A Linear-Programming–Driven Two-Level Factorial Design for Cost-Efficient Alternative Fuel Experiments in a Simulated Cement Calciner
Main Article Content
Abstract
The cement industry is among the most energy-intensive sectors and a major contributor to global CO2 emissions. Although increasing alternative fuel (AF) utilization in calciner operation can reduce coal consumption, laboratory-scale screening of multiple AFs is costly. This study proposes a mathematical framework that embeds a two-level full factorial design within a Linear Programming (LP) model to generate an economically optimized experimental plan under energy constraints. For a given number of AF factors 𝐾, the model (i) assigns Low–High usage levels to each AF, (ii) constructs the complete 2𝐾 factorial design, (iii) computes the Mixed Coal (MC) required in each treatment to satisfy the target NCVas-received, and (iv) minimizes the total cost of executing the full factorial design. The LP formulation incorporates decision variables for AF and MC quantities, subject to limits on total AF mass, minimum Low–High separation, and separate line calciner energy requirements. A five-AF case study demonstrates that the optimized 32-run design satisfies all constraints while achieving approximately 41–42% coal substitution relative to pure-coal operation at the same NCVas- received. The results confirm that the proposed framework provides a general, cost-aware planning tool for factorial mixture experiments and is readily extendable to other energy and engineering systems.
Article Details

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
References
Cheng S, Jin B, Wang L, Cao S, Chen Y, Su X, et al. Low-temperature cogasification of rice husks and waste tires as an alternative fuel in the cement industry: Investigation of synergistic mechanisms and their targeted optimization. Fuel. 2026;406:137015.
Rivera Sasso O, Ramirez Espinoza E, Carreño Gallardo C, Ledezma Sillas JE, Diaz Diaz A, Ojeda Farias OF, et al. Laboratory quantification of gaseous emission from alternative fuel combustion: Implications for cement industry decarbonization. Materials. 2025;18(21):4859.
Tao C, Wang H, Li Q, He M, Liang Q, Wang X. Process simulation and BPNNM prediction for chemical looping co-gasification of rice husk and textile wastes as cement alternative fuels. Biomass Convers Biorefin. 2025;15(18):25289-305.
Paul D, Phadke K, Dhole M, Nair A, Bhatt V. Review of existing research on municipal solid waste of alternative fuels and raw materials used in cement industries. AIP Conf Proc. 2025;3261(1):020012.
Supriatna AY, Siswanto N, Suparno. Evaluation of biomass fuel supply as an alternative energy source in the cement industry using forecasting techniques. Adv Transdiscip Eng. 2025;73:295-303.
Wiharja, Suherman, Pratama RA, Syafrudin, Kholiq MA, Robbani MH, et al. Research on the matching relationship of municipal solid waste management and alternative fuel in Indonesia’s cement industry. Case Stud Chem Environ Eng. 2025;11:101098.
Niekurzak M, Lewicki W, Wróbel J. Efficiency assessment of the production of alternative fuels of high usable quality within the circular economy: An example from the cement sector. Sustainability. 2024;16(20):8762.
Niekurzak M, Mysłowski J, Lewicki W. Assessment of the possibilities of using alternative fuels in the cement industry. Econ Environ. 2025;92(1).
Bramantiyo R, Lestianingrum E, Cahyono RB. Utilization of plastic waste as an alternative fuel in cement industry for improved energy sustainability. ASEAN J Chem Eng. 2024;24(3):321-7.
Quaye EK, Jianfeng P, Fan B, Lu Q, Zhang Y, Jiang C, et al. Advancing sustainable combustion: A comprehensive review of response surface methodologydriven optimization and applications in alternative fuel combustion systems. Int J Hydrogen Energy. 2025;170:151190.
Wali T, Qayum A, Algarni F, Malik F, Jan SU. Evaluating the use of alternative fuels in cement production for environmental sustainability. Sustainability. 2025;17(13):5924.
Ige OE, Kabeya M. Multi-objective optimization of raw mix design and alternative fuel blending for sustainable cement production. Sustainability. 2025;17(16):7438.
Mita AF, Ray S, Haque M, Saikat MH. Prediction and optimization of properties of concrete containing crushed stone dust and nylon fiber using response surface methodology. Heliyon. 2023;9(3):e14436.
Nusrat Aman AM, Selvarajoo A, Lau TL, Chen WH. Optimization via response surface methodology of palm kernel shell biochar for supplementary cementitious replacement. Chemosphere. 2023;313:137477.
Maaze MR, Das SK, Garg N, Shrivastava S. Economic-environmental and multicriteria optimization for predicting alkaline ratios in waste cement concretebased geopolymer using central composite design. Int J Concr Struct Mater. 2025;19(1):35.
Adresi M, Yamani A, Tabarestani MK, Nalon GH. A prediction model for the unconfined compressive strength of pervious concrete based on mix design and compaction energy variables using the response surface methodology. Buildings. 2024;14(9):2834.
Luga E, Mustafaraj E, Corradi M, Dajko M. Recycled red brick masonry demolition waste as a sustainable cement replacement alternative: A DoE-based approach. J Build Eng. 2025;100:111787.
Jamifar V, Eskandari-Naddaf H, Dehestani M. Optimizing electric arc furnace dust utilization in 3D printed reinforced cement paste using D-optimal design of experiments and Gray Wolf optimization. Struct Concr. 2025.
Kawai E, Ozawa A, Matsuhasi R. Technoeconomic analysis with a dynamic optimization approach integrating electrical and chemical engineering: A case study for aviation decarbonization in Japan. Appl Energy. 2026;402:126966.
Marocco P, Gandiglio M, Santarelli M. Optimising green hydrogen production across Europe: How renewable energy sources shape plant design and costs. Renew Energy. 2026;256:124542.
Aghajani D, Gilani H, Sahebi H, Vilko J. A robust design of hydrogen supply chain with integrated sustainable pricing policy under government intervention: Circular economy-driven management. Energy. 2025;334:137660.
Qin Q, Natesan M, Chen YC. Microwaveassisted preparation of solid recovered fuel from food waste and its quality prediction using linear programming. Bioenergy Res. 2025;18(1):17.
Mousapour S, Hashemitabar M, Safdari M, Shahraki AS. Optimizing biomass energy production from livestock waste to reduce environmental pollution with a nexus model approach. Environ Water Eng. 2025;11(4):533-41.
Terefe R, Biswas P. The direct catalytic conversion of teff straw into fuel intermediate: Optimization of reaction parameters. Biomass Bioenergy. 2025;201:108150.
Khaleghi F, Behroozi M. Effective extractive desulfurization using novel, green and cost-effective triethanolaminebased deep eutectic solvents: Experimental design and optimization. Fuel. 2025;395:135219.
Bonfante F, Ferrara G, Humbert P, Garufi D, Tulliani JM, Palmero P. Direct aqueous carbonation of electric arc furnace slag: Process optimisation through experimental design. Mater Struct. 2025;58(4):127.
Ari Akdemir E, Kern J, Smith JP, Field JL, Pack T. Multi-objective optimization of sustainable aviation fuel production pathways in the U.S. Corn Belt. Biomass Bioenergy. 2025;193:107590.