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WMS Algorithms: What to Optimize and What to Automate at Your Warehouse

Algorithms

WMS Algorithms: What to Optimize and What to Automate at Your Warehouse

A certain level of productivity must be achieved for a warehouse to be considered efficient and profitable. Therefore, there can be no talk of noticing inefficiencies while inventory is being received, put away and stored: replenishments must be anticipated and calculated as accurately as possible.

So how can those warehouse operations be optimized? We learn that more and more managers are using algorithms. The question is how do these algorithms contribute to warehouse operations and which workflows can they automate? Our Generix Group experts answer your questions with careful observations.

Inefficient Supply Chain Network Set-Up Configuration, the Number One Concern

A recent mission of the DataLab Generix Group at one of its customers’ premises showed that the inefficiencies of the supply chain network set-up configuration were a major factor in the decrease of productivity. It is therefore essential that the picker never finds himself in front of an empty or insufficiently filled space for the order to be completed.

If this happened to be the case, the picker would have to make an urgent replenishment request and wait for a pallet to be delivered from the inventory put aside for emergencies. While the picker can always move on to another order, the process is not optimal.

To avoid this type of situation, we can set replenishment thresholds and anticipate the demand based on calculations made in advance (the day before, for example).

Replenishment thresholds

Replenishment thresholds prevent inventory shortages. A software setting will trigger the replenishment process once a picking location reaches the “replenishment threshold” for a certain product.

Storage location must be taken into account because while it is impossible to place two pallets in a slot sized for one pallet, it may be possible to place one pallet and one layer of cartons in such a slot. Since the dimensions of the locations, pallets and cartons are known and tracked by the system, the calculation is done automatically using simple algorithms that add up the dimensions of the objects with a certain tolerance.

Demand Forecasting

For consumption or demand forecasting, we use a simulation tool, which is also algorithm-based. The tool deduces the total quantity required using historical data, checks the product quantity remaining in the picking location and automatically triggers the replenishment process. The orders that need to be executed the quickest are targeted.

For this simulation, we can use order data entered in the WMS or the forecast data transmitted to the WMS through the ERP. For example, warehouse consumption for the last week of a reference period deemed relevant can be used to take into account the seasonal nature of the business or the fluctuation on its cycles.

Just-in-Time Supply

In just-in-time supply, optimal use of resources must be guaranteed and critical needs must be addressed in real-time. Replenishment must highly targeted effectively addressing most critical needs.

Our tool automates the management of replenishments by letting the system trigger them at the most appropriate time, as and when needed. The system is, of course, based on theoretical data specific to each warehouse and adapts to the inventory management approach used. This functionality takes into account different parameters:

-Modification of the priority by the warehouse worker in charge of receiving and storing inventory

-Comparison of the inventory and minimum picking

-Current priorities

Based on these criteria, the system will recalculate and define a precise timing for the initiation of a replenishment process. To illustrate the depth of this calculation, we can mention variables such as picking time, product changeover time, aisle changeover time, demand forecasting time and even break times!

Compliance with Dated Contracts

You may decide to combine the expiry dates of certain products with their dated contracts. In this case, a configurable safety margin is added to the expiry date thus honoring customer commitment. This is a technique widely used in the retail sector to guarantee a certain shelf life, which is particularly critical for perishable goods.

Order Processing Sequence

We will select orders, or certain elements of an order, and determine the strategy to follow in order to optimize the planning of the work to be done as well as managing the order processing efficiently.

Some of the planning issues that may arise include:

-Target loading time (maximum)

-Carrier

-Delivery round

-Orders consisting of less than n pieces or more than x pieces

-The approval allowing missing parts

-Full pallets and complete packages

The algorithms integrated into a WMS will optimize the use of resources by automatically triggering replenishment, by ensuring compliance with “date contracts” or by managing picking locations.

Generix Group North America provides a series of solutions within our Supply Chain Hub product suite to create efficiencies across an entire supply chain. From Warehouse Management Systems (WMS) and Transportation Management Systems (TMS) to Manufacturing Execution Systems (MES) and more, software platforms can deliver a wide range of benefits that ultimately flow to the warehouse operator’s bottom line. Our solutions are in use around the world and our experience is second-to-none. We invite you to contact us to learn more.

