Planning

Ejemplo 3 – Rutas de varios días

Neste exemplo, temos uma requisição para resolver um problema logístico de uma empresa com uma frota de 1 veículo do tipo VUC, e há 15 ordens de serviços de entregas na região Nordeste do Brasil. O planejamento considera múltiplos dias, com regras de legislação para pausas de direção e trabalho diário.

Descrição do problema

Das 15 entregas, todas possuem uma janela de horário ampla abrangendo 3 dias, permitindo flexibilidade para o motorista respeitar pausas obrigatórias. Não há restrições específicas de volume ou peso além da capacidade do veículo, e cada entrega tem um tempo de manuseio no cliente de 900 segundos (15 minutos).


15
LOCAIS DE ENTREGA

1
DEPÓSITO

1
CAMINHÕES DO TIPO VUC 3⁄4

15
PEDIDOS

Descrição do problema logístico

Os 15 locais de entrega estão espalhados pela Bahia, no Nordeste do Brasil. O veículo deve iniciar e retornar ao depósito «Bahia Vidros», respeitando regras de legislação para direção contínua (máximo 3h45min antes de pausa de 1h), trabalho contínuo (máximo 8h antes de descanso de 15h), e pausas diárias.

Parâmetros utilizados

  • "optimizationProfile": "BRAZIL46" – Para essa simulação, foi usado o perfil de otimização BRAZIL46, adequado para rotas no Brasil com múltiplos veículos, mas aqui aplicado a um único
  • "tripsProfile": "MAPLINKBR" – Utilizamos o perfil MAPLINKBR por se tratar de uma rota localizada apenas no Brasil.
  • "startDate": 1519750219000 – Horário de início de referência para o cálculo da otimização logística.
  • "legislationProfiles" – Parâmetro com o nome do perfil que se aplica ao tempo de direção, duração de um dia de trabalho ou intervalo. Neste caso não há nenhuma característica definida.
  • "logisticConstraints" – Restrições logísticas usadas para determinar o tempo fixo de carregamento e descarregamento da carga. Nesse exemplo, foi usado 1800 segundos (30 minutos) para o tempo de carregamento do caminhão e 300 segundos (5 minutos) para o descarregamento na entrega.
  • "products" – Nome para referenciar o produto.
  • "sites" – Localização onde ocorrerão as atividades de entregas, com definição do nome e a restrição logística com o tempo de entrega.
  • "depots" – Localização do centro de distribuição, com definição do nome e a restrição logística com o tempo de carregamento do caminhão.
  • "vehicleTypes" – Neste parâmetro especificamos a capacidade de carga dos veículos da frota, como volume e peso máximos e o tamanho num intervalo de 1 a 9, e o nome da tipologia.
  • "vehicles" – Foram especificados os veículos que estão disponíveis para executar a rota. Neste exemplo são quatro veículos, dois do tipo VUC e outros dois do tipo VUC 3/4. Se define também o período de trabalho e o perfil de legislação aplicável ao motorista. Foi definido que os veículos irão sair e retornar para o Centro de Distribuição e irão realizar uma rota cada um.
  • "operations" – São as características das operações de entregas, definindo o local, peso e volume, produto, tipo de atividade, centro de distribuição da origem do produto e o horário que o cliente irá receber. Neste exemplo, são 40 operações das quais 15 delas possuem janela de horário que só podem ser entregues entre 9:00 até 11:00 da manhã.

Requisição completa

A requisição completa pode ser conferida abaixo:

