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Nyheder om industrien • 4 min læsning

9 måder, hvorpå AI-detektion forvandler flådeindustrien

Oprettet: 03.11.2025

Opdateret: 03.11.2025

Kunstig intelligens (AI) har omdefineret, hvordan flådefolk griber den daglige drift an. Moderne teknologier giver ledere mulighed for målbart at forbedre vedligeholdelse, sikkerhed og overholdelse på tværs af deres køretøjer. I takt med at det lovgivningsmæssige pres stiger, bliver AI-drevet indsigt mere afgørende for at opnå en afgørende fordel. Her er ni måder, hvorpå AI-detektion transformerer flådeindustrien.

1. Overvågning af førerens adfærd

Avanceret telematik og maskinlæringsalgoritmer (ML) hjælper med at opdage AI i flåder ved at overvåge førerens adfærd. Disse enheder analyserer realtidsmønstre og markerer risikabel køreadfærd som for høj hastighed og hårde opbremsninger. ML-modeller behandler øjeblikkeligt data fra sensorer i køretøjet og identificerer afvigelser fra normerne for sikker kørsel og virksomhedens politikker.

Chaufførerne får øjeblikkelig feedback i køretøjet, mens flådecheferne får detaljerede rapporter om tendenser. De mange oplysninger hjælper supervisorerne med at tilpasse coachingsessionerne og finde specifikke forbedringsområder. Telematikløsninger har været afgørende for flåder over hele landet, fordi [de reducerer ulykker og skader] (https://www.crowncommercial.gov.uk/agreements/RM6315) gennem forbedret adfærd og træningsprogrammer.

2. Optimering af ruter

AI-algoritmer er afgørende for at kunne analysere trafikdata i realtid, f.eks. vejlukninger og vejrforhold. Trængslen kan være betydelig, især hvis dine ruter går gennem London. En Inrix-rapport fra 2024 sagde, at bilister [oplevede 101 timers forsinkelser] (https://inrix.com/scorecard/), når de kørte i hovedstaden. ML-modeller kan hurtigt identificere flaskehalse og dårligt vejr for at overholde kritiske leveringstider.

Flådecheferne får gavn af det, fordi deres chauffører kan blive bedre til at overholde tiden. Ruteoptimering betyder, at der er større sandsynlighed for, at leverancerne når frem i de planlagte tidsvinduer. Det forbedrer også chaufførernes adfærd, da de kører mindre i tomgang og tilbagelægger færre kilometer. Moderne AI-teknologier registrerer hurtigt lukninger af veje og uventede vejrændringer for at minimere forstyrrelser.

3. Automatisering af compliance-rapportering

Ulykkesrapportering plejede at omfatte manuelle logfiler og dokumentation. Men kunstig intelligens kan reducere behovet for arbejdskraft ved automatisk at registrere og indsende hændelsesrapporter. Disse teknologier kan genkende potentielle hændelser, lige fra kollisioner til nærved-ulykker. Sensorer indsamler relevante oplysninger på tidspunktet for hændelsen for at give mere kontekst. Usædvanlige omstændigheder som udløsning af airbags kan også være en del af den automatiske rapportering.

Når AI-detekteringen er færdig, samler systemet oplysningerne i en standardiseret rapport. Manuelle logfiler kan skabe tidskrævende opgaver, så AI kan automatisere disse processer og frigøre personale. Flådechefer og forsikringsselskaber modtager rapporten og sikrer dermed overholdelse og præcis kommunikation. Avancerede teknologier indfanger relevante data og bruger konsekvent formatering, så alle parter får de vigtige detaljer.

4. Forbedring af forebyggende vedligeholdelse

Uventede nedbrud på køretøjer kan forstyrre tidsplaner og forsinke leverancer. AI hjælper flådeadministratorer med at opdage disse problemer, før de bliver alvorlige. Fra motortemperatur til olietryk overvåges egenskaber i realtid. Avancerede algoritmer identificerer subtile uregelmæssigheder og advarer operatørerne, når en komponent er ved at gå i stykker.

Selv om faste serviceintervaller kan være en fordel, giver AI dig mulighed for at være mere proaktiv og planlægge vedligeholdelsen præcist. Dæktrykssensorer er et glimrende eksempel, især for bygge- og anlægsvirksomheder. Eksperter siger, at luftkompressorer bør levere 25 % mere CFM (https://blog.hercrentals.com/air-compressors-and-tools/what-air-compressor-size-do-i-need/), end udstyret har brug for, for at opretholde den bedste praksis. Disse sensorer overvåger løbende produktionen og opdager gradvise fald, hvilket giver tidlige tegn på lækager.

