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Volume 13 | Issue 7 | Year 2026 | Article Id. IJME-V13I7P107 | DOI : https://doi.org/10.14445/23488360/IJME-V13I7P107

Experimental and ANN-Based Assessment of Hydrogen-Enriched Diesel Combustion in a Single-Cylinder CRDI Engine Under EGR Operation


Sarafaraj Jahangir Mulani, Sachin A. Meshram, Sameer Sheshrao Gajghate

Received Revised Accepted Published
10 Apr 2026 10 Jun 2026 03 Jul 2026 30 Jul 2026

Citation :

Sarafaraj Jahangir Mulani, Sachin A. Meshram, Sameer Sheshrao Gajghate, "Experimental and ANN-Based Assessment of Hydrogen-Enriched Diesel Combustion in a Single-Cylinder CRDI Engine Under EGR Operation," International Journal of Mechanical Engineering, vol. 13, no. 7, pp. 80-100, 2026. Crossref, https://doi.org/10.14445/23488360/IJME-V13I7P107

Abstract

The wider use of CI engines is hampered by the requirement to secure both a lower exhaust emission and a better fuel economy, which are connected to a high thermal efficiency, a characteristic for which CI engines are well known. Hydrogen, due to its high flame velocity, wide flammable range and carbon-free property, has become a potential additional fuel for diesel engines. A combined effect of hydrogen enrichment and Exhaust Gas Recirculation (EGR) in the single-cylinder Common-Rail Direct Injection (CRDI) engine, however, should be further evaluated by experiments. The present work investigated the performance and emission characteristics of a water-cooled, four-stroke, single-cylinder compression ignition (CI) engine operated in conventional diesel, hydrogen-enriched dual fuel and hydrogen-enriched EGR (exhaust gas recirculation) mode. The tests were carried out at loads of 0, 3, 6, 9 and 12kg, and the parameters measured were fuel flow rate, torque, Brake Thermal Efficiency (BTE), Brake-Specific Fuel Consumption (BSFC), NOₓ, CO, HC, O₂ and CO₂. Results were obtained which revealed the improvement in the performance of the engine when operated under loaded conditions with hydrogen-assisted combustion. The BTE for 12 kg load in hydrogen-enriched mode without EGR was 34.42%, while it was 22.0% in diesel mode without EGR, and 31.08% for EGR-assisted mode. With the same load range, BSFC in diesel mode was 0.33 kg/kWh, which reduced to 0.31 kg/kWh in the best hydrogen-enriched case without EGR and to 0.28 kg/kWH in the case under EGR-assisted operation. The loaded conditions also exhibited improvement with regards to carbon-related emissions, as CO in the hydrogen-enriched cases without EGR (0.07-0.10%) is lower than in diesel mode (0.19%) and CO₂ is reduced from 8.3% to 7.7-8.0% in several hydrogen-assisted cases. EGR also helped to control NOₓ over a significant portion of the operating range and to maintain the high fraction of efficiency that can be obtained through the hydrogen enrichment process. The overall result of the integrated hydrogen-EGR concept was good in terms of torque response, thermal efficiency, fuel consumption, and important emission characteristics, and it is a promising way to achieve cleaner and more efficient CRDI diesel-engine operation.

Keywords

Hydrogen–diesel dual-fuel combustion, Common-Rail Direct Injection (CRDI) engine, Exhaust Gas Recirculation (EGR), Emission characteristics, Artificial Neural Network (ANN) modeling.

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