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Cement companies are investing in new age technologies

Arvind Kakru, Director Sales, Rockwell Automation, talks about the difference digitisation can make in the cement manufacturing and distribution processes, its long term impact and its contribution to the sustainability efforts of the industry as a whole.

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Arvind Kakru, Director Sales, Rockwell Automation
, talks about the difference digitisation can make in the cement manufacturing and distribution processes, its long term impact and its contribution to the sustainability efforts of the industry as a whole.


How important is digital transformation in cement plants? How can it impact the business positively?

The cement plant of the future will have to focus on lower operating costs and higher asset values, which would mean higher energy efficiency, yield and throughput. The big levers for the cement plants would be carbon emission, yield and energy throughput, process utilisations, automations, and more.

The objective or the ultimate gains that people are looking at are demand driven production, streamline quality and compliance, data and knowledge driven efficiency, risk management and secure operation of the plant. A lot of it has to go from the smart manufacturing point of view, that would not only result in increasing the safety and automating the decision making but also improve reliability, increased efficiencies, improved process controls, reducing power consumption of their energy efficiency which is a big thing for cement plants. Also, looking at real time monitoring, reducing the carbon footprint and improving the operational flexibility. And there are some things that we potentially opt for as solutions around the smart manufacturing space would be smart yield optimisation, asset life cycle management, creative quality, intelligent machine manufacturing, productive asset reliability and much more. Such things possibly give access to technology led innovations, also go on a little deeper in meeting the regulatory compliance, which could be statuary in nature, related to quality, compliance or even manufacturing standards of the cement industry in general. Since we all know that cement is a big contributor to the carbon dioxide emission, and these solutions are not the solutions just from the operations point of view but sustainability point of view which is impactful.


What is the expected monetary investment by cement organisations to make their plants adapt to new digitalisation?

This would vary from plant to plants or manufacturer to manufacturer. Also, depending upon what stage of digital journey they are on right. , some people would be much more evolved and they already would have an investment, or seen business cases explained and executed. So, these are the people who possibly would spend much more.

People like us might be a little early in the cycle in that space. If I had to modify something, we would start from rupees forty to fifty lakhs, also which is around analytics and that could be used as a pilot case to be used to determine if there is a serious business case and that kind of investment would really pay off. Because the time for the execution would not be more than a few months and at the same point of time, the investment is not very much high. And they would possibly feel much more comfortable after evolving and evaluating that process and accordingly make the investments. This is a very little investment and such investments are coherent which means that can be evolved and still be connected with other sections of the plant that could be integrated at the later stage, they are scalable, and ultimately going plant wide or the enterprise wide. According to a McKinsey and Company study, estimates are that cement companies have seen about 6 to 12 per cent better optimisation from advanced analytics.

Other areas of benefit where small investments could result in big transformation could be processed digitalisation and process automation overall where 10 per cent to 15 per cent is the estimated gain on the productivity. So, Rs 40-50 lakh of investment could result in a much higher return of investment and possibly in less than a year. It could vary from a very small amount to ultimately a larger amount of capital expenditure which would be a few crore rupees but that could be distributed over a period of time. And if you go enterprise wide execution on the digital expansion or the digital roll outs for the programs looking at the multiple areas of the plant, process machinery, etc. it could go into a few years of capex and opex (recurring charges on the software that you possibly potentially upfront).


Multiple players in the industry are moving towards making cement production sustainable. How can your technology help in achieving those targets?

If you look at the labour for cement producers, they have increased in energy efficiency and use of alternate materials like fuel, raw materials, etc. The conventional measures to reduce carbon dioxide emission from cement manufacturing for further improvement in thermal energy efficiency and other innovative technologies that people keep on pursuing. This means all very significant in terms of transformation for the cement industry.

