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From Code to Context

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Dijam Panigrahi, Co-founder and COO, GridRaster, explores the concepts of Spatial AI and Mixed Reality as the evolution of Industry 5.0 sets in motion.

Beyond the data-driven efficiencies of Industry 4.0, a new paradigm is emerging for cement manufacturers, clinker producers, and heavy materials processors: Industry 5.0. This next evolution emphasises a human-centric, resilient and sustainable approach, calling for a more symbiotic relationship between highly skilled plant operators and intelligent machines.
The goal is to leverage the precision and tireless nature of automation while keeping human ingenuity, judgment, and creativity at the core of the operation. This vision promises greater flexibility, higher quality, and improved safety, yet a massive, persistent hurdle stands in the way: the debilitating complexity of integrating industrial robotics and drones for dynamic, high-risk tasks.

The technological moat
For decades, deploying and reprogramming specialised automation such as inspection drones or robotic maintenance arms has been a task reserved for highly specialised, six-figure engineers. The geometry of a massive rotary kiln shell is non-uniform and constantly exposed to high heat. The internal structure of a cement silo is a confined, hazardous space.
Setting up a new task be it a complex, real-time measurement for hot kiln alignment, a precise path for refractory gunning inside a cooler, or a meticulous inspection route for crack detection on a kiln shell can take hours, days, or even weeks of meticulous, line-by-line coding and calibration. This lengthy, expensive process makes automation uneconomical for many high-risk maintenance procedures, effectively creating a technological moat that keeps advanced automation out of reach for tasks that truly need it.

The solution: Spatial ai shatters the code barrier
A confluence of technologies namely Spatial AI and Mixed Reality (XR) is poised to shatter this status quo, fundamentally changing the economics of automation in cement production.
Spatial AI enables machines to see, understand, and interact with the physical world in real-time, in three dimensions, and in context. In the cement plant, this means an inspection drone or robotic arm is no longer a blind piece of hardware executing pre-written code; it is a collaborative partner that understands the exact curvature of the clinker cooler, the precise location of a worn refractory brick, or the dynamic environment around a moving girth gear.
This technology allows robot programming to move from a complex coding process to a simple demonstration.
Instead of writing thousands of lines of code, a maintenance engineer simply dons a Mixed Reality headset and visually guides a drone or robotic arm through the necessary steps. The Spatial AI immediately translates the human movement, path, and intent into a precise, executable robot programme. The entire setup time for a new dynamic task, which once took days, can now be reduced to mere minutes.

The transformative impact on robotics and automation
This leap in ease-of-use does more than save time; it fundamentally transforms the capabilities of industrial robots, moving automation from rigid, pre-programmed processes to truly adaptive and cognitive systems.
The cement industry relies heavily on scheduled, resource-intensive shutdowns for critical refractory maintenance. Spatial AI transforms this process by empowering specialised robots with sub-millimeter precision. For tasks like gunning (applying new refractory material) or welding inside the massive kiln or cooler, the robotic arm can now utilise the real-time 3D plant map to dynamically compensate for thermal expansion, structural shifts, and non-uniform material wear.
A human operator, trained in refractory repair, can use the XR headset to define the optimal material application pattern on the damaged area. The Spatial AI captures this intent and programs the robotic arm to execute the task perfectly, ensuring precise coverage and material thickness, thereby extending refractory lifespan and improving energy efficiency. This is an automation that learns from expert human judgment and executes with superhuman consistency.

Adaptive automation beyond the kiln
The benefits extend far beyond the kiln and cooler and into the often overlooked, yet crucial, areas of material handling and logistics:
Stockyard Management: In large, dynamic storage domes or stockyards, Spatial AI allows autonomous heavy machinery such as dozers, stackers, and reclaimers to operate efficiently. The system constantly maps the changing shape of the stockpiles (a non-uniform, dynamic geometry) and calculates the most energy-efficient and shortest path for material movement. Robots can perform real-time volume calculations, significantly improve inventory accuracy and reduce fuel consumption from unnecessary movements.
Quarry Operations: Similarly, autonomous drilling and hauling equipment in the quarry can utilise Spatial AI to maintain optimal blast-hole patterns and navigate complex, frequently changing terrain, avoiding dynamic obstacles (like other vehicles or temporary rock falls) without human intervention. The ability to instantly train a new haul path via XR guidance drastically cuts the time needed to adapt to new quarry faces, maximising raw material throughput.