5. Analyse af brændstofforbrug

AI-detektion i flåder går ud over at studere førerens adfærd. Telematik og sensorer analyserer hastigheds- og accelerationsmønstre for bedre at forstå brændstofforbruget. Systemerne overvåger dine køretøjer for overdreven tomgang og ineffektiv ruteplanlægning, der øger benzin- eller dieselforbruget. AI kan skræddersy anbefalinger til chauffører ved at tilbyde optimerede hastighedsområder eller vedligeholdelsesbehov.

Flådeadministratorer drager fordel af at få samlede data om brændstofforbrug og udgifter. Disse oplysninger hjælper dem med at træffe mere informerede beslutninger om indkøb af køretøjer og ruteplanlægning. Hvis ældre køretøjer er ineffektive, er det måske på tide at opgradere flåden. Logistikere bør sammenligne individuelle køretøjer med industristandarder for at se afvigelser.

6. Reduktion af emissioner

Storbritanniens miljømål [omfatter at nå netto-nul-emissioner] (https://commonslibrary.parliament.uk/research-briefings/cbp-9888/) inden 2050. Derfor skal flådechefer være mere opmærksomme på de skærpede standarder og risikoen for bøder. AI-detektion hjælper køretøjer gennem sensorer og indbyggede diagnosesystemer, som indsamler data under drift. ML-algoritmer identificerer mønstre og afvigelser i oplysningerne og giver besked om for høje emissioner.

AI kan advare flådeadministratorer og muliggøre proaktiv vedligeholdelse, hvis et køretøj overskrider emissionsgrænserne. Mens mennesker træffer foranstaltninger for at reducere drivhusgasser, er AI-detektion på vej til at hjælpe transportbranchen. En undersøgelse fra 2025 sagde, at [deep reinforcement learning maximises emission reduction] (https://news.mit.edu/2025/eco-driving-measures-could-significantly-reduce-vehicle-emissions-0807) ved at tilpasse øko-køreegenskaber. De amerikanske forskere sagde, at implementering af det i 10 % af køretøjerne ville reducere CO2-udledningen med op til 50 %.

7. Overgang til elektriske køretøjer

En anden måde, flådechefer kan reducere udledningen på, er ved at skifte til elbiler. Ejerskabet af elbiler stiger på nationalt plan gennem private chauffører og flådeejere, som en rapport fra 2025 [afslørede en stigning på 38,9 % år-til-år] (https://www.smmt.co.uk/more-than-a-million-evs-on-uk-roads-as-vehicle-ownership-reaches-new-high/) fra 2023. AI kan hjælpe logistikfolk med overgangen ved at anbefale, hvornår, hvor og hvordan de skal elektrificere deres flåder.

Førstegangsejere af elbiler kan have brug for hjælp med opladningsvinduer og infrastrukturbehov. AI-drevne systemer registrerer, hvornår og hvor elbiler naturligt kan tilpasses opladningsvinduer. Det kan f.eks. anbefale de bedste tidspunkter for opladning for at reducere forstyrrelser i tidsplanen. Nogle overvejer måske at skifte til elbiler, så logistikchefer kan udnytte AI til at sammenligne omkostningsdata mellem el- og benzinbiler.

8. Reduktion af omkostninger

Selv om AI-investeringer kan være en barriere, kan det være økonomisk fordelagtigt i det lange løb. Disse softwaremuligheder reducerer omkostningerne ved at minimere nedetid, der bremser den daglige drift. Tidlig opdagelse af problemer kan føre til en mere velholdt flåde, hvilket skaber mere oppetid og omsætning. Flådechefer kan også spare penge gennem forbedret ruteoptimering og brændstofstyring.

AI-detektion i flåder er afgørende for at strømline administrative processer. Disse teknologier kan automatisk udføre compliance-tjek og dokumentation af hændelser og dermed reducere behovet for manuelt papirarbejde. Dine operatører kan fokusere mere på det store billede og mindre på administrativt overhead. Hvis overvågning hjælper dine chauffører, kan det reducere omkostningerne til reparationer af køretøjer og juridiske krav.

