Towards Sustainable Energy Generation Using Hybrid Methane Iron Powder Combustion: Gas Emissions and Nanoparticle Formation Analysis
Abstract
1. Introduction
2. Iron Powder Characterisation
2.1. Microscopic Imaging of the Powder
2.2. Laser-Diffraction Particle Sizing
3. Experimental Method
3.1. Particle Injection
3.2. Burner and Combustion Chamber
3.3. High-Speed Imaging
3.4. Gas Analysis
3.5. In Situ Particle Sizing
3.5.1. Submicron Sizing
3.5.2. Supermicron Sizing
3.5.3. Experimental Consideration for Particle Sizing
3.6. One-Dimensional Simulation Using Cantera
4. Results and Discussion
4.1. In Situ Imaging of the Nanoparticles
4.2. Ex Situ Imaging of the Nanoparticles
4.3. Powder Flow Rate
4.4. Gas Emissions Analysis
4.5. Analysis of Oxygen Consumption
4.6. Analysis of Carbon Dioxide Formation
4.7. Supermicron Particles Emission
4.8. Submicron Particles Emission
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| APSTM | Aerodynamic Particle Sizer |
| CPC | Condensation Particle Counter |
| DMA | Differential Mobility Analyzer |
| EDXS | Energy Dispersive X-ray Spectrometry |
| FOV | Field Of View |
| LDMA | Long Differential Mobility Analyzer |
| NDMA | Nano Differential Mobility Analyzer |
| NP | Nanoparticles |
| OP | Original Particle |
| PBI | Pseudo Backlight Illumination |
| PNSDs | Particle Number Size Distribution |
| PSL | Polystyrene latex spheres |
| TOF | Time-Of-Flight |
| SEM | Scanning Electron Microscope |
| SMPSTM | Scanning Mobility Particle Sizer |
| SLPM | Standard litre per minute |
| UFPs | Ultra Fine Particles |
References
- International Energy Agency. Global Energy Review 2025. March 2025. Available online: https://www.iea.org/reports/global-energy-review-2025 (accessed on 7 August 2025).
- International Energy Agency. Renewables 2024: Analysis and Forecast to 2030. October 2024. Available online: https://www.iea.org/reports/renewables-2024 (accessed on 7 August 2025).
- Stavytskyy, A.; Dligach, A. The Global Economic Model in Crisis: An Analysis of the Obstacles to the Sustainable Development Goals. Sustainability 2025, 17, 8537. [Google Scholar] [CrossRef]
- Guerdalli, S.; Trabelsi, E. COVID-19 and the Merit-Order Effect of Wind Energy: The Case of Nord Pool Electricity Markets. Sustainability 2025, 17, 9859. [Google Scholar] [CrossRef]
- Long, T.; Shao, L.; Zhang, T.; Chen, Z.; Zhang, Y.; Xing, J.; Zhang, Y. Energy Price Fluctuation and Urban Surveyed Unemployment in Transition Context: MF-VAR Evidence. Sustainability 2025, 17, 10017. [Google Scholar] [CrossRef]
- Hadi, A.I.; Yan, A.; Hu, Y.; Lin, B.; Zhou, T.; Ouyang, D.; Tang, J. A comprehensive review of carbon capture: From conventional to emerging electrochemical technologies. Energy 2025, 9, 100415. [Google Scholar] [CrossRef]
- Thiedemann, T.M.; Wark, M. A Compact Review of Current Technologies for Carbon Capture as Well as Storing and Utilizing the Captured CO2. Processes 2025, 13, 283. [Google Scholar] [CrossRef]
- Thackeray, M.M.; Wolverton, C.; Isaacs, E.D. Electrical energy storage for transportation—Approaching the limits of, and going beyond, lithium-ion batteries. Energy Environ. Sci. 2012, 5, 7854–7863. [Google Scholar] [CrossRef]
- Gwayi, I.; Ayeng’o, S.P.; Kimambo, C.Z.M. Selection of electrochemical and electrical energy storage systems for off-grid renewable energy mini-grids: A review. Clean. Eng. Technol. 2025, 25, 100906. [Google Scholar] [CrossRef]
- Yue, M.; Lambert, H.; Pahon, E.; Roche, R.; Jemei, S.; Hissel, D. Hydrogen energy systems: A critical review of technologies, applications, trends and challenges. Renew. Sustain. Energy Rev. 2021, 146, 111180. [Google Scholar] [CrossRef]