Talking about the commitment, by 2030 the cement industry contributes to possibly around 0.3 per cent annually, reducing the carbon emissions. So, process control becomes very critical to set your old machines to be very efficient, also making the plant connected which is a lot of technologies kept connected together because then you pull in individual resources and then get on to them at the corporate or an enterprise level which helps you look at everything like a dashboard or one consolidated level and that helps you to mind data through quality, production, process parameters and allowing operator to understand the energy consumption. Another big thing would be productive control, machine learning, etc. are some of the technologies that would be really helpful which possibly would help in productive maintenance forecasts. So when the failures occur, machine learning understands the forecasting orders and runs algorithms, which predict failures, categorises them, observe the pattern and notify the people who need to know the insights. They also reduce the down time to reduce the maintenance cost related to that.

AR, VR could be useful in space when you are looking at those downtimes, reducing them, and giving quality expert advice from remote rather than somebody physically travelling. This in turn results in quicker recovery or a turn-around time. Then there are things related to anomaly detection, which again comes from productive control or the machine learning part of cement operations such as grinding, blending, cooling, pre-heating. It detects failure or poor performance in the process and they also improve overtime making it easier for the cement plants to implement one or more solutions for persistent operative decision making. These are some of the areas, which really help in energy performance, lowering the operating cost, improving the quality like reduction of raw materials, fuels, and also emission related to greenhouse gas and reduction contribution, because of all these process improvements in digital programs.


Tell us about the technology supporting the ‘Connected Cement Plant’.

You look at multiple levels in a particular program, one of the things is the devices operating on the shop floor or the manufacturing site. They have to be intelligent otherwise how will you get the data? So, we have to ensure that all of the data on the field level are intelligent devices, as in they have control over the process, they have sensors in place and have software connectivity which throws off the data on the larger enterprise level. Next is that when you connect these IoT gateways, you ensure connectivity with process control with power equipment along the field which is actually controlling your machine and equipment in a particular manufacturing environment. And from there on you take it to the next level where you are controlling and after the monitoring, observing and taking a lot of data over there. Which is helping in supply chain simulations, process optimisation, conditioning monitoring equipment and then throwing up to the next level, which is connecting all the third-party enterprises. And then look at process optimisation and then you connect them to a particular platform, which can be a scale up platform, control platform or an IoT platform related to visual analytics, remote monitoring, productive analytics and ultimately connecting to the enterprise and the business applications. You are connecting the suppliers of the market to the consumers. If you have that end-to-end visibility, it?s a great thing in terms of controlling the manufacturing operations, getting most out of your assets and design building, upgrading with confidence so as to take necessary decisions. We could see big things in the last two years during the Covid times and that is a helpful outcome of the digital process in a connected cement plant.


Cement plants often face challenges in understanding the fluctuating demand of the market. How can automation come to aid this challenge?

Cement countries are further exploring and investing in new age technologies, which includes artificial intelligence, machine learning, business analytics, and digital control towers to control and enhance supply chain and logistics visibility. Demand forecast helps in managing the demand and supply of the products – let?s say ready mix cement and complete supply and consolidated network of checkpoints, milestones, needs to be monitored for a very organised transaction. PwC (Pricewaterhouse Coopers) study says that digitised supply chains are the major revenue booster for cement manufacturing companies. An outgrown supply chain performs complex tasks from inventory, procurement to distribution of finished goods. Also, streamlines demand and inventory sourcing and distribution to the channel partners in the value chain overall. So, other than the inventory management, on the transportation side, how much fuel is consumed by the truckers is also monitored. We could optimise the transportation and make real time decisions on how demand is ramping up at some places or scaling down. If you also carry multiple operations, the states and geographies have varied rates of cement. So, one has to consider whether it is possible to transport from one manufacturing location to another region which is a more efficient manufacturing location and also profitable or not? It can even expand from the supply chain side of it all the fluctuating demand rate actually connecting with the operation and the top line and bottom line of the company.


How does The PlantPAx® distributed control system (DCS) help achieve efficiency in design and feature? How can the impact be quantified?

