Industrial Engineering Case Studies in Madhya Pradesh: What Our Projects Taught Us About Design, Testing and AI

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By: Prabhat Bhargava

10 November, 2026

A shed is easy to see from the road. However, a shed with a bent drive through, or a brick batch that cracks after the walls are erected, can create years of lost productivity for a company. Most structural issues start with a decision that is taken on paper.

India is scaling up its construction projects. Public capital expenditure has been estimated at Rs 12.2 trillion or 3.1% of GDP in the Union Budget 2026-27 compared to Rs 11.2 trillion in the 2025-26 budget (Indianinfrastructure).

We have worked on factories, power infrastructure, bridges and highways at Bhargava Building Atelier Pvt. Ltd. (BBAPL). In this blog, you will understand what we learned from our industrial engineering case studies in Madhya Pradesh with regards to design, testing, and the judicious application of AI in engineering.

Industrial Structural Design Projects in MP: Our Case Studies

1. CG Power and Industrial Solutions, Malanpur

Project Overview

BBAPL provided civil and structural engineering consultancy for the expansion of CG Power’s Malanpur facility, covering multiple industrial sheds with different operational requirements.

Engineering Challenge

  • Multiple sheds required different structural configurations and functional layouts.
  • The design needed to accommodate specialised production, maintenance and utility requirements.
  • Space planning had to consider operational workflow and movement within the facility.

BBAPL’s Solution

We provided civil and structural engineering design, including 3D views and engineering drawings, for:

  • Winding Shed: Approximately 2,043 sq.m for winding operations.
  • DT Winding Shed: Approximately 579 sq.m for specialised winding activities.
  • Loco Shed: Approximately 401 sq.m for locomotive maintenance and storage.
  • Utility Shed: Approximately 455 sq.m for supporting plant operations.
  • IPTS Shed: Supporting infrastructure for facility requirements.

Project Outcome

The engineering design addressed the distinct functional requirements of each shed and provided the structural planning needed for the facility expansion.

2. Wavin, Banmore Plant

Project Overview

BBAPL provided engineering consultancy for additional infrastructure and expansion requirements at Wavin’s Banmore manufacturing facility.

Engineering Challenge

  • Dedicated spaces were required for PVC production and finished goods storage.
  • Grinding and mixing operations required ventilation and dust-management provisions.
  • Machinery installation and internal material movement needed to be considered in the facility layout.

BBAPL’s Solution

We provided engineering support for:

  • A dedicated PVC Shed.
  • A Pipe Yard for finished goods storage.
  • A Grinding and Mixing Shed with ventilation, dust-control and machinery provisions.
  • Expansion of the existing PVC facility.

Project Outcome

The project addressed the facility’s additional infrastructure requirements through dedicated production and storage spaces, with provisions for machinery operations and material movement.

3. Kurlon Enterprises Ltd.

Project Overview

BBAPL undertook a structural audit and assessment of the existing Kurlon facility to evaluate its structural condition and safety.

Engineering Challenge

  • Assessment of visible deterioration and potential structural damage.
  • Verification of load-bearing capacity and structural stability.
  • Identification of areas requiring corrective intervention.

BBAPL’s Solution

Our team conducted a structural assessment to evaluate the existing building condition, identify potential concerns and recommend necessary corrective measures.

Project Outcome

The recommended corrective measures were completed within the project timeline, addressing the identified structural concerns and supporting the continued safe use of the facility.

4. Teva API, MPPTCL, Railway Bridge and Highway Projects

Project Overview

These projects represent BBAPL’s engineering consultancy involvement across pharmaceutical manufacturing, power transmission and public infrastructure.

Engineering Challenge

Each project involved a different set of engineering requirements, ranging from industrial facility integration and structural assessment to infrastructure safety and technical compliance.

BBAPL’s Solution

Our engineering teams provided project-specific design, assessment and consultancy support based on the respective technical requirements.

Project Outcome

These engagements demonstrate BBAPL’s experience in addressing varied engineering requirements across industrial and infrastructure projects.

Note: Individual project details and measurable outcomes can be added once the specific scope and completion records are available.