9. Sporing af aktiver

Tyveri af køretøjer og gods er faldet støt i Storbritannien (https://www.ons.gov.uk/peoplepopulationandcommunity/crimeandjustice/datasets/crimeinenglandandwalesappendixtables), men det er stadig et stort problem. AI-detektion giver yderligere sikkerhedslag ved at reducere tyvenes muligheder. Funktioner til sporing af aktiver kombinerer GPS- og telematikfunktioner for at overvåge placeringen i realtid, hvilket er vigtigt for virksomheder, der transporterer aktiver af høj værdi.

Flådechefer har fordel af geofencing-funktioner, der giver dem mulighed for at sætte virtuelle grænser. Hvis en lastbil eller varevogn forlader disse zoner, markerer AI-drevne systemer automatisk hændelsen og giver logistikerne besked. Algoritmen er intelligent nok til at forstå uregelmæssigheder og sikkerhedsprotokoller. Unormaliteter kan udløse sikkerhedsforanstaltninger som fjerndeaktivering.

Udnyttelse af AI-detektion til omkostninger og compliance

AI er et praktisk værktøj, der ændrer spillereglerne for flådeadministratorer. Avancerede analyser og overvågning i realtid giver logistikfolk mulighed for at skabe målbare forbedringer af sikkerhed og ydeevne. Mens teknologierne udvikler sig, er fremtiden her. Din virksomhed bør være villig til at investere i AI-drevne løsninger for at reducere omkostninger og minimere risici.

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torsdag 28 august 2025 • Nyheder om industrien

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torsdag 31 juli 2025 • Nyheder om industrien

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mandag 28 juli 2025 • Nyheder om industrien