- Salmon, N.; Bañares-Alcántara, R. Green ammonia as a spatial energy vector: A review. Sustain. Energy Fuels 2021, 5, 2814–2839. [Google Scholar] [CrossRef]
- Bergthorson, J.M. Recyclable metal fuels for clean and compact zero-carbon power. Prog. Energy Combust. Sci. 2018, 68, 169–196. [Google Scholar] [CrossRef]
- Bergthorson, J.M.; Goroshin, S.; Soo, M.J.; Julien, P.; Palecka, J.; Frost, D.L.; Jarvis, D.J. Direct combustion of recyclable metal fuels for zero-carbon heat and power. Appl. Energy 2015, 160, 368–382. [Google Scholar] [CrossRef]
- Julien, P.; Bergthorson, J.M. Enabling the metal fuel economy: Green recycling of metal fuels. Sustain. Energy Fuels 2017, 1, 615–625. [Google Scholar] [CrossRef]
- Boretti, A. The perspective of hydrogen direct reduction of iron. J. Clean. Prod. 2023, 429, 139585. [Google Scholar] [CrossRef]
- Ning, D.; Shoshin, Y.; van Oijen, J.A.; Finotello, G.; de Goey, L.P.H. Burn time and combustion regime of laser-ignited single iron particle. Combust. Flame 2021, 230, 111424. [Google Scholar] [CrossRef]
- Ning, D.; Shoshin, Y.; van Oijen, J.; Finotello, G.; de Goey, P. Size evolution during laser-ignited single iron particle combustion. Proc. Combust. Inst. 2023, 39, 3561–3571. [Google Scholar] [CrossRef]
- Ning, D.; Hazenberg, T.; Shoshin, Y.; van Oijen, J.A.; Finotello, G.; de Goey, L.P.H. Experimental and theoretical study of single iron particle combustion under low-oxygen dilution conditions. Fuel 2024, 357, 129718. [Google Scholar] [CrossRef]
- Li, S.; Huang, J.; Weng, W.; Qian, Y.; Lu, X.; Aldén, M.; Li, Z. Ignition and combustion behavior of single micron-sized iron particle in hot gas flow. Combust. Flame 2022, 241, 112099. [Google Scholar] [CrossRef]
- Panahi, A.; Chang, D.; Schiemann, M.; Fujinawa, A.; Mi, X.; Bergthorson, J.M.; Levendis, Y.A. Combustion behavior of single iron particles-part I: An experimental study in a drop-tube furnace under high heating rates and high temperatures. Appl. Energy Combust. Sci. 2023, 13, 100097. [Google Scholar] [CrossRef]
- Mansouri, Z. New insights into iron fuel combustion: Integrated in-situ and ex-situ diagnostics of ignition delay, melting–oxidation, disruptive phenomena and nanoparticle sizing. Meas. Energy 2025, 8, 100073. [Google Scholar] [CrossRef]
- Sun, J.-H.; Dobashi, R.; Hirano, T. Structure of flames propagating through metal particle clouds and behavior of particles. Symp. Int. Combust. 1998, 27, 2405–2411. [Google Scholar] [CrossRef]
- Sun, J.-H.; Dobashi, R.; Hirano, T. Combustion Behavior of Iron Particles Suspended in Air. Combust. Sci. Technol. 2000, 150, 99–114. [Google Scholar] [CrossRef]
- Tang, F.-D.; Goroshin, S.; Higgins, A.; Lee, J. Flame propagation and quenching in iron dust clouds. Proc. Combust. Inst. 2009, 32, 1905–1912. [Google Scholar] [CrossRef]
- Krenn, T.; Li, T.; Hebel, J.; Böhm, B.; Dreizler, A. Evaluation of a novel measurement method for the laminar burning speed in laminar lifted iron dust flames. Fuel 2024, 366, 131266. [Google Scholar] [CrossRef]
- Prasidha, W.; Baigmohammadi, M.; Shoshin, Y.; de Goey, P. Towards an efficient metal energy carrier for zero–emission heating and power: Iron powder combustion. Combust. Flame 2024, 268, 113655. [Google Scholar] [CrossRef]
- Baigmohammadi, M.; Prasidha, W.; Stevens, N.C.; Shoshyn, Y.L.; Spee, T.; de Goey, P. Towards utilization of iron powders for heating and power. Appl. Energy Combust. Sci. 2023, 13, 100116. [Google Scholar] [CrossRef]
- Sohrabi, M.; Ghobadian, B.; Najafi, G.; Prasidha, W.; Baigmohammadi, M.; de Goey, P. Experimental and Statistical Analysis of Iron Powder for Green Heat Production. Sustainability 2024, 16, 9416. [Google Scholar] [CrossRef]
