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Logistics Engineering

Sustainable logistics: emissions, intermodality and reverse logistics

Emission calculation with an intermodal example, the effect of the load factor proved, reduction levers, reverse logistics, WEEE and extended producer responsibility.

Transport produces about a quarter of energy-related carbon dioxide emissions in Europe, and a growing share concerns freight. Logistics is also where the circular economy closes the loop: returns, repairs, refurbishment, recycling. In this lesson we look at how the emissions of a transport are calculated with an example of intermodal transport, the proof of the weight of the load factor, the levers for reducing emissions, and reverse logistics with the case of electronic waste.

The emissions of a transport

The greenhouse gas emissions of a transport are estimated with the emission intensity of the transport mode, in grams of CO₂ equivalent per tonne-kilometre (g/tkm), according to standardised methods (the ISO 14083 standard and the GLEC framework):

    \[ E = m\cdot d\cdot e \]

with m the mass carried, d the distance and e the intensity. The values depend a lot on vehicle, load and fuel, but the orders of magnitude are clear.

Emission intensity by transport mode
Orders of magnitude in grams of CO2 equivalent per tonne-kilometre, on a logarithmic scale: air freight about 600, truck about 80, freight train about 25, container ship about 12.

Example. 20 tonnes over 800 km. All by truck, with e = 80 g/tkm: 20\cdot 800\cdot 0.08 = 1280 kg of CO₂ equivalent. Intermodal, 700 km by rail (25 g/tkm) and 100 km by truck for the last leg: 20\cdot 700\cdot 0.025 + 20\cdot 100\cdot 0.08 = 350 + 160 = 510 kg, 60 % less. Cost and times depend on terminals and train schedules, but over long distances intermodal is often competitive on price too.

The load factor

Theorem. If a vehicle’s emissions per kilometre depend little on the load, the intensity per tonne-kilometre is inversely proportional to the average load factor, counting empty trips too.

Proof. A vehicle with capacity Q emits about E_{km} per kilometre, almost regardless of the load. If on average it travels with load \lambda Q (load factor \lambda), over D kilometres it carries \lambda QD tonne-kilometres and emits E_{km}D: the intensity is E_{km}/(\lambda Q). If a fraction v of the kilometres is driven empty, the loaded kilometres are (1 - v)D and the intensity becomes E_{km}/(\lambda Q(1 - v)). ∎

In reality consumption grows a little with load, so the dependence is somewhat less than inverse; but the conclusion stands: a half-full truck emits almost twice as much per tonne as a full one, and an empty return doubles the trip’s emissions. The same measures that reduce costs (consolidation, backhauls, optimised rounds: lesson on transport) reduce emissions.

The levers

  • Mode: shifting traffic from road to rail and ship, and from air to sea where times allow.
  • Load: filling vehicles, including with more compact packaging; every volume of air carried is wasted energy.
  • Distance: logistics network and location (lesson on location), closer suppliers.
  • Vehicles and fuels: electric trucks on urban and regional routes, biofuels, efficient driving.
  • Network: urban distribution centres from which small, clean vehicles leave for the last mile, the costliest and most polluting leg for each parcel.

Reverse logistics

Reverse logistics manages flows back from the customer: e-commerce returns, products under warranty, reusable packaging, end-of-life products. It has its own characteristics: uncertain quantity and quality of returns, products to be inspected one by one, decisions on what to do with them (resell, repair, refurbish, harvest components, recycle materials).

For electronics the topic is relevant: waste electrical and electronic equipment (WEEE) is among the fastest-growing waste streams, and contains both hazardous substances and precious materials (gold, copper, rare earths). European legislation is based on extended producer responsibility: whoever places the product on the market finances collection and treatment, and therefore has an interest in designing it to be dismantled and recycled. Design for recycling, repairability and refurbishment lengthen product life, and a product lasting twice as long halves the emissions of its production per year of use: in consumer electronics production often weighs more than use.

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