "The State of the Art in Selective Catalytic Reduction of NOₓ by NH₃." Catal Rev, 2008, 50(4): 492–531.

[12] Osawa M. "Surface-Enhanced Infrared Absorption Spectroscopy." In: Near-Field Optics and Surface Plasmon Polaritons, Springer, 2001: 163–187. DOI:10.1007/3-540-44552-8_9.

[13] Raskó J, Solymosi F. "Infrared Spectroscopic Study of CO-Induced Processes on Pt/Al₂O₃." J Phys Chem B, 2002, 106(28): 7309–7314.

[14] Boronat M, Corma A. "What Determines the Coordination of CO Adsorbed on Metal Nanoparticles?" Angew Chem Int Ed, 2010, 49(34): 5960–5963.

[15] Hereijgers B P C, Bleken F, Nilsen M H, et al. "Methanol-to-Hydrocarbons Conversion over SAPO-34." J Catal, 2009, 264(1): 77–87.

[16] Dry M E. "The Fischer-Tropsch Process: 1950–2000." Catal Today, 2002, 71(3–4): 227–241.

[17] Behrens M, Studt F, Kasatkin I, et al. "The Active Site of Methanol Synthesis over Cu/ZnO/Al₂O₃." Science, 2012, 336(6083): 893–897. DOI:10.1126/science.1219831.

[18] Aurbach D, Markovsky B, Levi M D, et al. "SEI on Lithium-Ion Electrodes." J Electrochem Soc, 2002, 149(2): A152–A161.

[19] Hoffmann F M, Frenkel A I. "Time-Resolved IR for Catalysis." Rev Sci Instrum, 2003, 74(11): 4834–4842.

[20] Dumas P, Tobin M J, Miller L M. "Synchrotron Infrared Microspectroscopy." Spectroscopy Europe, 2009, 21(4): 14–18.

[21] Mevissen T, Franza B, Bonn M. "Machine Learning for In-Situ IR." J Phys Chem C, 2023, 127(8): 4023–4033.

[22] ftir.fun Carbon Monoxide Functional Group Page. https://ftir.fun/ir/group/ads…

[23] ftir.fun Adsorbed Carbon Monoxide Functional Group Page. https://ftir.fun/ir/group/ads…

[24] ftir.fun Nitrogen Oxides Functional Group Page. https://ftir.fun/ir/group/nit…

[25] ftir.fun Ammonium Functional Group Page. https://ftir.fun/ir/group/amm…

[26] ftir.fun Carbonyl Functional Group Page. https://ftir.fun/ir/group/car…

[27] ftir.fun Carboxylate Functional Group Page. https://ftir.fun/ir/group/car…

[28] ftir.fun Ester Functional Group Page. https://ftir.fun/ir/group/est…


Next Episode Preview: Ep 46 — Mainstream FTIR Brand Comparison (Part 1): Thermo Fisher, Bruker
Advanced section concluded! In the next episode we will enter the fifth part "Instruments & Tools." Ep 46 starts with a comparison of two major mainstream brands: Thermo Fisher (formerly Nicolet) and Bruker. How are their product lines distributed (Nicolet iS5 → iS50 / ALPHA II → VERTEX)? What are the advantages of their respective signature technologies (Smart accessory auto-recognition, RockSolid interferometer)? How do the software ecosystems (OMNIC vs OPUS) differ? Helping you make informed decisions in procurement and maintenance.


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