If you typically look at the DCS system of the cement plant, it has a behavioural pattern where the process automation includes instrumentation, power and control. So, there are electronics in the automation package which goes into the additional arenas as well also include control and instrumental package. We offer an open standard DCS distributed control system that has a flexible platform to address all ranges of plant sizes. It has a very high availability and redundancy to take care of running operation of the plant. There is no down time or failure. It has integrated diagnostics through which we are able to really look at what is happening right or wrong at your plant and accordingly take corrective actions. It has powerful and seamless connectivity with the field instrumentation and devices. The more connected you are the more ability you have in terms of looking at what is happening in a particular plant. And from there you can build up all the data which is at the heart of the system, then you have an embedded model equipped control with that you have premium integration with smart water control. So overall if you look at it there is simplified design, an improved operation, there is a safety and security part of it and its future ready enabled with the latest in the technology which can easily be connected with other intelligent devices across the manufacturing plant or any other place. It helps in manufacturing at the down time and is scalable. We have this feature in PlantPAx 5.0 onwards which reduces footprints and consistent delivery streamlining of workload, cyber security, and analytics enabled. It also results in empowering the operators and reducing the training cost for them. It also results in improved maintenance in all critical areas and helps in maintaining the availability. It enables decisions at a system level and also is very cyber secured and complied to ISA 99, ISA 62, which helps us to put in difference in depth solutions and help in making the process compliant, safe, secure and scalable.


Tell us more about the convergence of Information Technology (IT) and Operational Technology (OT) tools by Rockwell Automation. What is the return on investment a cement company expects on this technology investment?

Rockwell Automation is the company best known for its focus on Information Technology (IT) and Operational Technology (OT), we say we are the possibly the best company that has expertise in both areas. When we say convergence of IT and OT, the convergence of software and machinery in the production environment is assuring a new era of connected operations for a lot of industries and or cement also.

It offers enhanced levels of efficiency and opportunity for better decision making across all aspects of manufacturing and production. Connecting the process control measurement and safety system at a production site with IT infrastructure and application enables more connectivity for highly valuable time data and remote support. On the other hand, they want to minimise the risk of the outcome which can be managed in a very safe, secured and compliant way. There are multiple ways to integrate the process and ensure the information can flow freely across IT and OT systems, which would be to identify and align critical data facts to consider the entire supply value chain, fill in the security gap, set up for the third-party integration and enable capabilities.

If I look at securely converging IT and OT system which means potential, intentional network design and security at Rockwell Enterprises we address the cyber risk, connecting all asset converge plants via internet communications protocol, create an environment of real time resolution, and also look at the right execution standards and strategies, and maintain business continuity through implementation. It helps us to deliver the benefit to secure operation, reduce vulnerability and also achieve a lot of those benefits. In our own environment we tested in our factories, the annual production improvement included about 5 per cent apex, avoidance about 30 per cent inventory, in one particular case we reduced for 120-82 days and delivery went really good, also, the lead time was reduced by 50 per cent. It’s really important for people to make those decisions and gains are really big.


Data plays a huge role in bringing operational and productivity efficiency by connecting assets, people and information. How does your organisation make that happen through digital automation?

We start with smart devices, smart machines at some place, which enables the data to be thrown up at the enterprise level. Then the process automation and the package power overall which results in overall operation efficiency and modern technologies here improve the performance of process, equipment and people. A smart device we have a smart device and manufacturing overall connecting all the individual cells in a particular manufacturing environment and then taking it to larger manufacturing. Then looking at third party integration, market visibility which is from mining to market right where our consumers are and connected workforce. At the same point of time, you throw up on the enterprise level a lot of data with the proper technologies you go into knowledge operation which means you offer solutions and enable better decision making. It’s like an end to end process from a basic manufacturing level to going right up to the enterprise level offering solutions that help you look at your past historical data, real time data (the current data). Also, in some cases you can have the data of the future which shows predictions.


What kind of innovative technological solutions for the cement plants can be expected in the future from your organisation?

We have been looking at some of the solutions already with some of the other industries where we have taken a lead. Cement did not used to be organised before and now that we see a lot of things coming in from the market point of view, regulatory point of view, sustainability point of view, helping people or cement manufacturers or the decision makers who focus aggressively on some of these things.