- Sohrabi, M.; Ghobadian, B.; Najafi, G.; Choisez, L.; Prasidha, W.; Baigmohammadi, M.; de Goey, P. Iron powder particles as a clean and sustainable carrier: Investigating their impact on thermal output. Process Saf. Environ. Prot. 2024, 188, 957–969. [Google Scholar] [CrossRef]
- Julien, P.; Whiteley, S.; Goroshin, S.; Soo, M.J.; Frost, D.L.; Bergthorson, J.M. Flame structure and particle-combustion regimes in premixed methane–iron–air suspensions. Proc. Combust. Inst. 2015, 35, 2431–2438. [Google Scholar] [CrossRef]
- McRae, M.; Julien, P.; Salvo, S.; Goroshin, S.; Frost, D.L.; Bergthorson, J.M. Stabilized, flat iron flames on a hot counterflow burner. Proc. Combust. Inst. 2019, 37, 3185–3191. [Google Scholar] [CrossRef]
- Hulsbos, M.R.; Hermanns, R.T.E.; Bastiaans, R.J.M.; de Goey, L.P.H. The Heat Flux Method for hybrid iron–methane–air flames. Combust. Flame 2024, 266, 113531. [Google Scholar] [CrossRef]
- Hulsbos, M.R.; Hermanns, R.T.E.; Bastiaans, R.J.M.; de Goey, L.P.H. The laminar burning velocity of hybrid iron-methane-air flames. Combust. Flame 2025, 279, 114274. [Google Scholar] [CrossRef]
- Choisez, L.; van Rooij, N.E.; Hessels, C.J.; da Silva, A.K.; Filho, I.R.S.; Ma, Y.; de Goey, P.; Springer, H.; Raabe, D. Phase transformations and microstructure evolution during combustion of iron powder. Acta Mater. 2022, 239, 118261. [Google Scholar] [CrossRef]
- Liu, X.; Wang, D.; Fang, S.; Zhang, S.; Yang, L.; Li, J. Mitigating thermoacoustic instabilities in a Rijke tube burner using iron nanopowder additives. Exp. Therm. Fluid Sci. 2025, 166, 111472. [Google Scholar] [CrossRef]
- Ning, D.; Shoshin, Y.; van Oijen, J.A.; Finotello, G.; de Goey, L.P.H. Critical temperature for nanoparticle cloud formation during combustion of single micron-sized iron particle. Combust. Flame 2022, 244, 112296. [Google Scholar] [CrossRef]
- Chang, D.; Thijs, L.C.; Panahi, A.; Mi, X.; Bergthorson, J.M.; Levendis, Y.A. Effects of oxygen concentration on nanoparticle formation during combustion of iron powders. Fuel 2025, 397, 135366. [Google Scholar] [CrossRef]
- Prasidha, W.; Baigmohammadi, M.; Shoshin, Y.; de Goey, P. Optimizing iron powder combustion: Influence of particle size on flame stability, nanoparticle formation, and nitric oxide emission. Combust. Flame 2025, 275, 114068. [Google Scholar] [CrossRef]
- Tóth, P.; Ögren, Y.; Sepman, A.; Gren, P.; Wiinikka, H. Combustion behavior of pulverized sponge iron as a recyclable electrofuel. Powder Technol. 2020, 373, 210–219. [Google Scholar] [CrossRef]
- Buchheiser, S.; Deutschmann, M.P.; Rhein, F.; Allmang, A.; Fedoryk, M.; Stelzner, B.; Harth, S.; Trimis, D.; Nirschl, H. Particle and Phase Analysis of Combusted Iron Particles for Energy Storage and Release. Materials 2023, 16, 2009. [Google Scholar] [CrossRef]
- Wiinikka, H.; Vikström, T.; Wennebro, J.; Toth, P.; Sepman, A. Pulverized Sponge Iron, a Zero-Carbon and Clean Substitute for Fossil Coal in Energy Applications. Energy Fuels 2018, 32, 9982–9989. [Google Scholar] [CrossRef]
- Flagan, R.C. Electrical Mobility Methods for Submicrometer Particle Characterization. In Aerosol Measurement: Principles, Techniques, and Applications, 3rd ed.; John Wiley & Sons, Ltd.: Hoboken, NJ, USA, 2011; pp. 339–364. [Google Scholar] [CrossRef]
- TSI Incorporated. Electrostatic Classifier Model 3082, SMPSTM Model 3938, Operation and Service Manual, USA; TSI Incorporated: Shoreview, MN, USA, 2024. [Google Scholar]
- TSI Incorporated. Fundamentals of Condensation Particle Counters (CPC) and Scanning Mobility Particle Sizer (SMPSTM) Spectrometers, USA; Application Note CPC-003-US; TSI Incorporated: Shoreview, MN, USA, 2014. [Google Scholar]
- Welker, R.W. Size Analysis and Identification of Particles. In Developments in Surface Contamination and Cleaning; William Andrew Publishing: Norwich, NY, USA, 2012; pp. 179–213. [Google Scholar] [CrossRef]
