Delivery Route Optimization Using Machine Learning in the Logistics Sector

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Delivery Route Optimization Using Machine Learning in the Logistics Sector

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value<ul> <li><a href="#introduction">Introduction</a></li> <li><a href="#problem-statement">Problem statement</a></li> <li><a href="#what-is-last-mile-logistics-and-why-is-it-important">What is last-mile logistics and why is it important?</a></li> <li><a href="#what-is-graph-theory">What is Graph Theory? How was it used to model a solution?</a></li> <li><a href="#how-can-ml-be-integrated-in-vrp-research">How can ML be integrated in VRP research?</a></li> <li><a href="#conclusions">Conclusions</a></li> </ul>
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Introduction

The effects of a changing climate are visible: droughts, reduced harvests, destruction of critical infrastructure, and displacement of communities. Situations like those are forcing different countries to commit to achieving carbon neutrality by 2050 (Paris Agreement). As a consequence, the digital transformation of different sectors (energy, transportation, etc), to attain sustainability, becomes an urgent necessity.

Globally, the transportation sector is one of the most difficult to decarbonize. Electric vehicles are often cited as a mitigation strategy for Greenhouse Gas (GHG) emissions. But there are other factors to take into account that go from the material used in batteries and electronic equipment, to whether the infrastructure for the distribution of electrical energy depends on fossil sources. Furthermore, other palliative approaches such as ride-sharing and autonomous vehicles may potentially increase GHG emissions due to the Jevons’ effect.

Perhaps an effective method is route optimization, as passenger and freight transportation are responsible for about half of transport GHG emissions and much of this mileage occurs inefficiently which ultimately increases the amount of traffic on the roads. Machine Learning (ML) combined with  Operations Research (OR) can help both by making long trips less necessary and avoiding congestion, and by optimizing the complex interaction of shipment sizes and transport modes. 

Problem statement

Carryt, the project organizer, is a last-mile logistics provider with a technology product empowering the gig economy, providing drivers with a livable wage, and offering delivery services to customers. They joined Omdena’s incubator for impact startups.

The delivered project consisted of building a solution to find optimal routes (least total distance) for a fleet of vehicles that either deliver packages picked from a depot to a set of sites, or pick up and deliver packages from and to a set of locations; while honoring a set of constraints:

1. Vehicle start and stop locations (longitude and latitude).

2. Vehicle capacity: the maximum capacity of items they can transport.

3. Pickup time interval for each pickup location (start and end times in HH:MM, e.g. 08:00 to 14:00).

4. Dropoff time interval for each dropoff location (start and end times).

5. Time spent at each location (considering the time it takes to service a location).

6. Priority: the vehicles must pay a penalty for each visit that is dropped.

Therefore, the purpose of this article is:

  • To explain the importance of route optimization in last mile logistics, and its impact on reducing GHG emissions.
  • To elaborate on Graph Theory and how it was used to model a routing solution.
  • To illustrate how combinatorial optimization, specifically Vehicle Routing Problem (VRP) and its variations, can be combined with ML.

What is last-mile logistics and why is it important?

Last-mile is the final step of the delivery process, in other words, the point at which the packet arrives at the buyer’s door. It is the most expensive and time-consuming part of the shipping process because it requires numerous stops with low drop sizes. For example, in urban areas there are constant delays because of traffic congestion; meanwhile, in rural areas, the delivery locations could be several miles apart with only a couple of parcels for each one. Other key problems are failed deliveries and poor granular tracking.

Customers have progressively turned to e-commerce for all their purchasing needs, forcing retailers and logistics partners to develop new technologies and to assume the costs for fast and free delivery. Therefore, by optimizing routing, the number of vehicle miles traveled and fuel costs can be reduced and, as a collateral effect, transportation GHG emissions. 

Figure 1. Last-Mile logistics. Source: Market Business News

Figure 1. Last-Mile logistics. Source: Market Business News

What is Graph Theory?

