TerraSort Smart Bin

06 / 08
Computer VisionNIR SpectroscopyCNNProduct Design

Date

Sep 2025

Contribution

Team lead of five

Type

Competition entry, smart waste sorting system

TerraSort is a smart waste sorting system I designed and built for Expo City Dubai, leading a team of five called Terra Byte. We pitched it at the II Sustainable Packaging Symposium, and it won the 2025 packaging design competition.

It sits on top of the bins Expo already has. You hold an item in the scan zone, it works out what the item is and whether it's clean, and then it opens only the correct hatch.

The problem

Recycling breaks down at the bin. Two things cause most of it:

Lookalike materials

PLA, a bioplastic, and PET, a regular plastic, look the same. People can't tell them apart, and neither can most cameras.

No feedback

Nobody tells you that you used the wrong bin, so habits never improve.

Contamination leads to batch rejections, health risks and higher processing costs. It hurts recycling teams, Expo staff and waste workers, and people stop trusting that recycling works.

The solution

A unit that fits onto Expo's existing three-bin stations: recycle, general and compost. It has a screen and a camera on top, and a servo-controlled hatch over each bin.

  1. 01Scan item

    NIR and RGB scanning


    A camera sees the item. A near-infrared spectrometer reads the material when the camera isn't sure.

  2. 02Check contamination

    Contamination check


    Visual cues flag food residue, oil and liquid on items headed for recycling.

  3. 03Classify

    Classify item


    The system classifies the item and selects the correct bin: recycle, general or compost.

  4. 04Open hatch

    Open hatch


    Only the correct hatch opens, so wrong disposal is physically blocked.

  5. If the bin is wrong

    Keep hatches closed


    Wrong bin stays closed. Show a message explaining why.

  6. 05Feedback

    Live feedback


    A screen and audio tell the user what happened and why.

  7. 06Log

    Log disposal


    Every disposal is saved with the classification, confidence and any contamination flags.

  8. ↺ Next item

The prototype

We showed three things:

3D model

The unit mounted over Expo's existing bins.

Live waste detection demo

The model drew a box around a water bottle and labelled it "Clear plastic bottle" with a 0.91 confidence score.

Video render

The finished unit in use.

Cost and competition

We costed a full rollout of 190 three-bin stations in three tiers.

TierRetrofit/unitSoftware/unitMaintenance/yrTotal/unitTotal (190)
Base$1,800$150$50$2,000$380,000
Pro$5,250$250$50$5,550$1,054,500
Premium$7,000$350$100$7,450$1,415,500

Against two existing smart bins:

FeatureTerraSortBin-EOscar Sort
Estimated cost$5,250$13,000$13,000
Retrofits existing binsYesNoNo
Material detectionYesNoNo
Contamination detectionYesNoNo
Automated hatchesYesYesNo

The disposal logs also open a business model beyond selling hardware: software subscriptions, consumption insights for FMCG brands, and anonymised recycling data for governments and ESG teams.

The award

TerraSort won Packaging for Sustainability 2025 at Expo City Dubai. Expo City is now implementing the design.

What's next

The rollout plan from the pitch:

  • Pilot 20 to 30 bins in office areas.
  • Expand to 190 bins after the pilot.
  • Use the bins' screens as digital touchpoints.

The risks we flagged were hardware wear and tear, sensor misclassification and user frustration. The pilot is where those get measured.