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The growth of electric charging stations across Europe for HGVs has led to a transitional period across the continent's vast road networks. For many fleet operators and drivers, classic diesel-fuelled HGVs are still the transport of choice. However, the shift to electric HGVs is looming, as the industry continues to evolve.To assess the feasibility of switching from diesel to electric, SNAP has authored research into the costs of recharging HGVs vs refuelling them across various European freight routes. We calculated the electricity versus diesel savings in euros per 100 km across .We found that Iceland led the way with an average cost saving of , with fellow Nordic countries Norway and Finland offering the second and third highest cost savings respectively. 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This translates to an estimated a year for long-haul electric HGV drivers and .To compile our data, we looked at 35 European countries and compared the energy or fuel cost per 100 km for two types of heavy goods vehicles (HGVs). These were a standard diesel HGV, assuming fuel consumption of 35 litres per 100 km at each country's average retail diesel price, and an electric HGV, assuming electricity use of 108 kWh per 100 km based on the average non-household electricity rate. VAT and recoverable taxes were excluded from these calculations. The comparison reflects direct “at-the-pump” or “at-the-plug” costs only, without accounting for factors such as fleet size, negotiated energy contracts, or future changes in fuel and electricity prices.When researching the pricing for diesel and electricity, a number of sources were drawn from, including , and . It is worth noting that some of these sources refer to ‘Great Britain’ while others refer to the ‘UK’. For the purposes of this research, both terms were treated interchangeably., , and are currently the countries where the most can be saved by converting to an electric HGV.This is largely due to these countries ranking among the most expensive in Europe for diesel. Iceland ranks as the most expensive country in Europe for diesel (€2.07 per litre). This steep cost largely comes from its geographical isolation compared with the rest of Europe, leaving the cost of importing diesel much higher than that of other European nations. Iceland, like Norway and Finland, is also known for its high tax rate, which also contributes to its high fuel cost. and also make up the top two countries in the world for electric cars on the road as a share of passenger cars on the road. As a result, both countries have invested significantly in electric charging infrastructure.Iceland’s small size and main ring road also make it easier to install electric charging stations at regular intervals for electric HGV drivers. The same reasoning can be partly used for other countries with smaller networks that have a high rate of cost savings, including Albania, Serbia, and Belgium — although it should be noted that all three also have some of the most expensive diesel prices in Europe, which contributes to the difference in cost savings.The chart below shows the top 10 countries that have the largest cost savings when using an electric HGV:Matthew Bellamy Croatia , Cyprus , and Moldova are currently the three countries with the lowest cost savings in Europe.Croatia has the in the EU after Poland. This is partly because of Croatia's poor EV charging infrastructure, such as charging stations that require ringing customer service or use multiple different apps to start the charging process, poor directions for charging stations outside major highways, and potentially high wait times during peak tourist season. Additionally, Croatia lacks ultra-high-speed charging stations (180 kW and above), which can prove a problem for electric HGVs that require more power than the average EV.Both Cyprus and Moldova have internal geopolitical issues that make infrastructure planning for EV charging (as well as national planning in general) difficult. For Cyprus, the northern half of the island — including half of its capital, Nicosia — has been -backed Turkish Republic of Northern Cyprus since 1974. For Moldova, the eastern province of Transnistria acts as a de facto state with its own government. This means that both countries are unable to implement EV infrastructure in a consistent way across the territory they consider their own.The issues in Cyprus are also compounded by high electricity costs, while Moldova has the fifth cheapest diesel prices in Europe. Moldova is also the , making investment in EV infrastructure a challenge. All these factors contribute to an overall low cost saving for electric HGVs.Poland is also low on the list with a cost saving of . Despite its impressive economic growth and growing investment in EV charging infrastructure, its large size means that coverage is still an issue in certain areas of the country — although this looks likely to .Countries such as Spain , Romania , and Ireland occupy the middle of the road when it comes to cost saving for electric HGVs. This is likely due to these countries have growing EV charging infrastructure, and mid-priced electricity and diesel costs.The chart below shows the top 10 countries that have the lowest cost savings when using an electric HGV:The , which places it 11th overall for cost savings from recharging per 100 km. This is largely due to how expensive UK fuel prices are, with . Although the savings from high diesel costs certainly contribute to the UK’s high eHGV costs savings, it would likely be far higher if the electricity in the UK were not also amongst the in Europe.The UK is also expecting improvements to its EV charging infrastructure. The UK motorway service company, Moto is actively planning to build . These superhubs can better accommodate EV charging for eHGVs more efficiently than a standard EV charger. There are currently . With like BP Pulse and Aegis Energy also looking to invest, it looks likely that the UK will have a much-improved HGV charging network in the near future.There are several factors currently impacting HGV electrification, including a lack of charging infrastructure, long charge times, the high initial costs of eHGV conversion, and their limited range. Additionally, the comparatively low cost and accessibility of diesel fuel and vehicles make traditional HGVs an attractive option for However, all these impacts can vary depending on the country of operation. For example, if your fleet only runs domestically in a country such as Norway or Iceland, then it is likely to be less affected than a fleet operating across Europe or in regions with poorer eHGV infrastructure, such as the Balkans.The main obstacle to HGV electrification is insufficient eHGV charging infrastructure. This is because eHGVs require megawatt-scale charging, which most existing EV charging points for passenger vehicles (standard electric cars and vans) do not support.There are many countries in Europe that severely lack such infrastructure, especially on major freight routes and at truck stops. These tend to be poorer states in southern and eastern Europe such as Moldova, Georgia, and Bulgaria. It is no coincidence that