journal article·2026-01Open access

OHSI – Onset Heat Size Index: A new parameter to predict rheology of cement-calcined clay blends

M. Farjad Iqbal, Nishant Garg

Abstract

Calcined clays (CCs) are promising supplementary cementitious materials given their potential for improving concrete durability and sustainability. However, they often cause high water demand and associated workability challenges. In this study, the rotational rheology of 16 cement and largely kaolinitic-CC blends was analyzed, revealing a wide range of dynamic yield stress (DYS) values (25–300 Pa). These DYS values strongly correlate with the ASTM C1437 paste flow, ranging from ∼30 % to 140 % (R 2 > 0.9). Interestingly, calorimetry results indicated that the rheological properties are linked to the onset heat (OH). By combining 3 unique parameters: OH, and particle size distribution (PSD) outputs ( D 10 and D 50 ) a new parameter has been introduced, the onset heat size index (OHSI = OH/ D 10 ·D 50 ). This OHSI can reliably predict the DYS (R 2 = 0.90, RMSE = 26 Pa), opening a pathway for employing widely adopted calorimetry and PSD measurements to simultaneously predict reactivity and rheology of cement-CC blended systems. • Both the physical and chemical composition influence the water demand of calcined clays. • Commercially available calcined clays display a wide range of rheological properties (DYS ∼25–300 Pa). • Binary and ternary blends are effective options for optimizing rheology and strength. • Onset Heat Size Index can predict the rheology of cement-calcined clay blends (R 2 = 0.9, RMSE = 26 Pa).
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Concrete and Cement Materials Research · Concrete Properties and Behavior · Innovations in Concrete and Construction Materials

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (63)