The shift to cognitive and collaborative automation
Traditional industrial robotics require a stable, predictable environment. Spatial AI introduces cognition, allowing automation to thrive in the chaotic, high-risk reality of a cement plant. Robots equipped with Spatial AI can:
Adapt to Non-Uniformity: They can perform tasks on surfaces that are hot, dirty, and physically deformed (e.g., an aging kiln shell) because they are constantly referencing a dynamic, live 3D model, rather than a fixed, pre-programmed path.
Coordinate Fleets: Spatial AI provides a common operating picture, enabling drones, stationary arms, and ground vehicles to share real-time location and task data. This is crucial for complex operations, such as having a drone inspect an area while a robotic arm is simultaneously performing a repair.

Elevating the role of the plant worker
The core of Industry 5.0 is the human operator. By having Spatial AI systems safely take over repetitive, monotonous, or highly dangerous tasks, plant personnel are liberated to focus on the highest-value work: complex process management, troubleshooting, and continuous process optimisation. This fosters a human-machine collaboration that drives innovation, enhances safety and ensures sustainability.
Spatial AI is not merely a theoretical leap in digital twin technology; it is a concrete, actionable technology that is delivering immediate, impactful change on the plant floor. By simplifying complexity and driving setup time down to minutes, this technology is the essential accelerator that makes advanced industrial automation truly accessible to all cement manufacturers, marking the definitive arrival of the human-centric, high-efficiency world of Industry 5.0.

About the author:
Dijam Panigrahi, Co-founder and COO, GridRaster is a performance-driven leader with over 20 years of global experience in market development, product management, and business growth.

Economy & Market

TSR Will Define Which Cement Companies Win India’s Net-Zero Race

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Jignesh Kundaria, Director and CEO, Fornnax Technology

India is simultaneously grappling with two crises: a mounting waste emergency and an urgent need to decarbonise its most carbon-intensive industries. The cement sector, the second-largest in the world and the backbone of the nation’s infrastructure ambitions, sits at the centre of both. It consumes enormous quantities of fossil fuel, and it has the technical capacity to consume something else entirely: the waste our cities cannot get rid of.

According to CPCB and NITI Aayog projections, India generates approximately 62.4 million tonnes of municipal solid waste annually, with that figure expected to reach 165 million tonnes by 2030. Much of this waste is energy-rich and non-recyclable. At the same time, cement kilns operate at material temperatures of approximately 1,450 degrees Celsius, with gas temperatures reaching 2,000 degrees. This high-temperature environment is ideal for co-processing, ensuring the complete thermal destruction of organic compounds without generating toxic residues. The physics are in our favour. The infrastructure is not.

Pre-processing is not the support act for co-processing. It is the main event. Get the particle size wrong, get the moisture wrong, get the calorific value wrong and your kiln thermal stability will suffer the consequences.

The Regulatory Push Is Real

The Solid Waste Management (SWM) Rules 2026 mandate that cement plants progressively replace solid fossil fuels with Refuse-Derived Fuel (RDF), starting at a 5 per cent baseline and scaling to 15 per cent within six years. NITI Aayog’s 2026 Roadmap for Cement Sector Decarbonisation targets 20 to 25 per cent Thermal Substitution Rate (TSR) by 2030. Beyond compliance, every tonne of coal replaced by RDF generates measurable carbon reductions which is monetisable under India’s emerging Carbon Credit Trading Scheme (CCTS). TSR is no longer a sustainability metric. It is a financial lever.

Yet our own field assessments across multiple Indian cement plants reveal a sobering reality: the primary barrier to scaling AFR adoption is not waste availability. It is the fragmented and under-engineered pre-processing ecosystem that sits between the waste and the kiln.

Why Indian Waste Is a Different Engineering Problem

Indian municipal solid waste is not the material that imported shredding equipment was designed for. Our waste streams frequently exceed 40 per cent to 50 per cent moisture content, particularly during monsoon cycles, saturated with abrasive inerts including sand, glass, and stone. Plants relying on imported OEM equipment face months of downtime awaiting proprietary spare parts. Machines built for segregated, low-moisture waste fail quickly and disrupt the entire pre-processing operation in Indian conditions.