Talking about advanced process control, which can be used to stabilise and optimise the key cement processes with the help of production increase in kilns and mills implications; and controlling of energy usage, which reduces in or helping in the reduction of process and quality variability. So, another thing was model productivity control, which optimises material blending, optimises thermal and commercial control for kilns. We would offer data analytics and IOT environment, advanced algorithms that help in improving yield, through good quality, energy, efficiency, etc. which also helps in Automated tracking of Overall Equipment Effectiveness (AOEE). Typically, it?s in a machine or a discrete manufacturing environment that is very critical. And also, advanced analytic enabled software to make strategies to improve quality or equipment reliability. Looking at operations if they are running as per plans, natural disasters and planning which have been helpful in the past for certain manufacturers, they offer new opportunities for digital collaboration, assistance for trouble shooting in some cases over a video, etc. can improve training needs, enhancing the safety of the workers to a large extent. It’s very important to have a cyber security programme in place, which goes from identification to detection, to protection and finally helping in response and recovery quickly. Some of these strategies would help in ensuring that there is no cyber attack in the first place because your equipment, network is secured. Also model predictive control machine learning which really helps in utilising the mathematical models where MPCs used for responding changes to the process and variable. So, they help in reducing downtime and making the equipment much more efficient and making the process much more reliable.

– Kanika Mathur

Concrete

Refractory demands in our kiln have changed

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Radha Singh, Senior Manager (P&Q), Shree Digvijay Cement, points out why performance, predictability and life-cycle value now matter more than routine replacement in cement kilns.

As Indian cement plants push for higher throughput, increased alternative fuel usage and tighter shutdown cycles, refractory performance in kilns and pyro-processing systems is under growing pressure. In this interview, Radha Singh, Senior Manager (P&Q), Shree Digvijay Cement, shares how refractory demands have evolved on the ground and how smarter digital monitoring is improving kiln stability, uptime and clinker quality.

How have refractory demands changed in your kiln and pyro-processing line over the last five years?
Over the last five years, refractory demands in our kiln and pyro line have changed. Earlier, the focus was mostly on standard grades and routine shutdown-based replacement. But now, because of higher production loads, more alternative fuels and raw materials (AFR) usage and greater temperature variation, the expectation from refractory has increased.
In our own case, the current kiln refractory has already completed around 1.5 years, which itself shows how much more we now rely on materials that can handle thermal shock, alkali attack and coating fluctuations. We have moved towards more stable, high-performance linings so that we don’t have to enter the kiln frequently for repairs.
Overall, the shift has been from just ‘installation and run’ to selecting refractories that give longer life, better coating behaviour and more predictable performance under tougher operating conditions.

What are the biggest refractory challenges in the preheater, calciner and cooler zones?
• Preheater: Coating instability, chloride/sulphur cycles and brick erosion.
• Calciner: AFR firing, thermal shock and alkali infiltration.
• Cooler: Severe abrasion, red-river formation and mechanical stress on linings.
Overall, the biggest challenge is maintaining lining stability under highly variable operating conditions.

How do you evaluate and select refractory partners for long-term performance?
In real plant conditions, we don’t select a refractory partner just by looking at price. First, we see their past performance in similar kilns and whether their material has actually survived our operating conditions. We also check how strong their technical support is during shutdowns, because installation quality matters as much as the material itself.
Another key point is how quickly they respond during breakdowns or hot spots. A good partner should be available on short notice. We also look at their failure analysis capability, whether they can explain why a lining failed and suggest improvements.
On top of this, we review the life they delivered in the last few campaigns, their supply reliability and their willingness to offer plant-specific custom solutions instead of generic grades. Only a partner who supports us throughout the life cycle, which includes selection, installation, monitoring and post-failure analysis, fits our long-term requirement.

Can you share a recent example where better refractory selection improved uptime or clinker quality?
Recently, we upgraded to a high-abrasion basic brick at the kiln outlet. Earlier we had frequent chipping and coating loss. With the new lining, thermal stability improved and the coating became much more stable. As a result, our shutdown interval increased and clinker quality remained more consistent. It had a direct impact on our uptime.