It is the study of graphs, which are diagrams involving lines (edges) and points (nodes), used to model pairwise relations between objects. For example, identifying optimal routes in logistics planning like Vehicle Routing Problem (VRP) and its variations. Graphs vary in type (see Figure 2), have many attributes, and exhibit different classes of algorithms. 

Figure 2. Types of graphs.

Figure 2. Types of graphs. Source: Graph Algorithms

Common attributes of graphs

  • Unweighted graphs versus Weighted graphs: whether there are values on edges or nodes. These values represent cost, time distance, capacity, or even domain-specific prioritization. There are differences in performance and results when weights are ignored. For example, in Figure 3 the shortest path from A to E in the Weighted graph would be a distance of 50 km crossing A, C, D, E. Meanwhile in the Unweighted graph, the shortest one would be calculated using the number of hops between each node (2 hops crossing A, D, E).
Figure 3. Unweighted vs Weighted graphs applied to find the shortest path. Source: Graph Algorithms

Figure 3. Unweighted vs Weighted graphs applied to find the shortest path. Source: Graph Algorithms

  • Undirected graphs versus Directed graphs: whether or not edges explicitly define a start and end node. Directions add more context to the graph to infer more information. For example, if the directed graph in Figure 4 was a network of delivery points, and the edges were “roads”, then between A and C there are 2 roads or it is a bidirectional one.
Figure 4. Undirected vs Directed graphs.

Figure 4. Undirected vs Directed graphs. Source: Graph Algorithms

Classes of Graph Algorithms

There are 3 areas of analysis: a) Pathfinding and search, b) Centrality computation, and c) Community detection. Being the first one relevant for this Omdena challenge.

  • Pathfinding and search: where the shortest path is the traversal route with the fewest hops or lowest weight between two nodes. These algorithms are useful for understanding the way data is connected. Some examples are Dijkstra and A*. 

A* is an extension of Dijkstra’s algorithm, but it achieves better performance by using heuristics to guide its search. Despite its major drawback which is storing all generated nodes in memory (making it computation-intensive), it is still the best solution in many cases.

Vehicle Routing Problem (VRP)

It is a combinatorial optimization that entails finding an optimal set of routes for a fleet of vehicles to serve a set of customers. The objective is to minimize the global transportation cost, which can be monetary, distance, or the number of vehicles needed to serve all customers.

Several variations exist, for example: 

  • Vehicle Routing Problem with Time Windows (VRPTW): vehicles are required to visit locations during specific time windows requested by customers.
  • Capacitated Vehicle Routing Problem (CVRP): vehicles have a limited carrying capacity (weight or volume) of items.
  • Vehicle Routing Problem with Pickup and Delivery (VRPPD): vehicles need to move items from certain pickup locations to other delivery locations.

The length of time it takes to solve VRPs grows exponentially with the size of the problem. Therefore, finding an optimal solution may take several years. Consequently, any routing software must return a solution that is good enough but not the best one.

Figure 5. Classical VRP.

Figure 5. Classical VRP. Source: Ashima Gupta

In this Omdena challenge, a directed graph was created from the files provided by the client: 

  • A custom built-map (.shp): roads direction, speed limit, coordinates (latitude, longitude).
  • Forbidden turns (.osm): no U-turn, no Left turn, etc.

In other words, the road network was described using a graph where the edges are roads and nodes are vertices between them. The direction of edges specifies whether the connection between a pair of nodes is both ways or one (like road intersections in a typical city). Meanwhile, the nodes represent intersections and waypoints along a stretch of road. The weights (costs) on the edges correspond to the total time it will take to traverse them (distance/speed); making the global cost the sum of these on the shortest path. The A* algorithm was modified to include the list of .osm restrictions, and it was used to find the optimal route.

Figure 6. Use of multiple vehicles (different colours) in the routing solution. 

Figure 6. Use of multiple vehicles (different colors) in the routing solution. Source: Omdena

How can ML be integrated into VRP research?