- Fuchs, N.A. On the stationary charge distribution on aerosol particles in a bipolar ionic atmosphere. Geofis. Pura E Appl. 1963, 56, 185–193. [Google Scholar] [CrossRef]
- Wiedensohler, A. An approximation of the bipolar charge distribution for particles in the submicron size range. J. Aerosol Sci. 1988, 19, 387–389. [Google Scholar] [CrossRef]
- Peters, T.M.; Ott, D.; O’shaughnessy, P.T. Comparison of the Grimm 1.108 and 1.109 Portable Aerosol Spectrometer to the TSI 3321 Aerodynamic Particle Sizer for Dry Particles. Ann. Occup. Hyg. 2006, 50, 843–850. [Google Scholar] [CrossRef] [PubMed]
- Wang, H.-C.; John, W. Particle Density Correction for the Aerodynamic Particle Sizer. Aerosol Sci. Technol. 1987, 6, 191–198. [Google Scholar] [CrossRef]
- Goodwin, D.G.; Speth, R.L.; Moffat, H.K.; Weber, B.W. Cantera: An Object-Oriented Software Toolkit for Chemical Kinetics, Thermodynamics, and Transport Processes, Version 3.0; Zenodo: Geneva, Switzerland, 2021. [Google Scholar] [CrossRef]
- Chen, B.-S.; Garner, A.L.; Bane, S.P.M. Simulation of flame speed enhancement of a hydrocarbon flame with a microwave field. Combust. Flame 2019, 207, 250–264. [Google Scholar] [CrossRef]
- Maxwell, B.; Mével, R.; Melguizo-Gavilanes, J. Spherically expanding flame simulations using Cantera coupled to an unsteady Lagrangian formulation. Int. J. Hydrogen Energy 2024, 51, 948–960. [Google Scholar] [CrossRef]
- Guo, J.; Liu, P.; Serrano-Bayona, R.; Es-Sebbar, E.-T.; Gao, X.; Roberts, W.L.; Im, H.G. Stability and NO formation of ammonia/methane non-premixed flames under O2/CO2 environments. Combust. Flame 2026, 283, 114621. [Google Scholar] [CrossRef]
- Deutschmann, M.P.; Sperling, A.; Covini, E.; Böhm, B.; Dreizler, A.; Nirschl, H. Single iron particle combustion—A morphology study of partially oxidized iron particles. Powder Technol. 2024, 445, 120102. [Google Scholar] [CrossRef]
- Peng, F.; Liu, H.; Kong, C.; Mi, X.; Tian, B.; Zheng, Y.; Xu, S.; Cai, W. Micro-explosion of burning iron particles with carbon impurity. Combust. Flame 2025, 274, 113974. [Google Scholar] [CrossRef]
- Li, T.; Nguyen, B.-D.; Gao, Y.; Elsässer, L.; Ning, D.; Scholtissek, A.; van Duin, A.C.; Hasse, C.; Böhm, B. Critical nanoparticle formation in iron combustion: Single particle experiments with in-situ multi-parameter diagnostics aided by multi-scale simulations. Fuel 2026, 404, 136303. [Google Scholar] [CrossRef]
- Huang, J.; Li, S.; Sanned, D.; Xu, L.; Xu, S.; Wang, Q.; Stiti, M.; Qian, Y.; Cai, W.; Berrocal, E.; et al. A detailed study on the micro-explosion of burning iron particles in hot oxidizing environments. Combust. Flame 2022, 238, 111755. [Google Scholar] [CrossRef]
- Mi, X. Theoretical elucidation of the hindering effect of oxide-layer growth on the ignition of iron particles. Combust. Flame 2025, 279, 114310. [Google Scholar] [CrossRef]
- Fujinawa, A.; Thijs, L.C.; Jean-Philyppe, J.; Panahi, A.; Chang, D.; Schiemann, M.; Levendis, Y.A.; Bergthorson, J.M.; Mi, X. Combustion behavior of single iron particles, Part II: A theoretical analysis based on a zero-dimensional model. Appl. Energy Combust. Sci. 2023, 14, 100145. [Google Scholar] [CrossRef]
- Sperling, A.; Deutschmann, M.P.; Ning, D.; Spielmann, J.; Li, T.; Kramm, U.I.; Nirschl, H.; Böhm, B.; Dreizler, A. Oxidation progress and inner structure during single micron-sized iron particles combustion in a hot oxidizing atmosphere. Fuel 2025, 381, 133147. [Google Scholar] [CrossRef]
- Smith, G.P.; Golden, D.M.; Frenklach, M.; Moriarty, N.W.; Eiteneer, B.; Goldenberg, M.; Bowman, C.T.; Hanson, R.K.; Song, S.; Gardiner, W.C., Jr.; et al. GRI-Mech 3.0. Available online: http://www.me.berkeley.edu/gri_mech/ (accessed on 1 November 2025).