Show source-provided references
1. Pozzolanic reactivity of low grade kaolinitic clays: Influence of calcination temperature and impact of calcination products on OPC hydration10.1016/j.clay.2015.01.028 ↗
2. ASTM C109 · 2023
3. ASTM C114 · 2024
4. ASTM C125 · 2025
5. ASTM C143 · 2015
6. ASTM C1437 · 2020
7. ASTM C311 · 2024
8. Investigation of the calcined kaolinite content on the hydration of Limestone Calcined Clay Cement (LC3)10.1016/j.cemconres.2018.02.016 ↗
9. A review of the rheology of filled viscoelastic systems
10. Introducing Particle Shape Metric (PSM): a fundamental parameter that encapsulates role of aggregate shape in enhancing packing and performance10.1016/j.cemconres.2024.107558 ↗
11. Influence of calcined clay morphology on flow in blended cementitious systems10.1016/j.cemconres.2022.106927 ↗
12. Understanding the Filler effect on the Nucleation and growth of C-S-H10.1111/jace.13177 ↗
13. Predicting the rheology of limestone calcined clay cements (LC3): linking composition and hydration kinetics to yield stress through Machine Learning10.1016/j.cemconres.2022.106925 ↗
14. Impact of metakaolin characteristics on the rheological properties of mortar in the fresh state10.1016/j.cemconcomp.2012.12.001 ↗
15. Influence of porosity on compressive and tensile strength of cement mortar10.1016/j.conbuildmat.2012.11.072 ↗
16. Relating Compressive Strength to Heat Release in Mortars
17. Fresh properties of concrete containing calcined clays: a review by RILEM TC-282 CCL10.1617/s11527-022-01971-3 ↗
18. Impact of calcination time on metakaolin morphology and enhancement of pozzolanic reactivity: Insights from in situ TEM10.1016/j.cemconres.2025.108022 ↗
19. The origin of the pozzolanic activity of calcined clay minerals: a comparison between kaolinite, illite and montmorillonite10.1016/j.cemconres.2010.09.013 ↗
20. Effect of raw clay type, fineness, water-to-cement ratio and fly ash addition on workability and strength performance of calcined clay – Limestone Portland cements10.1016/j.cemconres.2017.08.003 ↗
21. How do concrete rheology, tribology, flow rate and pipe radius influence pumping pressure?10.1016/j.cemconcomp.2015.11.002 ↗
22. Thermal activation of a pure montmorillonite clay and its reactivity in cementitious systems10.1021/jp502529d ↗
23. Pozzolanic reactivity of a calcined interstratified illite/smectite (70/30) clay10.1016/j.cemconres.2015.08.006 ↗
24. Dissolution kinetics of calcined kaolinite and montmorillonite in alkaline conditions: evidence for reactive Al (V) sites10.1111/jace.16663 ↗
25. Hackley · 2004
26. Hall · 2021
27. Chapter 10.2 - Thermally Modified Clay Minerals. Dev
28. Pozzolanic reactivity of pure calcined clays10.1016/j.clay.2016.08.003 ↗
29. Influence of cement fineness and water-to-cement ratio on mortar early-age heat of hydration and set times10.1016/j.conbuildmat.2013.10.011 ↗
30. Supplementary cementitious materials: New sources, characterization, and performance insights10.1016/j.cemconres.2019.05.008 ↗
31. Rate of thixotropic rebuilding of cement pastes modified with highly purified attapulgite clays10.1016/j.cemconres.2013.05.019 ↗
32. Influence of Portland cement composition on early age reactions with metakaolin10.1016/j.cemconres.2007.07.002 ↗
33. Supplementary cementitious materials10.1016/j.cemconres.2010.12.001 ↗
34. Rheology, 3D printing, and particle interactions of xanthan gum-clay binder for earth concrete10.1016/j.cemconres.2024.107551 ↗
35. Relating early hydration, specific surface and flow loss of cement pastes
36. Effect of silica fume and slump-retaining polycarboxylate-based dispersant on the development of properties of Portland cement paste10.1016/j.cemconcomp.2019.03.021 ↗
37. UR2: Ultra-rapid reactivity test for real-time, low-cost quality control of calcined clays10.1016/j.cemconres.2025.107806 ↗
38. The role of limestone and calcined clay on the rheological properties of LC310.1016/j.cemconcomp.2020.103516 ↗
39. Investigation of blended cement hydration by isothermal calorimetry and thermal analysis10.1016/j.cemconres.2004.10.027 ↗
40. Elucidating the size and Shape of Individual Clinker Phases via Raman Imaging: Impact on Cement Hydration10.1021/acs.jpcc.3c03453 ↗
41. Early-stage performance enhancement of concrete via commercial C-S-H seeds: from lab investigation to field implementation in Illinois
42. Distinguishing dynamic and static yield stress of fresh cement mortars through thixotropy10.1016/j.cemconcomp.2017.11.019 ↗
43. Rheological characterization of the viscoelastic solid-like properties of fresh cement pastes with nanoclay addition10.1016/j.tafmec.2019.102262 ↗
44. Evolution of kaolinite morphology upon exfoliation and dissolution: evidence for nanoscale layer thinning in metakaolin10.1016/j.clay.2022.106486 ↗
45. Correlation between yield stress and slump: Comparison between numerical simulations and concrete rheometers results10.1617/s11527-005-9035-2 ↗
46. “Fifty-cent rheometer” for yield stress measurements: from slump to spreading flow10.1122/1.1879041 ↗
47. From mini-cone test to Abrams cone test: Measurement of cement-based materials yield stress using slump tests10.1016/j.cemconres.2004.07.032 ↗
48. Scrivener · 2016
49. Impacting factors and properties of limestone calcined clay cements (LC3)10.1680/jgrma.18.00029 ↗
50. Eco-efficient cements: potential economically viable solutions for a low-CO2 cement-based materials industry10.1016/j.cemconres.2018.03.015 ↗
51. Limestone calcined clay cement and concrete: a state-of-the-art review10.1016/j.cemconres.2021.106564 ↗
52. The effect of dehydroxylation/amorphization degree on pozzolanic activity of kaolinite10.1016/S0008-8846(02)00975-4 ↗
53. Rotational rheometry test of Portland cement-based materials – a systematic literature review10.1016/j.conbuildmat.2024.136667 ↗
54. Future and emerging supplementary cementitious materials10.1016/j.cemconres.2023.107199 ↗
55. Sonebi · 2023
56. Calcined kaolinite-bentonite clay blends as supplementary cementitious materials10.1016/j.clay.2015.01.025 ↗
57. The rheological properties of ternary binders containing Portland cement, limestone, and metakaolin or fly ash10.1016/j.cemconres.2013.07.007 ↗
58. Wallevik · 2003 · 23
59. Relationship between the Bingham parameters and slump10.1016/j.cemconres.2006.03.001 ↗
60. Rheology as a tool in concrete science: the use of rheographs and workability boxes10.1016/j.cemconres.2011.01.009 ↗
61. Quantifying the global warming potential of low carbon concrete mixes: Comparison of existing life cycle analysis tools
62. Isothermal calorimetry tests and modeling of cement hydration parameters10.1016/j.tca.2009.11.007 ↗
63. Yahia · 2016 · 97