How is increased AFR use affecting refractory behaviour?
Increased AFR use is definitely putting more stress on the refractory. The biggest issue we see daily is the rise in chlorine, alkalis and volatiles, which directly attack the lining, especially in the calciner and kiln inlet. AFR firing is also not as stable as conventional fuel, so we face frequent temperature fluctuations, which cause more thermal shock and small cracks in the lining.
Another real problem is coating instability. Some days the coating builds too fast, other days it suddenly drops, and both conditions impact refractory life. We also notice more dust circulation and buildup inside the calciner whenever the AFR mix changes, which again increases erosion.
Because of these practical issues, we have started relying more on alkali-resistant, low-porosity and better thermal shock–resistant materials to handle the additional stress coming from AFR.

What role does digital monitoring or thermal profiling play in your refractory strategy?
Digital tools like kiln shell scanners, IR imaging and thermal profiling help us detect weakening areas much earlier. This reduces unplanned shutdowns, helps identify hotspots accurately and allows us to replace only the critical sections. Overall, our maintenance has shifted from reactive to predictive, improving lining life significantly.

How do you balance cost, durability and installation speed during refractory shutdowns?
We focus on three points:
• Material quality that suits our thermal profile and chemistry.
• Installation speed, in fast turnarounds, we prefer monolithic.
• Life-cycle cost—the cheapest material is not the most economical. We look at durability, future downtime and total cost of ownership.
This balance ensures reliable performance without unnecessary expenditure.

What refractory or pyro-processing innovations could transform Indian cement operations?
Some promising developments include:
• High-performance, low-porosity and nano-bonded refractories
• Precast modular linings to drastically reduce shutdown time
• AI-driven kiln thermal analytics
• Advanced coating management solutions
• More AFR-compatible refractory mixes

These innovations can significantly improve kiln stability, efficiency and maintenance planning across the industry.

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Concrete

Digital supply chain visibility is critical

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MSR Kali Prasad, Chief Digital and Information Officer, Shree Cement, discusses how data, discipline and scale are turning Industry 4.0 into everyday business reality.

Over the past five years, digitalisation in Indian cement manufacturing has moved decisively beyond experimentation. Today, it is a strategic lever for cost control, operational resilience and sustainability. In this interview, MSR Kali Prasad, Chief Digital and Information Officer, Shree Cement, explains how integrated digital foundations, advanced analytics and real-time visibility are helping deliver measurable business outcomes.

How has digitalisation moved from pilot projects to core strategy in Indian cement manufacturing over the past five years?
Digitalisation in Indian cement has evolved from isolated pilot initiatives into a core business strategy because outcomes are now measurable, repeatable and scalable. The key shift has been the move away from standalone solutions toward an integrated digital foundation built on standardised processes, governed data and enterprise platforms that can be deployed consistently across plants and functions.
At Shree Cement, this transition has been very pragmatic. The early phase focused on visibility through dashboards, reporting, and digitisation of critical workflows. Over time, this has progressed into enterprise-level analytics and decision support across manufacturing and the supply chain,
with clear outcomes in cost optimisation, margin protection and revenue improvement through enhanced customer experience.
Equally important, digital is no longer the responsibility of a single function. It is embedded into day-to-day operations across planning, production, maintenance, despatch and customer servicing, supported by enterprise systems, Industrial Internet of Things (IIoT) data platforms, and a structured approach to change management.

Which digital interventions are delivering the highest ROI across mining, production and logistics today?
In a capital- and cost-intensive sector like cement, the highest returns come from digital interventions that directly reduce unit costs or unlock latent capacity without significant capex.
Supply chain and planning (advanced analytics): Tools for demand forecasting, S&OP, network optimisation and scheduling deliver strong returns by lowering logistics costs, improving service levels, and aligning production with demand in a fragmented and regionally diverse market.
Mining (fleet and productivity analytics): Data-led mine planning, fleet analytics, despatch discipline, and idle-time reduction improve fuel efficiency and equipment utilisation, generating meaningful savings in a cost-heavy operation.
Manufacturing (APC and process analytics): Advanced Process Control, mill optimisation, and variability reduction improve thermal and electrical efficiency, stabilise quality and reduce rework and unplanned stoppages.
Customer experience and revenue enablement (digital platforms): Dealer and retailer apps, order visibility and digitally enabled technical services improve ease of doing business and responsiveness. We are also empowering channel partners with transparent, real-time information on schemes, including eligibility, utilisation status and actionable recommendations, which improves channel satisfaction and market execution while supporting revenue growth.
Overall, while Artificial Intelligence (AI) and IIoT are powerful enablers, it is advanced analytics anchored in strong processes that typically delivers the fastest and most reliable ROI.

