Concrete has become the most widely used material in the world due to the wide availability of resources of concrete components, the low cost for construction, the convenience for molding, and if properly used, concrete structures are usually designed and built for a minimum period of 50 years [
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8]. Due to the high alkalinity of concrete, the service life of concrete structures would be reduced when exposed to acidic environments. Sometimes, the concrete structures were damaged only in a few years due to acid attacks. The effect of different acids on concrete corrosion depends on the solubility of calcium salts of some acid [
9]. Sulfuric acid was the most aggressive mineral acid found in the natural environment [
10], which mainly generated in the following three ways: (1) The sulfuric acid could be produced by the oxidation of pyrite, and pyrite was the most abundant and widely distributed of the earth’s sulfide minerals [
11]. (2) In concrete sewer pipes, sulfur-containing compounds could be decomposed under the action of bacterial activity that eventually produces sulfuric acid [
10,
12]. (3) Sulfuric acid, which could be formed by the oxidation of sulfur oxides produced by automobiles and industrial production activities, was a major component of acid rain in most parts of the world [
12]. The deterioration of concrete subjected to sulfuric acid resulted in significant environmental problems and economic losses of billions of dollars annually. The cost of replacing and repairing corroded concrete sewer pipes each year in the UK and Germany was USD 130 million and USD 120 million, respectively [
13]. Many irreplaceable structures (such as Emei Mountain–Leshan Grand Buddha and the Statue of Liberty in the United States) have been severely damaged by acid rain in the past decades, and the direct material loss caused by acid rain in China in 1999 alone was reported to be approximately three billion Chinese yuan [
14,
15]. Therefore, the sulfuric acid corrosion of concrete has attracted a great deal of attention from researchers all over the world. The factors affecting the sulfuric corrosion of concrete can be roughly divided into two categories: (1) internal factors such as cement type, supplementary cementitious materials, water/cement ratio, aggregate, and so on, and (2) external factors such as the pH value of the solution, temperature, the stress state of concrete, and so on. Among them, the factors including water/cement ratio, the pH value of the solution, and the chemical composition of the aggregate were investigated widely by researchers. It was generally believed in the literature that the water/cement ratio was the largest factor controlling the mechanical properties of concrete as well as its durability. Fattuhi N. I. [
16] investigated the influence of the water/cement ratio of concrete cubes on the sulfuric acid resistance. The results showed that the loss in weight for cubes made from concrete with high water/cement ratios was lower than that for cubes made with lower water/cement ratios. Hewayde E. [
17] immersed concrete specimens with three water/cement ratios of 0.25, 0.35, and 0.5 in sulfuric acid solutions with pH values of 0.3, 0.6, and 1.0 for 8 weeks. They found that the mass loss of concrete specimens decreased as the water/cement ratio increased. Kawai [
18] found that the erosion depth of concrete with a high water/cement ratio, which had a higher capacity to absorb the expansion of the production reaction of gypsum, was larger than that with a low water/cement ratio. In terms of mix proportion of concrete, aggregate was the most primary constituent material of concrete. Among them, coarse aggregate accounts for about 50% of the total weight of concrete, and the fine material accounts for 25% of the total weight of concrete. Therefore, the effect of aggregate chemical composition on concrete sulfuric acid resistance was considered by some researchers. The aggregate could be divided into calcareous aggregate and siliceous aggregate, according to their chemical composition. The calcareous aggregate was mainly composed of calcium carbonate, which was more vulnerable to acid attack. However, the siliceous aggregate was mainly composed of silicon dioxide, which was more resistant to acid attack. It was reported that the service life of sewer pipes containing limestone aggregates was longer than that containing siliceous aggregates by 3–5 times in South Africa [
19]. Hughes [
20] found that the surface appearance and weight loss of concrete with limestone aggregate and siliceous aggregate were different. However, just three types of concrete cubes with different combinations of coarse and fine aggregates were compared without the concrete cubes with siliceous coarse aggregate and limestone fine aggregate. Belie [
21] studied the influence of aggregate type, production method, and cement type on the corrosion of different types of concrete sewer pipes and they found that the aggregate type had the largest effect on degradation in both chemical and microbiological experiments. Sulfuric acid was a strong mineral acid, and the pH value could reflect the actual concentration of its acidic solution. Allahverdi [
22] proposed that except for the properties of the concrete, the concentration of the attacking acid also influenced the extent of the attack. Hewayde [
17] found out that the concentration of sulfuric acid played the most important role in determining the degradation amount and rate of concrete under sulfuric acid exposure, and the mass loss of concrete specimens increased as the concentration of the sulfuric acid increased. Quantitative evaluation of the deterioration degree is a basic and vital challenge in concrete corrosion research. Taheri [
10] adopted compressive strength, scanning electron microscopy, micro-X-ray fluorescence spectrometry, and the Vickers hardness test to characterize the physicochemical changes of mortar and concrete corroded by the sulfuric acid. Mass loss and surface fractal dimension were considered to be good indicators due to simple, quick, and non-destructive characteristics [
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27]. Changes in concrete surface roughness caused by sulfuric acid can cause some effects to concrete components. In sewer pipe systems, a rough surface is more conducive to the host of sulfide oxidizing bacteria, which convert more sulfur-containing compounds into sulfuric acid, leading to severe acid corrosion. Compared with the traditional roughness evaluation parameters, the fractal dimension, which is invariant in length scales, was an intrinsic property and could be a better choice for surface characterization [
28]. In this paper, the influence degree order of three factors including water/cement ratio, coarse and fine aggregate combination, and the pH value of the solution on the durability evaluation indicators including mass loss and surface fractal dimension were investigated by a dummy factor orthogonal test method, which has been reported rarely in previous research.