{
  "optimizationProfile": "BRAZIL46",
  "tripsProfile": "MAPLINK",
  "startDate": 1603364400000,
  "products": [
    {
      "name": "Produtos",
      "type": "1"
    }
  ],
  "legislationProfiles": [
    {
      "name": "perfil",
      "maxContinuousDrivingTime": 13500,
      "drivingPauseDuration": 3600,
      "maxContinuousWorkingTime": 28800,
      "workingPauseDuration": 54000
    }
  ],
  "logisticConstraints": [
    {
      "name": "DEFAULT",
      "siteLoadingFixedTime": 0
    }
  ],
  "depots": [
    {
      "name": "Bahia Vidros",
      "coordinates": {
        "latitude": -12.9850539,
        "longitude": -39.2946463
      },
      "logisticConstraints": "DEFAULT"
    }
  ],
  "vehicleTypes": [
    {
      "name": "VUC",
      "maxVolume": 20,
      "maxWeight": 1200,
      "size": 1
    }
  ],
  "vehicles": [
    {
      "name": "TMP-3020",
      "vehicleType": "VUC",
      "legislationProfile": "perfil",
      "availablePeriods": [
        {
          "departureSite": "Bahia Vidros",
          "arrivalSite": "Bahia Vidros",
          "timeWindow": {
            "start": 1603364400000,
            "end": 1603659600000
          }
        }
      ]
    }
  ],
  "sites": [
    {
      "name": "Penha vidros",
      "coordinates": {
        "latitude": -14.2805954,
        "longitude": -38.9900972
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "Nadson Sena",
      "coordinates": {
        "latitude": -15.4168545,
        "longitude": -39.4983672
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "Vidraçaria Cabral",
      "coordinates": {
        "latitude": -16.372485,
        "longitude": -39.5867328
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "MUNDO DOS VIDROS",
      "coordinates": {
        "latitude": -16.4444137,
        "longitude": -39.0698734
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "Vidros & Cia",
      "coordinates": {
        "latitude": -16.4511815,
        "longitude": -39.065805
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "ESQUAVIDROS",
      "coordinates": {
        "latitude": -16.4443537,
        "longitude": -39.0653656
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "MM CONSTRUTORA E INCORPORADORA LTDA",
      "coordinates": {
        "latitude": -16.4184717,
        "longitude": -39.0883174
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "SERRALHERIA TRES IRMAOS",
      "coordinates": {
        "latitude": -15.8639043,
        "longitude": -38.876611
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "MARCIO DOS SANTOS NASCIMENTO 9",
      "coordinates": {
        "latitude": -15.6655186,
        "longitude": -38.9495478
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "JONES SANTOS BRAZ",
      "coordinates": {
        "latitude": -15.2895054,
        "longitude": -39.0670267
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "UNA VIDROS",
      "coordinates": {
        "latitude": -15.2900986,
        "longitude": -39.06667230000001
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "METALVIDROS",
      "coordinates": {
        "latitude": -14.785113,
        "longitude": -39.2603036
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "VIDRACARIA IMPERIO",
      "coordinates": {
        "latitude": -14.7822245,
        "longitude": -39.2835594
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "VIDRACARIA DIAMANTE (MENEZES )",
      "coordinates": {
        "latitude": -14.8094166,
        "longitude": -39.2749927
      },
      "logisticConstraints": "DEFAULT"
    },
    {
      "name": "IMPERIAL MARMORARIA E VIDRACARIA",
      "coordinates": {
        "latitude": -14.8180948,
        "longitude": -39.2928816
      },
      "logisticConstraints": "DEFAULT"
    }
  ],
  "operations": [
    {
      "id": "5f91c86c2774500fa36af00c",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "Penha vidros",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c8c52774500fa36af00d",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "Nadson Sena",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c8e02774500fa36af00e",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "Vidraçaria Cabral",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c9002774500fa36af00f",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "MUNDO DOS VIDROS",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c9312774500fa36af010",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "Vidros & Cia",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c9512774500fa36af011",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "ESQUAVIDROS",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c98b2774500fa36af012",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "MM CONSTRUTORA E INCORPORADORA LTDA",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c9a02774500fa36af013",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "SERRALHERIA TRES IRMAOS",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c9be2774500fa36af014",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "MARCIO DOS SANTOS NASCIMENTO 9",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c9d72774500fa36af015",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "JONES SANTOS BRAZ",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91c9f02774500fa36af016",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "UNA VIDROS",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91ca102774500fa36af017",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "METALVIDROS",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91ca242774500fa36af018",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "VIDRACARIA IMPERIO",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91ca542774500fa36af019",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "VIDRACARIA DIAMANTE (MENEZES )",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    },
    {
      "id": "5f91ca862774500fa36af01a",
      "depotSite": "Bahia Vidros",
      "priority": 0,
      "customerSite": "IMPERIAL MARMORARIA E VIDRACARIA",
      "product": "Produtos",
      "type": "DELIVERY",
      "quantity": 0,
      "volume": 0,
      "weight": 0,
      "customerHandlingDuration": 900,
      "customerTimeWindows": [
        {
          "start": 1603364400000,
          "end": 1603659600000
        }
      ]
    }
  ]
}

Solução do problema logístico

A resposta da API retornará no formato JSON com o melhor sequenciamento das operações de entrega para o veículo, considerando pausas para almoço (após 3h45min de direção) e descanso noturno (após 8h de trabalho). Em um mapa, seria possível visualizar o sequenciamento das operações ao longo dos dias.