How is real-time data helping plants shift from reactive maintenance to predictive and prescriptive operations?
Real-time and near real-time data is driving a more proactive and disciplined maintenance culture, beginning with visibility and progressively moving toward prediction and prescription.
At Shree Cement, we have implemented a robust SAP Plant Maintenance framework to standardise maintenance workflows. This is complemented by IIoT-driven condition monitoring, ensuring consistent capture of equipment health indicators such as vibration, temperature, load, operating patterns and alarms.
Real-time visibility enables early detection of abnormal conditions, allowing teams to intervene before failures occur. As data quality improves and failure histories become structured, predictive models can anticipate likely failure modes and recommend timely interventions, improving MTBF and reducing downtime. Over time, these insights will evolve into prescriptive actions, including spares readiness, maintenance scheduling, and operating parameter adjustments, enabling reliability optimisation with minimal disruption.
A critical success factor is adoption. Predictive insights deliver value only when they are embedded into daily workflows, roles and accountability structures. Without this, they remain insights without action.

In a cost-sensitive market like India, how do cement companies balance digital investment with price competitiveness?
In India’s intensely competitive cement market, digital investments must be tightly linked to tangible business outcomes, particularly cost reduction, service improvement, and faster decision-making.
This balance is achieved by prioritising high-impact use cases such as planning efficiency, logistics optimisation, asset reliability, and process stability, all of which typically deliver quick payback. Equally important is building scalable and governed digital foundations that reduce the marginal cost of rolling out new use cases across plants.
Digitally enabled order management, live despatch visibility, and channel partner platforms also improve customer centricity while controlling cost-to-serve, allowing service levels to improve without proportionate increases in headcount or overheads.
In essence, the most effective digital investments do not add cost. They protect margins by reducing variability, improving planning accuracy, and strengthening execution discipline.

How is digitalisation enabling measurable reductions in energy consumption, emissions, and overall carbon footprint?
Digitalisation plays a pivotal role in improving energy efficiency, reducing emissions and lowering overall carbon intensity.
Real-time monitoring and analytics enable near real-time tracking of energy consumption and critical operating parameters, allowing inefficiencies to be identified quickly and corrective actions to be implemented. Centralised data consolidation across plants enables benchmarking, accelerates best-practice adoption, and drives consistent improvements in energy performance.
Improved asset reliability through predictive maintenance reduces unplanned downtime and process instability, directly lowering energy losses. Digital platforms also support more effective planning and control of renewable energy sources and waste heat recovery systems, reducing dependence on fossil fuels.
Most importantly, digitalisation enables sustainability progress to be tracked with greater accuracy and consistency, supporting long-term ESG commitments.

What role does digital supply chain visibility play in managing demand volatility and regional market dynamics in India?
Digital supply chain visibility is critical in India, where demand is highly regional, seasonality is pronounced, and logistics constraints can shift rapidly.
At Shree Cement, planning operates across multiple horizons. Annual planning focuses on capacity, network footprint and medium-term demand. Monthly S&OP aligns demand, production and logistics, while daily scheduling drives execution-level decisions on despatch, sourcing and prioritisation.
As digital maturity increases, this structure is being augmented by central command-and-control capabilities that manage exceptions such as plant constraints, demand spikes, route disruptions and order prioritisation. Planning is also shifting from aggregated averages to granular, cost-to-serve and exception-based decision-making, improving responsiveness, lowering logistics costs and strengthening service reliability.

How prepared is the current workforce for Industry 4.0, and what reskilling strategies are proving most effective?
Workforce preparedness for Industry 4.0 is improving, though the primary challenge lies in scaling capabilities consistently across diverse roles.
The most effective approach is to define capability requirements by role and tailor enablement accordingly. Senior leadership focuses on digital literacy for governance, investment prioritisation, and value tracking. Middle management is enabled to use analytics for execution discipline and adoption. Frontline sales and service teams benefit from
mobile-first tools and KPI-driven workflows, while shop-floor and plant teams focus on data-driven operations, APC usage, maintenance discipline, safety and quality routines.
Personalised, role-based learning paths, supported by on-ground champions and a clear articulation of practical benefits, drive adoption far more effectively than generic training programmes.