these states rank in the bottom 10 for eHGV cost savings.It can also be the case that eHGV charging stations do exist, but they are in areas that simply can’t accommodate multiple eHGVs charging overnight due to a weak local power grid. This is often a problem in more rural and remote parts of Europe.Although many European countries are planning to improve eHGV infrastructure, it is still a time-consuming and expensive process, with numerous bureaucratic, logistical, and technical obstacles to overcome — not to mention the surrounding infrastructure upgrades, such as local grid connections, that will also be needed.Electric HGVs take far longer to charge than standard EVs. This means that charging must often take place overnight. Even if rapid eHGV chargers can be acquired, the process still takes at , rather than a few minutes, as is the case with petrol vehicles.This long charging time can have a knock-on effect for fleet operators in terms of turnaround times. In an industry with tight delivery schedules and deadlines, this can be potentially detrimental to business performance.Electric HGVs are also constricted by their relatively limited range compared to the mileage afforded by traditional HGVs. According to Safety Shield, a typical electric HGV has a range of around on a single charge (roughly the distance from London to Rotterdam). A typical diesel-powered HGV, however, can travel up to on a single tank of fuel (roughly the distance from London to Warsaw).Electric HGV mileage can also be more affected by external factors such as load, , and terrain. This can lead to range anxiety for drivers, who may conduct more frequent charges to ensure they have enough power to reach their destination. This, in turn, can lead to delivery delays, especially when driving through countries with poor eHGV charging infrastructure.All of this makes it vital for fleet operators planning journeys for their eHGVs. It should be noted that battery technology is constantly evolving, and capacity — and therefore mileage — will continue to improve in the near future.The initial cost of an eHGV is high (typically between , compared to between £80,000-£100,000 for a diesel HGV) which can potentially deter independent drivers and smaller fleet operators from owing one. This is largely due to the expense of the battery technology involved. This means that it will be costly to purchase a new electric HGV outright as the technology inside is more expensive than that of a diesel HGV.High initial eHGV purchasing costs also means that fleet operators in countries with cheaper electricity rates for eHGV charging such as Norway, Sweden, or Finland are more likely to convert since they will recoup their investment quicker than those in countries with expensive electricity, such as Ireland and Croatia.Electricity prices can also fluctuate in relation to various events. For example, over the past five years, electricity prices have fluctuated in response to economies opening up after the COVID-19 pandemic and then Russia's invasion of Ukraine in 2022 (the latter in particular had major effects on European energy supply). As a result, there was a spike in electricity prices of almost 30%, from for the average EU capital in the post-invasion period. With the EU average now, however, , it appears that electric charging for HGVs is set to continue its ascendency.Across Europe, the average cost of running an electric HGV over 100 km is €20.51 — significantly cheaper than the €51.10 it costs for a diesel HGV over the same distance.As efficiency improves and battery technology becomes more widespread and less expensive to produce, eHGVs will also become more affordable to acquire.Diesel fuel still plays a dominant role in the HGV industry. This is because diesel infrastructure has been well established in Europe for decades, especially in comparison to electric chargers for HGVs. Diesel's compatibility with , and its relatively cheapness also keep it popular with truck fleet managers.As with electricity, however, the value of diesel fluctuates across the continent. This is why it can appear more advantageous to stick with diesel HGVs in countries like Moldova, Georgia, and Malta, where diesel remains cheap. Conversely, for nations like Iceland and the Netherlands, where diesel is relatively expensive, there is greater incentive to switch to an electric HGV.A country with low-cost fuel may also be more hesitant to invest heavily in eHGV infrastructure for fear of alienating traditional HGV fleets, who may choose alternative routes as a result.Electric HGVs are the long-term future of road haulage. Not only are they cheaper to run over time, but with new infrastructure being invested in and built at a strong rate, they will also become much more financially and strategically viable.Beyond the economic benefits, electric HGVs are also important for their contribution to environmental goals such as Net Zero. With traditional HGVs being large-scale polluters, the by eHGVs will be felt in cleaner air across Europe.The look set to impact electric HGVs in the future:: will evolve to better accommodate eHGVs alongside other smart technological advancements. These truck parks may include up-to-date ultra-fast charging stations, diagnostic machines, battery swap stations, and automated cleaning services, among other features. : Low Emission Zones (LEZs) already exist in a number of cities (e.g. Paris, Berlin, and Milan) with more European cities likely to follow suit with more stringent. Fleet operators may opt for eHGVs to meet EU regulations or retrofit their HGVs with cleaner technologies, like . : has already had a across road haulage — with applications in route optimisation, predictive maintenance, and . Electric vehicles will likely incorporate AI to help drive sustainability in the haulage industry over the coming decades. : The shift to eHGVs is part of a wider global push toward sustainable living. The effects of extreme weather, including heatwaves and floods across Europe, show no sign of slowing due to climate change. Moving to electric HGVs is one way the world is reducing its dependence on fossil fuels. : During the transition to cleaner fuel sources, there will be a variety of HGV types on the road throughout the 2030s. Many will be older diesel models, some will be electric, and others will be powered by alternative fuels such as biofuel made from renewable biomass sources.Electric HGVs are the future, of that there is little doubt. The economic and environmental benefits will see more fleet operators and drivers switch to eHGVs in the coming years. How long this transitional period lasts will depend on how quickly Europe can develop its eHGV charging infrastructure.There are currently large swathes of the continent where eHGVs lack viability and require extensive route optimisation due to their shorter range. Additionally, the upfront costs involved can deter independent drivers and smaller fleet operators.The technology and infrastructure will continue to improve, and there are already services designed to make managing eHGV fleets and related costs as simple as possible. From route optimisation and fleet management to maps for parking and truck washes, SNAP makes trucking simple.