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Harnessing LiDAR and AI for Enhanced Mapping

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In this technology era, 3D modelling has emerged as a crucial innovation across various fields, including mapping. Integrating 3D models in mapping processes provides a deeper understanding of the mapped objects. Light Detection and Ranging (LiDAR ) is one of the technologies employed for acquiring 3D data, generating precise Point Cloud data.

LiDAR is capable of capturing millions of high-precision coordinate points. By leveraging artificial intelligence (Deep Learning) through accurate data processing, 3D models can be generated to obtain a more comprehensive representation of the mapped object’s structure. It can yield richer information for making informed decisions across various domains such as urban planning, environmental monitoring, natural resource management, and more.

To address these matters, recently, the National Research and Innovation Agency (BRIN), through the Geospatial Research Centre (PRG), organised the Geomodelling Webinar Series #1 titled “3D Geomodelling: Past, Present, and Future”.

Atriyon Julzarika, the Head of the Geomodelling Research Group at PRG-BRIN, underscored that Geomodelling involves modelling the Earth from its subsurface or surface. He mentioned that this modelling approach is still relatively uncommon in Indonesia and has yet to be widely known by the public. However, its benefits will become increasingly evident in the future.

In his presentation titled “Developments of 3D Modeling in Indonesia,” Fahmi Amhar, a researcher at PRG BRIN, explained the need for 3D data in various mapping applications. It includes modelling topography, elevation, and contours for mapping purposes.

Additionally, 3D data is essential for image correction or orthorectification tasks in land cover mapping. It allows for precise aerial or satellite imagery alignment with the Earth’s surface, compensating for distortions caused by terrain variations, sensor geometry, and viewing angles. By incorporating 3D information, the resulting orthorectified images provide:

  • A more accurate representation of the Earth’s surface.
  • Enabling better analysis and interpretation in various applications such as urban planning.
  • Environmental monitoring.
  • Resource management.

Fahmi further elaborated on the wide range of applications that rely on 3D data. These include urban planning, visual analysis, environmental impact simulations, hydrological analysis, water flow modelling, flood management, construction site mapping, deformation analysis, interactive maps, and virtual reality. Understanding the need for 3D data makes it apparent how crucial it is in various domains.

He also emphasised the importance of studying data structures as a fundamental aspect of understanding modelling. For example, Point Clouds consist of randomly recorded sets of 3D coordinates.

“Grid refers to a matrix that contains z-values, with regularly spaced xy positions, known as a 2.5D model. This model is typically generated through interpolation from a Point Cloud on the topography. Mesh, on the other hand, is a data structure consisting of a collection of triangles or polygons that form the surface of a 3D object, used for graphic rendering and visualisation,” he explained.

He further discussed Voxel, representing a 3D object as a collection of volume elements. Voxel is commonly used in medical visualisation, fluid simulation, and volumetric analysis.

Fahmi also presented Octree as a 3D spatial tree structure divided into eight smaller subspaces. Additionally, Bounding Volume Hierarchy (BVH) is a hierarchical data structure that accelerates collision detection operations in graphics simulations.

“The sources of 3D data include LiDAR, which uses laser pulses to measure the sensor’s distance to objects and generates a 3D Point Cloud. Photogrammetry involves capturing photos from various angles to reconstruct a 3D object. Automatic Image Correlation now also produces 3D Point Cloud,” he explained.

Fahmi added that remote sensing or satellite imagery could be processed using photogrammetry or Synthetic Aperture Radar (SAR) using Radargrammetry/Interferometry.

“There are also position and motion sensor data, such as inertia sensors, GPS, or IoT. 2D maps can be converted to 3D using certain assumptions. Furthermore, there are engineering 3D models created using 3D software,” he concluded.

PARTNER

Qlik’s vision is a data-literate world, where everyone can use data and analytics to improve decision-making and solve their most challenging problems. A private company, Qlik offers real-time data integration and analytics solutions, powered by Qlik Cloud, to close the gaps between data, insights and action. By transforming data into Active Intelligence, businesses can drive better decisions, improve revenue and profitability, and optimize customer relationships. Qlik serves more than 38,000 active customers in over 100 countries.

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CTC Global Singapore, a premier end-to-end IT solutions provider, is a fully owned subsidiary of ITOCHU Techno-Solutions Corporation (CTC) and ITOCHU Corporation.

Since 1972, CTC has established itself as one of the country’s top IT solutions providers. With 50 years of experience, headed by an experienced management team and staffed by over 200 qualified IT professionals, we support organizations with integrated IT solutions expertise in Autonomous IT, Cyber Security, Digital Transformation, Enterprise Cloud Infrastructure, Workplace Modernization and Professional Services.

Well-known for our strengths in system integration and consultation, CTC Global proves to be the preferred IT outsourcing destination for organizations all over Singapore today.

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Planview has one mission: to build the future of connected work. Our solutions enable organizations to connect the business from ideas to impact, empowering companies to accelerate the achievement of what matters most. Planview’s full spectrum of Portfolio Management and Work Management solutions creates an organizational focus on the strategic outcomes that matter and empowers teams to deliver their best work, no matter how they work. The comprehensive Planview platform and enterprise success model enables customers to deliver innovative, competitive products, services, and customer experiences. Headquartered in Austin, Texas, with locations around the world, Planview has more than 1,300 employees supporting 4,500 customers and 2.6 million users worldwide. For more information, visit www.planview.com.

SUPPORTING ORGANISATION

SIRIM is a premier industrial research and technology organisation in Malaysia, wholly-owned by the Minister​ of Finance Incorporated. With over forty years of experience and expertise, SIRIM is mandated as the machinery for research and technology development, and the national champion of quality. SIRIM has always played a major role in the development of the country’s private sector. By tapping into our expertise and knowledge base, we focus on developing new technologies and improvements in the manufacturing, technology and services sectors. We nurture Small Medium Enterprises (SME) growth with solutions for technology penetration and upgrading, making it an ideal technology partner for SMEs.

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HashiCorp provides infrastructure automation software for multi-cloud environments, enabling enterprises to unlock a common cloud operating model to provision, secure, connect, and run any application on any infrastructure. HashiCorp tools allow organizations to deliver applications faster by helping enterprises transition from manual processes and ITIL practices to self-service automation and DevOps practices. 

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IBM is a leading global hybrid cloud and AI, and business services provider. We help clients in more than 175 countries capitalize on insights from their data, streamline business processes, reduce costs and gain the competitive edge in their industries. Nearly 3,000 government and corporate entities in critical infrastructure areas such as financial services, telecommunications and healthcare rely on IBM’s hybrid cloud platform and Red Hat OpenShift to affect their digital transformations quickly, efficiently and securely. IBM’s breakthrough innovations in AI, quantum computing, industry-specific cloud solutions and business services deliver open and flexible options to our clients. All of this is backed by IBM’s legendary commitment to trust, transparency, responsibility, inclusivity and service.