Non destructive evaluation of mixed concrete performance using image processing and machine learning

The study prepared HC samples with different mix ratios (1:3:6, 1:2:4, 1:1.

Embedment Plate

5:3), water cement ratios (0.

4-0.

6), and CRM substitution rates (0%, 15%, 25%) using 162 cylindrical specimens (diameter 150mm, height 300mm).

Horizontal and vertical cutting surface images were collected, and statistical features were extracted to train SVM, BRE, and GPR models.

The overall process is shown in Figure 1.

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How many stones, sand, cement, and water are needed for one square meter of concrete in rural self built houses?

More and more people are building houses in rural areas, and with them, there are not too many knowledgeable people.

So the problem is, how can those who don’t understand learn? As we all know, concrete is the most common building material.

Plastic Nail Plate

However, in rural housing construction, due to the relatively small amount of construction, most of it is self mixed concrete, which can be mixed as much as needed and used on-site without waste.

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Real image recognition of several common concrete cracks

Concrete cracks are physical structural changes caused by internal and external factors in concrete structures, and cracks are the main reason for the decrease in the load-bearing capacity, durability, and waterproofing of concrete structures.

Magnetic Thread Disc

Only by correctly identifying the causes of concrete cracks, taking corresponding measures, and eliminating hidden dangers can we ensure structural safety and normal use.

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Concrete film curing leaves no footprints! This construction site is creative!

In order to reduce the quality problem of floor cracks, the concrete pouring is completed and the surface is immediately covered with film for curing.

Practice has shown that it is indeed effective.

Steel Chamfer

However, due to the fact that the concrete has not yet fully set at this time, people will leave footprints on the film.

The conventional method of covering the film while smoothing the footprints is too cumbersome and has quality hazards.

Let’s take a look at the creativity of this construction site below, which easily solves the problem of people stepping on footprints on concrete film!.