Material Testing Case Studies: Quality Assurance for the DRDO Project, Gwalior

5. DRDO Project, Gwalior, Clay Brick Testing

Project Overview

BBAPL conducted clay brick testing for a DRDO project in Gwalior before the materials were used in construction.

Engineering Challenge

The project required verification of brick quality against applicable Indian Standards before acceptance for construction. Using non-compliant materials could lead to quality concerns at a later stage.

BBAPL’s Solution

Our NABL-accredited testing laboratory conducted tests in accordance with applicable IS standards, covering:

  • Compressive strength
  • Water absorption
  • Efflorescence
  • Dimensional accuracy

Project Outcome

The test reports provided documented evidence of material compliance with applicable requirements, supporting informed acceptance or rejection decisions before the bricks were used on site.

This enabled quality verification at the material procurement stage, helping identify non-compliant supplies before they became part of the structure.

Factory Engineering Projects in India: Why Process Comes Before Structure

Two sets of sheds stood at each Malanpur, each serving a different operation. Material flow and space are important for a winding shed. A locomotive shed is a shed used for maintenance and storage. The plant surrounding a utility shed must be able to fit around it.

However, at Banmore, dust control and ventilation influenced the design of the building itself, as the processing of plastics generates conditions that are not addressed by general design. There is another dimension of pharmaceutical plants: column position can impact equipment placement, and slab level can impact drainage and cleaning.

The first step in good factory engineering is process data, which comprises crane needs, equipment loads, movement paths, and expansion zones. It is much more cost-effective to design with safety and scope for future expansion than to make additions and alterations at a later stage.

Infrastructure Engineering Case Studies: Designing for Decades

Unlike factories, power lines, bridges, and highways have three things that make them different. They last for many years. They are crucial to public safety. They are also exposed to weather, vibration, and traffic on a daily basis.

This is why load assessment is even more critical, and codes and quality materials are even more critical. So does documentation. Future engineers can then rely on the asset’s inspection and maintenance when the assumptions, calculations, and test results are documented precisely. A good design will only be a good structure if it is built properly, and site supervision is just as important as design.

Audits and Testing: The Cheapest Time to Find a Problem

Both Kurlon audit and the DRDO brick testing have the same concept. Issues are cheapest to solve at the earliest stage.

The majority of structural problems show warning signs first: cracks, deflection, corrosion, and moisture. When left to their own devices, they cost more to repair. A planned audit is much cheaper than an emergency repair. A lab test is a lot cheaper than a rebuild. Both are about verifying facts before it’s too late.

How AI Is Changing Industrial Engineering in Madhya Pradesh

AI tools are assisting us in real-world ways:

  1. Quick generation and comparison of multiple layout designs
  2. Using flags to highlight structure/service conflicts in drawings
  3. Avalanche simulation in a shed, modeling the airflow and dust transport in the building.
  4. Photos of the screening site are taken, and the crack is screened.
  5. Monitoring test results from batch to batch to identify a supplier where product quality is slipping.

They also reduce the time spent on repetitive checks, providing more time for engineers to exercise judgement. They are best suited to the accuracy of the underlying data: accurate surveys, correct drawings, and verified test results.

Where AI Stops: Keeping Engineers Accountable

AI cannot be held responsible for a structure. We have certain rules, and we stick to them:

  • The engineer is assisted by AI. It does not take the place of the engineer.
  • All outputs are checked against codes, hand calculations, and site conditions.
  • Laboratory results are the basis of tests. Physical tests are the source of truth, but AI can analyse them.
  • Decisions made, be it in software or by experience, are documented.

Conclusion

Successful industrial and infrastructure projects are not defined by structural design alone. They depend on informed planning, accurate soil investigation, verified construction materials, proper structural assessments and effective project execution.

As India’s industrial and infrastructure sectors continue to expand, advanced technologies such as AI will help engineers improve design efficiency, identify potential conflicts and analyse complex engineering data. However, verified information, engineering expertise and professional accountability will remain essential.

At BBAPL, this is an area we anticipate will speed up, but never become less accountable. If you are in the midst of a plant, please contact our team at the beginning, not halfway through.



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