Numerous models and algorithms have been proposed to solve VRP problems, yet few have reached a satisfactory level. The majority of existing research focuses on the use of mathematical models that are associated with unrealistic assumptions. Making it difficult to use them in real-world scenarios. To tackle the issue, there is an emerging study direction that combines ML tools with conventional optimisation-based techniques. Some approaches are:

a. ML-Guided VRP decomposition strategies

As VRPs search space grows with respect to the problem size, finding an optimal solution becomes challenging. A common strategy is to divide the problem into sub-problems. 

  • Hierarchical Approach
    • Cluster First and Route Second (CFRS): for example, in the first stage customers are assigned to vehicles using the best-performing clustering algorithm (K-means, K-medoids, DBSCAN). In the second stage, Linear Programming (LP) is used to construct vehicle routes.
    • Route First and Cluster Second (RFCS): for example, implement a Genetic Algorithm (GA) to create the route, then partition it and compare it in different scenarios, using clustering algorithms (K-means, K-medoids, K-modes).

b. Predictive Models for Uncertainties in VRP

In VRP, customer demands and vehicle travel time are not deterministic. Therefore, a solution based on ML algorithms can be used to predict them.

c. Learning to configure algorithms

VRP algorithms have a great number of hyperparameters that need to be carefully adjusted to obtain a good performance. For example, clustering was employed for fine-tuning a multi-depot vehicle routing problem.

Conclusions

The transportation sector is one of the most difficult to decarbonize. Different approaches have been proposed in order to mitigate GHG emissions such as ride-sharing and autonomous vehicles. But due to the Jevons Paradox those solutions may potentially worsen the situation. 

Route optimization is perhaps a better fix, as freight transportation increases traffic on roads and is responsible for about half of GHG emanations. In this project, Graph Theory was used for modeling a last-mile logistics delivery application to identify optimal routes for a fleet of vehicles. Also, an adapted version of the A* algorithm was implemented.

VRP is one of the most studied combinatorial optimization problems because of its relevance in the transportation sector. As there are not yet satisfactory solutions, a new research branch has appeared combining ML with VRP algorithms. The end goal is to automate the modeling process and algorithmic performance for real-life VRP scenarios.