The two most common failures we observe are what I call the biting teeth problem and the chewing teeth problem. Plants relying solely on a primary shredder reduce bulk waste to large fractions, but the output remains too coarse for stable kiln combustion. Others attempt to use a secondary shredder as a standalone unit without a primary stage to pre-size the feed, leading to catastrophic mechanical failure. When both stages are present but mismatched in throughput capacity, the system becomes a bottleneck. Achieving the 40 to 70 tonnes per hour required for meaningful coal displacement demands a precisely coordinated two-stage process.

Engineering a Made-in-India Answer

At Fornnax, our response to these challenges is grounded in one principle: Indian waste demands Indian engineering. Our systems are built around feedstock homogeneity, the holy grail of kiln stability. Consistent particle size and predictable calorific value are the foundation of stable kiln combustion. Without them, no TSR target is achievable at scale.

Our SR-MAX2500 Dual Shaft Primary Shredder (Hydraulic Drive) processes raw, baled, or loosely mixed MSW, C&I waste, bulky waste, and plastics, reducing them to approximately 150 mm fractions at throughputs of up to 40 tonnes per hour. The R-MAX 3300 Single Shaft Secondary Shredder (Hydraulic Drive), introduced in 2025, takes that primary output and produces RDF fractions in the 30 to 80 mm range at up to 30 tonnes per hour, specifically optimised for consistent kiln feeding. We have also introduced electric drive configurations under the SR-100 HD series, with capacities between 5 and 40 tonnes per hour, already operational at a leading Indian waste-processing facility.

Looking ahead, Fornnax is expanding its portfolio with the upcoming SR-MAX3600 Hydraulic Drive primary shredder at up to 70 tonnes per hour and the R-MAX2100 Hydraulic drive secondary shredder at up to 20 tonnes per hour, designed specifically for the large-scale throughput that higher TSR ambitions require.

The Investment Case Is Now

The 2070 Net-Zero target is not a distant goal for India’s cement sector. It starts today, with decisions being made on the plant floor.

The SWM Rules 2026 are already in effect, requiring cement plants to replace coal with RDF. Carbon credit markets are opening up, and coal prices are not going to get cheaper. Every tonne of coal a cement plant replaces with waste-derived fuel saves money on one side and generates carbon credit revenue on the other. Pre-processing infrastructure is no longer just a compliance requirement. It is a business investment with a measurable return.

The good news is that nothing is missing. The technology works. The waste is available in every Indian city. The government has provided the policy direction. The only thing standing between where the industry is today and where it needs to be is the commitment to build the right infrastructure.

The cement companies that move now will not just meet the regulations. They will be ahead of every competitor that waits.

About The Author

Jignesh Kundaria is the Director and CEO of Fornnax Technology. Over an experience spanning more than two decades in the recycling industry, he has established himself as one of India’s foremost voices on waste-to-fuel technology and alternative fuel infrastructure.

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Concrete

WCA Welcomes SiloConnect as associate corporate member

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The World Cement Association (WCA) has announced SiloConnect as its newest associate corporate member, expanding its network of technology providers supporting digitalisation in the cement industry. SiloConnect offers smart sensor technology that provides real-time visibility of cement inventory levels at customer silos, enabling producers to monitor stock remotely and plan deliveries more efficiently. The solution helps companies move from reactive to proactive logistics, improving delivery planning, operational efficiency and safety by reducing manual inspections. The technology is already used by major cement producers such as Holcim, Cemex and Heidelberg Materials and is deployed across more than 30 countries worldwide.

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Concrete

TotalEnergies and Holcim Launch Floating Solar Plant in Belgium

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TotalEnergies and Holcim have commissioned a floating solar power plant in Obourg, Belgium, built on a rehabilitated former chalk quarry that has been converted into a lake. The project has a generation capacity of 31 MW and produces around 30 GWh of renewable electricity annually, which will be used to power Holcim’s nearby industrial operations. The project is currently the largest floating solar installation in Europe dedicated entirely to industrial self-consumption. To ensure minimal impact on the surrounding landscape, more than 700 metres of horizontal directional drilling were used to connect the solar installation to the electrical substation. The project reflects ongoing collaboration between the two companies to support industrial decarbonisation through renewable energy solutions and innovative infrastructure development.

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