This article originally appeared on GenerixGroup.com. Republished with permission.

wood barrel

The European Wood Barrel Market Bounced Back to $1.2B

IndexBox has just published a new report: ‘EU – Casks, Barrels, Vats, Tubs, And Coopers Products Of Wood – Market Analysis, Forecast, Size, Trends And Insights’. Here is a summary of the report’s key findings.

The EU wood barrel market expanded remarkably to $1.2B in 2019, picking up by 5.5% against the previous year. This figure reflects the total revenues of producers and importers (excluding logistics costs, retail marketing costs, and retailers’ margins, which will be included in the final consumer price). The market value increased at an average annual rate of +2.5% from 2013 to 2019; the trend pattern remained relatively stable, with somewhat noticeable fluctuations throughout the analyzed period.

Consumption by Country

The countries with the highest volumes of wood barrel consumption in 2019 were the UK (85M units), France (48M units) and Spain (17M units), with a combined 75% share of total consumption. Ireland, Poland, Portugal and the Netherlands lagged somewhat behind, together comprising a further 15%.

From 2013 to 2019, the most notable rate of growth in terms of wood barrel consumption, amongst the key consuming countries, was attained by Portugal, while wood barrel consumption for the other leaders experienced more modest paces of growth.

In value terms, France ($589M) led the market, alone. The second position in the ranking was occupied by the UK ($269M). It was followed by Spain.

In 2019, the highest levels of wood barrel per capita consumption were registered in Ireland (3,326 units per 1000 persons), followed by the UK (1,260 units per 1000 persons), France (729 units per 1000 persons) and Portugal (410 units per 1000 persons), while the world average per capita consumption of wood barrel was estimated at 390 units per 1000 persons.

Production in the EU

In 2019, the production of casks, barrels, vats, tubs, and coopers products of wood was finally on the rise to reach 155M units for the first time since 2016, thus ending a two-year declining trend. The total output volume increased at an average annual rate of +1.4% from 2013 to 2019. The growth pace was the most rapid in 2014 when the production volume increased by 14% y-o-y. As a result, production attained the peak volume of 164M units. From 2015 to 2019, production growth remained at a somewhat lower figure.

Production by Country

France (72M units) constituted the country with the largest volume of wood barrel production, accounting for 46% of total volume. Moreover, wood barrel production in France exceeded the figures recorded by the second-largest producer, the UK (27M units), threefold. Spain (23M units) ranked third in terms of total production with a 15% share.

From 2013 to 2019, the average annual rate of growth in terms of volume in France amounted to +1.1%. The remaining producing countries recorded the following average annual rates of production growth: the UK (+1.2% per year) and Spain (+5.0% per year).

Exports in the EU

In 2019, shipments abroad of casks, barrels, vats, tubs, and coopers products of wood increased by 1% to 77M units, rising for the third consecutive year after two years of decline. The total export volume increased at an average annual rate of +4.2% over the period from 2013 to 2019. The volume of export peaked in 2019 and is expected to retain growth in the immediate term. In value terms, wood barrel exports reached $729M (IndexBox estimates) in 2019.

Exports by Country

France was the main exporter of casks, barrels, vats, tubs, and coopers products of wood in the European Union, with the volume of exports reaching 39M units, which was approx. 51% of total exports in 2019. Spain (19M units) ranks second in terms of the total exports with a 24% share, followed by the UK (5.2%). Hungary (2.2M units), Lithuania (2.1M units), Luxembourg (2M units), Romania (1.8M units), Portugal (1.6M units) and Austria (1.3M units) followed a long way behind the leaders.

Exports from France increased at an average annual rate of +1.8% from 2013 to 2019. At the same time, the UK (+24.7%), Lithuania (+19.2%), Luxembourg (+17.5%), Austria (+16.6%), Spain (+9.1%) and Portugal (+8.2%) displayed positive paces of growth. Moreover, the UK emerged as the fastest-growing exporter exported in the European Union, with a CAGR of +24.7% from 2013-2019. Hungary experienced a relatively flat trend pattern. By contrast, Romania (-2.8%) illustrated a downward trend over the same period.

In value terms, France ($515M) remains the largest wood barrel supplier in the European Union, comprising 71% of total exports. The second position in the ranking was occupied by Spain ($109M), with a 15% share of total exports. It was followed by Austria, with a 2.1% share.

Source: IndexBox AI Platform