Os seguintes indicadores globais são retornados:

Indicador Resultado
Tempo total de serviço: 03:45:00
Tempo total de entrega: 03:45:00
Tempo total de trabalho diurno: 22:45:38
Tempo total de trabalho noturno: 00:00:00
Tempo total de descarregamento: 00:00:00
Tempo total de trabalho: 22:45:38
Tempo total de coleta: 00:00:00
Número de janelas de horário: 1
Tempo total de condução: 19:00:38
Tempo total de carregamento: 00:00:00
Tempo total: 55:45:38
Distância total: 1206.92 km
Taxa de ocupação média em Volume: 0.08
Taxa de ocupação média em Peso: 0.00
Número de rejeições: 0
Tempo total de espera: 00:00:00
Tempo total de descanso: 00:00:00
Número de rotas: 1
Indicadores globais da rota

A resposta também retorna a sequência temporal de atividades do veículo. Esse é um exemplo do veículo de nome “TMP-3020”:

VEÍCULOATIVIDADEID DO LOCAL DE PARTIDAID DO LOCAL DE DESTINODISTÂNCIADURAÇÃO NOMINALINÍCIO DA JANELA HORÁRIAFIM DA JANELA HORÁRIA
TMP-3020ROUTE_STARTBahia Vidros22/10/2020 08:0022/10/2020 08:00
TMP-3020LOADINGBahia Vidros22/10/2020 08:0022/10/2020 08:00
TMP-3020DRIVINGBahia VidrosPenha vidros198.90 km03:05:1722/10/2020 08:0022/10/2020 11:05:17
TMP-3020DELIVERYPenha vidros22/10/2020 11:05:1722/10/2020 11:20:17
TMP-3020DRIVINGPenha vidrosUNA VIDROS42.92 km00:39:4322/10/2020 11:20:1722/10/2020 12:00:00
TMP-3020PAUSEUNA VIDROS22/10/2020 12:00:0022/10/2020 13:00:00
TMP-3020DRIVINGUNA VIDROSUNA VIDROS90.68 km01:23:5422/10/2020 13:00:0022/10/2020 14:23:54
TMP-3020DELIVERYUNA VIDROS22/10/2020 14:23:5422/10/2020 14:38:54
TMP-3020DRIVINGUNA VIDROSJONES SANTOS BRAZ0.09 km00:00:1622/10/2020 14:38:5422/10/2020 14:39:10
TMP-3020DELIVERYJONES SANTOS BRAZ22/10/2020 14:39:1022/10/2020 14:54:10
TMP-3020DRIVINGJONES SANTOS BRAZMARCIO DOS SANTOS NASCIMENTO 955.34 km00:52:4622/10/2020 14:54:1022/10/2020 15:46:56
TMP-3020DELIVERYMARCIO DOS SANTOS NASCIMENTO 922/10/2020 15:46:5622/10/2020 16:01:56
TMP-3020DRIVINGMARCIO DOS SANTOS NASCIMENTO 9Vidraçaria Cabral49.60 km00:58:0422/10/2020 16:01:5622/10/2020 17:00:00
TMP-3020PAUSEVidraçaria Cabral22/10/2020 17:00:0023/10/2020 08:00:00
TMP-3020DRIVINGVidraçaria CabralVidraçaria Cabral97.93 km01:54:3923/10/2020 08:00:0023/10/2020 09:54:39
TMP-3020DELIVERYVidraçaria Cabral23/10/2020 09:54:3923/10/2020 10:09:39
TMP-3020DRIVINGVidraçaria CabralMM CONSTRUTORA E INCORPORADORA LTDA60.75 km00:57:5623/10/2020 10:09:3923/10/2020 11:07:35
TMP-3020DELIVERYMM CONSTRUTORA E INCORPORADORA LTDA23/10/2020 11:07:3523/10/2020 11:22:35
TMP-3020DRIVINGMM CONSTRUTORA E INCORPORADORA LTDAMUNDO DOS VIDROS6.95 km00:11:1723/10/2020 11:22:3523/10/2020 11:33:52
TMP-3020DELIVERYMUNDO DOS VIDROS23/10/2020 11:33:5223/10/2020 11:48:52
TMP-3020DRIVINGMUNDO DOS VIDROSVidros & Cia0.96 km00:02:5223/10/2020 11:48:5223/10/2020 11:51:44
TMP-3020DELIVERYVidros & Cia23/10/2020 11:51:4423/10/2020 12:06:44
TMP-3020DRIVINGVidros & CiaESQUAVIDROS1.07 km00:02:5623/10/2020 12:06:4423/10/2020 12:09:40