- Rumminger, M.D.; Reinelt, D.; Babushok, V.; Linteris, G.T. Numerical study of the inhibition of premixed and diffusion flames by iron pentacarbonyl. Combust. Flame 1999, 116, 207–219. [Google Scholar] [CrossRef]
- Nanjaiah, M.; Pilipodi-Best, A.; Lalanne, M.R.; Fjodorow, P.; Schulz, C.; Cheskis, S.; Kempf, A.; Wlokas, I.; Rahinov, I. Experimental and numerical investigation of iron-doped flames: FeO formation and impact on flame temperature. Proc. Combust. Inst. 2021, 38, 1249–1257. [Google Scholar] [CrossRef]
- Thijs, L.C.; van Gool, C.E.A.G.; Ramaekers, W.J.S.; van Oijen, J.A.; de Goey, L.P.H. Resolved simulations of single iron particle combustion and the release of nano-particles. Proc. Combust. Inst. 2023, 39, 3551–3559. [Google Scholar] [CrossRef]














| Case | Flow Rate | Imaging | Nanoparticle Emission Analysis | Microparticle Emission Analysis | Gas Analysis |
|---|---|---|---|---|---|
| Single particle | 8–12 (particles/sec) | In situ: High-speed camera and SEM | Ex situ: SEM | No | No |
| Powder flow | Case 1: CH4-Fe-05 @ 0.5 g/min Case 2: CH4-Fe-12 @ 1.26 g/min | Ex situ: SEM and EDXS | In situ: SMPSTM Ex situ: SEM | In situ: APSTM | Yes |
| Note | Reaction Number | Reaction | Reference |
|---|---|---|---|
| Methane–air CO oxidation | R1 | OH + CO ⇌ H + CO2 | [61] |
| R2 | HO2 + CO ⇌ OH + CO2 | ||
| R3 | O2 + CO ⇌ O + CO2 | ||
| R4 | O + HCO ⇌ H + CO2 | ||
| Iron direct CO2 route | R5 | FeCO + O → Fe + CO2 | [62] |
| Iron-air O radical | R6 | Fe + O2 ⇌ FeO + O | [63] |
| R7 | FeO + O2 ⇌ FeO2 + O | ||
| Iron-Methane OH radical | R8 | FeO + H ⇌ Fe + OH | [62] |
| R9 | FeH + O ⇌ Fe + OH |
| GSD | Mode (nm) | Total Concentration (#/cm3) | Fraction Sub-100 nm | Fraction Sub-10 nm |
|---|---|---|---|---|
| ~6 | ~56 | 4 × 107 | 89% | 0.88% |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Mansouri, Z.; Koched, A. Towards Sustainable Energy Generation Using Hybrid Methane Iron Powder Combustion: Gas Emissions and Nanoparticle Formation Analysis. Sustainability 2026, 18, 704. https://doi.org/10.3390/su18020704
Mansouri Z, Koched A. Towards Sustainable Energy Generation Using Hybrid Methane Iron Powder Combustion: Gas Emissions and Nanoparticle Formation Analysis. Sustainability. 2026; 18(2):704. https://doi.org/10.3390/su18020704
Chicago/Turabian StyleMansouri, Zakaria, and Amine Koched. 2026. "Towards Sustainable Energy Generation Using Hybrid Methane Iron Powder Combustion: Gas Emissions and Nanoparticle Formation Analysis" Sustainability 18, no. 2: 704. https://doi.org/10.3390/su18020704
APA StyleMansouri, Z., & Koched, A. (2026). Towards Sustainable Energy Generation Using Hybrid Methane Iron Powder Combustion: Gas Emissions and Nanoparticle Formation Analysis. Sustainability, 18(2), 704. https://doi.org/10.3390/su18020704