Which emerging digital technologies will fundamentally reshape cement manufacturing in the next decade?
AI and GenAI are expected to have the most significant impact, particularly when combined with connected operations and disciplined processes.
Key technologies likely to reshape the sector include GenAI and agentic AI for faster root-cause analysis, knowledge access, and standardisation of best practices; industrial foundation models that learn patterns across large sensor datasets; digital twins that allow simulation of process changes before implementation; and increasingly autonomous control systems that integrate sensors, AI, and APC to maintain stability with minimal manual intervention.
Over time, this will enable more centralised monitoring and management of plant operations, supported by strong processes, training and capability-building.

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Concrete

Redefining Efficiency with Digitalisation

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Professor Procyon Mukherjee discusses how as the cement industry accelerates its shift towards digitalisation, data-driven technologies are becoming the mainstay of sustainability and control across the value chain.

The cement industry, long perceived as traditional and resistant to change, is undergoing a profound transformation driven by digital technologies. As global infrastructure demand grows alongside increasing pressure to decarbonise and improve productivity, cement manufacturers are adopting data-centric tools to enhance performance across the value chain. Nowhere is this shift more impactful than in grinding, which is the energy-intensive final stage of cement production, and in the materials that make grinding more efficient: grinding media and grinding aids.

The imperative for digitalisation
Cement production accounts for roughly 7 per cent to 8 per cent of global CO2 emissions, largely due to the energy intensity of clinker production and grinding processes. Digital solutions, such as AI-driven process controls and digital twins, are helping plants improve stability, cut fuel use and reduce emissions while maintaining consistent product quality. In one deployment alongside ABB’s process controls at a Heidelberg plant in Czechia, AI tools cut fuel use by 4 per cent and emissions by 2 per cent, while also improving operational stability.
Digitalisation in cement manufacturing encompasses a suite of technologies, broadly termed as Industrial Internet of Things (IIoT), AI and machine learning, predictive analytics, cloud-based platforms, advanced process control and digital twins, each playing a role in optimising various stages of production from quarrying to despatch.

Grinding: The crucible of efficiency and cost
Of all the stages in cement production, grinding is among the most energy-intensive, historically consuming large amounts of electricity and representing a significant portion of plant operating costs. As a result, optimising grinding operations has become central to digital transformation strategies.
Modern digital systems are transforming grinding mills from mechanical workhorses into intelligent, interconnected assets. Sensors throughout the mill measure parameters such as mill load, vibration, mill speed, particle size distribution, and power consumption. This real-time data, fed into machine learning and advanced process control (APC) systems, can dynamically adjust operating conditions to maintain optimal throughput and energy usage.
For example, advanced grinding systems now predict inefficient conditions, such as impending mill overload, by continuously analysing acoustic and vibration signatures. The system can then proactively adjust clinker feed rates and grinding media distribution to sustain optimal conditions, reducing energy consumption and improving consistency.

Digital twins: Seeing grinding in the virtual world
One of the most transformative digital tools applied in cement grinding is the digital twin, which a real-time virtual replica of physical equipment and processes. By integrating sensor data and
process models, digital twins enable engineers to simulate process variations and run ‘what-if’
scenarios without disrupting actual production. These simulations support decisions on variables such as grinding media charge, mill speed and classifier settings, allowing optimisation of energy use and product fineness.
Digital twins have been used to optimise kilns and grinding circuits in plants worldwide, reducing unplanned downtime and allowing predictive maintenance to extend the life of expensive grinding assets.