TMP-3020DELIVERYESQUAVIDROS23/10/2020 12:09:4023/10/2020 12:24:40
TMP-3020DRIVINGESQUAVIDROSSERRALHERIA TRES IRMAOS29.46 km00:35:2023/10/2020 12:24:4023/10/2020 13:00:00
TMP-3020PAUSESERRALHERIA TRES IRMAOS23/10/2020 13:00:0023/10/2020 14:00:00
TMP-3020DRIVINGSERRALHERIA TRES IRMAOSSERRALHERIA TRES IRMAOS45.31 km00:54:2123/10/2020 14:00:0023/10/2020 14:54:21
TMP-3020DELIVERYSERRALHERIA TRES IRMAOS23/10/2020 14:54:2123/10/2020 15:09:21
TMP-3020DRIVINGSERRALHERIA TRES IRMAOSNadson Sena122.35 km01:50:3923/10/2020 15:09:2123/10/2020 17:00:00
TMP-3020PAUSENadson Sena23/10/2020 17:00:0024/10/2020 08:00:00
TMP-3020DRIVINGNadson SenaNadson Sena69.57 km01:02:5524/10/2020 08:00:0024/10/2020 09:02:55
TMP-3020DELIVERYNadson Sena24/10/2020 09:02:5524/10/2020 09:17:55
TMP-3020DRIVINGNadson SenaIMPERIAL MARMORARIA E VIDRACARIA82.92 km01:08:0624/10/2020 09:17:5524/10/2020 10:26:01
TMP-3020DELIVERYIMPERIAL MARMORARIA E VIDRACARIA24/10/2020 10:26:0124/10/2020 10:41:01
TMP-3020DRIVINGIMPERIAL MARMORARIA E VIDRACARIAVIDRACARIA DIAMANTE (MENEZES )2.83 km00:04:4424/10/2020 10:41:0124/10/2020 10:45:45
TMP-3020DELIVERYVIDRACARIA DIAMANTE (MENEZES )24/10/2020 10:45:4524/10/2020 11:00:45
TMP-3020DRIVINGVIDRACARIA DIAMANTE (MENEZES )METALVIDROS5.51 km00:07:5624/10/2020 11:00:4524/10/2020 11:08:41
TMP-3020DELIVERYMETALVIDROS24/10/2020 11:08:4124/10/2020 11:23:41
TMP-3020DRIVINGMETALVIDROSVIDRACARIA IMPERIO3.66 km00:05:3124/10/2020 11:23:4124/10/2020 11:29:12
TMP-3020DELIVERYVIDRACARIA IMPERIO24/10/2020 11:29:1224/10/2020 11:44:12
TMP-3020DRIVINGVIDRACARIA IMPERIOBahia Vidros100.33 km01:15:4824/10/2020 11:44:1224/10/2020 13:00:00
TMP-3020PAUSEBahia Vidros24/10/2020 13:00:0024/10/2020 14:00:00
TMP-3020DRIVINGBahia VidrosBahia Vidros139.82 km01:45:3824/10/2020 14:00:0024/10/2020 15:45:38
TMP-3020ROUTE_ENDBahia Vidros24/10/2020 15:45:3824/10/2020 15:45:38

Descrição das atividades de um dos veículos

No exemplo, o motorista inicia às 08:00 do dia 22/10, dirige por cerca de 3h45min, faz entregas, pausa 1h para almoço, continua até 17:00, e descansa até 08:00 do dia seguinte. Isso se repete nos dias subsequentes, com pausas incorporadas para cumprir a legislação.

Resposta completa

{
    "id": "60940c9dd7cb173bfb2b7798",
    "clientId": "0wfdGfgEOFpME1RcsrBj4U5yAAJjeqFG",
    "vehicleRoutes": [
        {
            "routes": [
                {
                    "id": "NewRoute_1_1",
                    "activities": [
                        {
                            "activity": "ROUTE_START",
                            "timeWindow": {
                                "start": 1620298800000,
                                "end": 1620298800000
                            },
                            "type": "SITE",
                            "site": "CD",
                            "operations": []
                        },
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