ISFMG 2026 • Indore
// 12th ISFMG 2026 · Indore

International Symposium on
Field Monitoring in Geomechanics

Maxwell GeoSystems is heading to ISFMG 2026 in Indore — presenting new research on applying intelligent systems to address the challenge of super-large monitoring data sets, from HS2-scale instrumentation networks to natural-language AI interfaces for construction data.

Making Sense of Super-Scale Data

Presenting 9 Aug
ISFMG 2026 Indore
Application of Intelligent Systems for the Management of Super Large Monitoring Data Sets
// Featured Paper

Application of Intelligent Systems for the Management of Super Large Monitoring Data Sets

Technical Session 9 · Smart Sensing, IoT, AI & Data-Driven Geotechnical Monitoring

The Challenge You Know Too Well

Imagine managing a project with 50,000+ sensors. Now imagine 2 billion data points. That's the reality on today's mega-infrastructure projects — from HS2 in the UK to Singapore's Deep Tunnel Sewage Scheme.

More instruments. More data. More noise. And the same question: What's actually happening on site?

Traditional monitoring systems force teams to hunt through dashboards, filter spreadsheets, and manually plot charts just to answer a simple question. By the time you've found the data, the moment has passed.

The Insight You'll Gain

What if you could talk to your data instead? Ask it a question in plain English and get an intelligent, accurate response in seconds — complete with visualisations, trends and context.

At ISFMG, we're unveiling how artificial intelligence is reshaping instrumentation data management. By combining real-time monitoring with predictive models, ambient context and design expectations, we've built a system that doesn't just alert you to problems — it understands what's normal, spots deviations early and surfaces the signal in the noise.

The Innovation: Three Breakthroughs

1

Dynamic Schemas – The AI learns your unique monitoring setup, adapting to evolving project needs without rigid pre-programmed structures.

2

Trustworthy Intelligence – By generating executable code (not guesses), the system guarantees that what you see is real data, not hallucinations.

3

Seamless Insights – Plots, maps and datasets are instantly accessible — no more wrestling with your interface.

Why This Matters

Faster interpretation. Better decisions. Safer sites. Response times reduced from hours to seconds.

See it in action at ISFMG 2026.

//BY THE NUMBERS: THE SCALE OF THE CHALLENGE—AND THE SOLUTION

The scale of monitoring data we're handling today:

160,000+

Instruments on HS2 alone.

2bn+

Real-time monitoring records

90 sec

Mean AI query response latency

3

Core challenges solved

// Inside the Paper

What the research covers

Context-aware IDMS

Combining raw readings with geology, design predictions, ambient conditions and construction progress to make deviation visible, not buried.

Dynamic behaviour models

Predicting how instruments should respond to temperature, wind and soil moisture, so "normal" is defined before construction begins.

Early warning feedback

Intelligent comparison of actual versus expected instrument response, raising warnings the moment behaviour diverges.

Natural language querying

A conversational interface over super-large, schema-less data sets — no dashboard hunting, no missed observations.

Hallucination-resistant AI

The model generates and executes code to answer, rather than inventing figures — every number returned is machine-derived.

Artefact management

Plots and large CSV extracts generated by the AI are saved and retrievable later, not lost at the end of a chat.

// The Platform Behind the Paper

MissionOS

MissionOS is the construction data management and geotechnical monitoring platform behind the systems described in this paper — built to bring order, context and now natural language intelligence to monitoring data at any scale.

MissionOS Preview
Click to watch MissionOS overview.
// Deployed at scale

One platform, from raw readings to answers

From live instrumentation feeds and dynamic behaviour models to natural language querying and automated artefact management, MissionOS gives project teams the tools to interrogate super-large monitoring data sets without waiting on a dashboard.

Real-time instrumentation Instrument Data Management Automated threshold alerting AI-powered data interrogation Deployed on HS2, DTSS, Klang Valley
// Meet us in Indore

Managing monitoring data at scale?
Let's talk in Indore.

Rajiv K.R and Jibin George will be at ISFMG 2026 from 6–10 August. Get in touch to arrange a conversation around the paper, or a MissionOS walkthrough.

Arrange a conversation
Session 9

Technical Session

Smart Sensing & AI Casagrande Hall

Rajiv K.R presents new research on applying intelligent systems to the management of super-large monitoring data sets.

9 August 2026 · 15:15–17:15
Casagrande Hall · Technical Session 9

Meet the Team

In Indore 6–10 August

Catch Rajiv K.R and Jibin George on-site throughout ISFMG for a deeper conversation, or a MissionOS walkthrough.

Rajiv K.R · Technical Manager, MENA
Jibin George · QA Team Lead
Arrange a conversation

Online Session

Virtual Any timezone

Can't make it to Indore this year? Meet online at your convenience to discuss your monitoring and data management project requirements.

Flexible scheduling worldwide
MissionOS walkthrough available
Schedule a call
// ISFMG 2026 Indore

Featured Session

Presentation Topic

Application of Intelligent Systems for the Management of Super Large Monitoring Data Sets

9 August 2026
15:15 – 17:15
Featured Presenter
Rajiv K.R

Rajiv K.R

Technical Manager, MENA

Based in Dubai, with a background in Instrumentation & Control Engineering and extensive field experience across industrial automation and geotechnical monitoring on major regional infrastructure programmes.