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Objectives of the service
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The DBX PSVE module aims at quantifying the volume of dry bulk commodities (e.g., iron ore, coal) held at large international commercial ports, critical for commodity trading; the collection of the stockpiles of a given commodity, hosted at a load/discharge/hybrid commercial port, is defined as ‘inventory’. The intelligence about these inventories is a critical factor for generating predictive estimations of commodities’ price fluctuations. In order to shine a light on a notoriously opaque supply chain, and to facilitate commodity analysts and physical traders alike, DBX is generating an algorithmical, evidence-based workflow to monitor the geospatial patterns of the aforementioned inventories at sea terminals/power stations/mines, based on the integration of optical multiband space-borne sensors, in order to measure the area and estimate volume and mass of selected key inventories on a weekly basis.
Users and their needs
The users DBX is targeting are broadly categorized as:
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Producers (e.g., mining companies)
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End users (e.g., steel mills & power stations)
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Physical merchants (e.g., trading houses)
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Financial players (e.g., banks, hedge funds)
On a macroscopic level, we could summarize the user needs as:
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Inventories of dry bulk commodities (e.g., iron ore, coal) higher frequency updates.
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Global coverage of inventories and market intelligence. Provide insights into ports and steel mills/power plants/mines across the globe and not only China, where most of the market analysis focuses on.
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Breakdown per individual asset, (e.g., accurate figures for a given Load Port/Steel Mill), and per commodity type/brand (e.g., commodity sub-type: metallurgical coal vs. thermal coal; commodity brand: e.g., iron ore ‘Pilbara fines’ from Rio Tinto).
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Evidence-based, unbiased data with robust correlation with market trends.
Service/ system concept
The DBX PSVE module has three input layers:
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Satellite imagery is collected and processed weekly to detect the stockpiles in areas of strategic interest for the dry bulk commodities market
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National Statistics / Customs data / External data sources that we consider as Ground Truth is collected and benchmarked for the PSVE and NOWcasting output
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Dry Bulk Vessels AIS data, for each voyage, the metadata provides a plethora of information we use for tracking the movements of cargo around the globe
Fusion algorithms then combine the available data and produce the final, refined dataset.
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Space Added Value
DBX's vision is to deliver an independent, accurate, near real-time source of data for commodity markets, improving transparency & efficiency in the supply chain.
The key pillars to achieve DBX vision are:
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Develop ML algorithms for satellite imagery classification (Sentinel-2 MSI, PlanetScope, VHR) to retrieve the presence/absence of stockpiles, volume estimation and weight conversion of the stockpile per port location.
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Fusion with Shipping data (DBX Cargo Flows) to increase the overall accuracy of dry-bulk commodities’ supply & demand context.
As such we are expecting to be able to offer to the commodity space a solution that:
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Has global coverage and reaches higher granularity in terms of update frequency and available, survey-based services.
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Shines a light through the dynamic and unfortunately opaque, broader dry-bulk commodity supply chain context, and it is basically a plug-and-play tool for the sectors’ professionals.
Current Status
We are live! PSVE successfully passed the Final Review and is now part of the greater family of ESA BASS graduate projects!
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Please get in touch at drybulkx.com if you want to try out the capabilities of this module!
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