Grinding media and grinding aids in a digital era
While digital technologies improve control and prediction, materials science innovations in grinding media and grinding aids have become equally crucial for achieving performance gains.
Grinding media, which comprise the balls or cylinders inside mills, directly influence the efficiency of clinker comminution. Traditionally composed of high-chrome cast iron or forged steel, grinding media account for nearly a quarter of global grinding media consumption by application, with efficiency improvements translating directly to lower energy intensity.
Recent advancements include ceramic and hybrid media that combine hardness and toughness to reduce wear and energy losses. For example, manufacturers such as Sanxin New Materials in China and Tosoh Corporation in Japan have developed sub-nano and zirconia media with exceptional wear resistance. Other innovations include smart media embedded with sensors to monitor wear, temperature, and impact forces in real time, enabling predictive maintenance and optimal media replacement scheduling. These digitally-enabled media solutions can increase grinding efficiency by as much as 15 per cent.
Complementing grinding media are grinding aids, which are chemical additives that improve mill throughput and reduce energy consumption by altering the surface properties of particles, trapping air, and preventing re-agglomeration. Technology leaders like SIKA AG and GCP Applied Technologies have invested in tailored grinding aids compatible with AI-driven dosing platforms that automatically adjust additive concentrations based on real-time mill conditions. Trials in South America reported throughput improvements nearing 19 per cent when integrating such digital assistive dosing with process control systems.
The integration of grinding media data and digital dosing of grinding aids moves the mill closer to a self-optimising system, where AI not only predicts media wear or energy losses but prescribes optimal interventions through automated dosing and operational adjustments.

Global case studies in digital adoption
Several cement companies around the world exemplify digital transformation in practice.
Heidelberg Materials has deployed digital twin technologies across global plants, achieving up to 15 per cent increases in production efficiency and 20 per cent reductions in energy consumption by leveraging real-time analytics and predictive algorithms.
Holcim’s Siggenthal plant in Switzerland piloted AI controllers that autonomously adjusted kiln operations, boosting throughput while reducing specific energy consumption and emissions.
Cemex, through its AI and predictive maintenance initiatives, improved kiln availability and reduced maintenance costs by predicting failures before they occurred. Global efforts also include AI process optimisation initiatives to reduce energy consumption and environmental impact.

Challenges and the road ahead
Despite these advances, digitalisation in cement grinding faces challenges. Legacy equipment may lack sensor readiness, requiring retrofits and edge-cloud connectivity upgrades. Data governance and integration across plants and systems remains a barrier for many mid-tier producers. Yet, digital transformation statistics show momentum: more than half of cement companies have implemented IoT sensors for equipment monitoring, and digital twin adoption is growing rapidly as part of broader Industry 4.0 strategies.
Furthermore, as digital systems mature, they increasingly support sustainability goals: reduced energy use, optimised media consumption and lower greenhouse gas emissions. By embedding intelligence into grinding circuits and material inputs like grinding aids, cement manufacturers can strike a balance between efficiency and environmental stewardship.
Conclusion
Digitalisation is not merely an add-on to cement manufacturing. It is reshaping the competitive and sustainability landscape of an industry often perceived as inertia-bound. With grinding representing a nexus of energy intensity and cost, digital technologies from sensor networks and predictive analytics to digital twins offer new levers of control. When paired with innovations in grinding media and grinding aids, particularly those with embedded digital capabilities, plants can achieve unprecedented gains in efficiency, predictability and performance.
For global cement producers aiming to reduce costs and carbon footprints simultaneously, the future belongs to those who harness digital intelligence not just to monitor operations, but to optimise and evolve them continuously.

About the author:
Professor Procyon Mukherjee, ex-CPO Lafarge-Holcim India, ex-President Hindalco, ex-VP Supply Chain Novelis Europe,
has been an industry leader in logistics, procurement, operations and supply chain management. His career spans 38 years starting from Philips, Alcan Inc (Indian Aluminum Company), Hindalco, Novelis and Holcim. He authored the book, ‘The Search for Value in Supply Chains’. He serves now as Visiting Professor in SP Jain Global, SIOM and as the Adjunct Professor at SBUP. He advises leading Global Firms including Consulting firms on SCM and Industrial Leadership and is a subject matter expert in aluminum and cement. An Alumnus of IIM Calcutta and Jadavpur University, he has completed the LH Senior Leadership Programme at IVEY Academy at Western University, Canada.

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