JayaKrishna Kokku, Lead – Technical Operations, APAC & Middle East, Nanoprecise Sci Corp shares how their AI-powered IoT solution boosts productivity and sustainability in dusty cement plants through predictive maintenance. Read the full interview to learn more.
In an industry where dust, heat and vibration constantly challenge the health of critical equipment, predictive maintenance is fast becoming a game-changer. In this conversation, JayaKrishna Kokku, Lead – Technical Operations, APAC & Middle East, explains how Nanoprecise’s IoT solution is tackling the harsh realities of cement environments, delivering real-time equipment insights, accurate Remaining Useful Life (RUL) predictions and ensuring longer asset life and fewer costly breakdowns.
How does Nanoprecise IoT solution tackle equipment monitoring challenges in dusty cement plant environments?
Its wireless sensors are rugged, IP68 rated, and can reliably operate in high-dust environments without degradation. These sensors continuously monitor vibration, temperature, acoustic signals, humidity, Magnetic flux and RPM on critical rotating equipment. Data is transmitted securely to the cloud, enabling continuous, remote asset health monitoring, even in areas difficult for human inspection.
What role does your AI-driven analytics platform play in improving operational efficiency in cement plants?
The AI-driven analytics platform from Nanoprecise processes sensor data using advanced machine learning and physics-based algorithms. It detects early signs of component degradation (e.g., bearing faults, misalignment, imbalance) and provides actionable insights. By identifying potential failures weeks or months in advance, the platform allows cement plant operators to shift from reactive to proactive maintenance.
How do accurate RUL (Remaining Useful Life) insights help cement manufacturers optimise maintenance and reduce downtime?
Nanoprecise RUL predictions are powered by AI models that analyse sensor data fault trends over time. By accurately forecasting how long a component or system will function before failure, maintenance teams can plan interventions only, when necessary, rather than on fixed schedules. This minimises unnecessary maintenance, avoids catastrophic breakdowns, and ensures spare parts and labour are optimally allocated—drastically reducing both planned and unplanned downtime.
Can predictive maintenance be using your technology boost productivity while lowering operational disruptions?
Absolutely! Predictive maintenance enabled by Nanoprecise technology provides early fault detection and automated diagnostics, ensuring that equipment is always in optimal working condition. By addressing issues before they escalate, plants can maintain continuous operations, increase equipment uptime, and reduce the risk of costly shutdowns.
How does your solution support both productivity and sustainability goals in cement manufacturing?
Reduced Energy Waste: Equipment running inefficiently consumes more energy. Early detection of faults ensures machines run optimally, reducing unnecessary energy usage.
Lower Carbon Emissions: Improved efficiency and reduced downtime mean lower emissions per ton of cement produced.
Extended Equipment Life: Condition-based maintenance avoids over-servicing, extending the life of components and reducing waste.
Together, these benefits support sustainable operations without compromising output.
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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