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background_repeatno-repeat
background_blendnormal
background_enable_video_mp4on
background_enable_video_webmon
allow_player_pauseoff
background_video_pause_outside_viewporton
background_enable_pattern_styleoff
background_pattern_stylepolka-dots
background_pattern_colorrgba(0,0,0,0.2)
background_pattern_sizeinitial
background_pattern_widthauto
background_pattern_heightauto
background_pattern_repeat_origintop_left
background_pattern_horizontal_offset0
background_pattern_vertical_offset0
background_pattern_repeatrepeat
background_pattern_blend_modenormal
background_enable_mask_styleoff
background_mask_stylelayer-blob
background_mask_color#ffffff
background_mask_aspect_ratiolandscape
background_mask_sizestretch
background_mask_widthauto
background_mask_heightauto
background_mask_positioncenter
background_mask_horizontal_offset0
background_mask_vertical_offset0
background_mask_blend_modenormal
custom_buttonoff
button_text_size20
button_bg_use_color_gradientoff
button_bg_color_gradient_repeatoff
button_bg_color_gradient_typelinear
button_bg_color_gradient_direction180deg
button_bg_color_gradient_direction_radialcenter
button_bg_color_gradient_stops#2b87da 0%|#29c4a9 100%
button_bg_color_gradient_unit%
button_bg_color_gradient_overlays_imageoff
button_bg_color_gradient_start#2b87da
button_bg_color_gradient_start_position0%
button_bg_color_gradient_end#29c4a9
button_bg_color_gradient_end_position100%
button_bg_enable_imageon
button_bg_parallaxoff
button_bg_parallax_methodon
button_bg_sizecover
button_bg_image_widthauto
button_bg_image_heightauto
button_bg_positioncenter
button_bg_horizontal_offset0
button_bg_vertical_offset0
button_bg_repeatno-repeat
button_bg_blendnormal
button_bg_enable_video_mp4on
button_bg_enable_video_webmon
button_bg_allow_player_pauseoff
button_bg_video_pause_outside_viewporton
button_use_iconon
button_icon_placementright
button_on_hoveron
positioningnone
position_origin_atop_left
position_origin_ftop_left
position_origin_rtop_left
width100%
max_widthnone
max_width_tablet25%
max_width_phone25%
max_width_last_editedon|tablet
module_alignmentcenter
min_heightauto
heightauto
max_heightnone
custom_margin_tablet||0px||false|false
custom_margin_phone||0px||false|false
custom_margin_last_editedon|phone
filter_hue_rotate0deg
filter_saturate100%
filter_brightness100%
filter_contrast100%
filter_invert0%
filter_sepia0%
filter_opacity100%
filter_blur0px
mix_blend_modenormal
animation_stylenone
animation_directioncenter
animation_duration1000ms
animation_delay0ms
animation_intensity_slide50%
animation_intensity_zoom50%
animation_intensity_flip50%
animation_intensity_fold50%
animation_intensity_roll50%
animation_starting_opacity0%
animation_speed_curveease-in-out
animation_repeatonce
hover_transition_duration300ms
hover_transition_delay0ms
hover_transition_speed_curveease
link_option_url_new_windowoff
sticky_positionnone
sticky_offset_top0px
sticky_offset_bottom0px
sticky_limit_topnone
sticky_limit_bottomnone
sticky_offset_surroundingon
sticky_transitionon
motion_trigger_startmiddle
hover_enabled0
title_css_text_shadow_stylenone
title_css_text_shadow_horizontal_length0em
title_css_text_shadow_vertical_length0em
title_css_text_shadow_blur_strength0em
title_css_text_shadow_colorrgba(0,0,0,0.4)
acf_label_css_text_shadow_stylenone
acf_label_css_text_shadow_horizontal_length0em
acf_label_css_text_shadow_vertical_length0em
acf_label_css_text_shadow_blur_strength0em
acf_label_css_text_shadow_colorrgba(0,0,0,0.4)
label_css_text_shadow_stylenone
label_css_text_shadow_horizontal_length0em
label_css_text_shadow_vertical_length0em
label_css_text_shadow_blur_strength0em
label_css_text_shadow_colorrgba(0,0,0,0.4)
text_before_css_text_shadow_stylenone
text_before_css_text_shadow_horizontal_length0em
text_before_css_text_shadow_vertical_length0em
text_before_css_text_shadow_blur_strength0em
text_before_css_text_shadow_colorrgba(0,0,0,0.4)
seperator_text_shadow_stylenone
seperator_text_shadow_horizontal_length0em
seperator_text_shadow_vertical_length0em
seperator_text_shadow_blur_strength0em
seperator_text_shadow_colorrgba(0,0,0,0.4)
relational_field_item_text_shadow_stylenone
relational_field_item_text_shadow_horizontal_length0em
relational_field_item_text_shadow_vertical_length0em
relational_field_item_text_shadow_blur_strength0em
relational_field_item_text_shadow_colorrgba(0,0,0,0.4)
border_radiion|100%|100%|100%|100%
border_radii_tableton||||
border_radii_phoneon|100%|100%|100%|100%
border_radii_last_editedon|phone
button_text_shadow_stylenone
button_text_shadow_horizontal_length0em
button_text_shadow_vertical_length0em
button_text_shadow_blur_strength0em
button_text_shadow_colorrgba(0,0,0,0.4)
box_shadow_stylenone
box_shadow_colorrgba(0,0,0,0.3)
box_shadow_positionouter
box_shadow_style_buttonnone
box_shadow_color_buttonrgba(0,0,0,0.3)
box_shadow_position_buttonouter
text_shadow_stylenone
text_shadow_horizontal_length0em
text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}
Profile

Execution time: 0.0058 seconds

ACF

ID58156
keyfield_623341caec7cf
labelName
nameblog_author_name
prefixacf
typetext
valueRocío B. Ayala Meza
parent58155
wrapperArray ( [width] => [class] => [id] => )
_nameblog_author_name
_valid1

Module Settings

custom_identifierACF Item
acf_namefield_623341caec7cf
is_author_acf_fieldoff
post_object_acf_namenone
author_field_typeauthor_post
linked_user_acf_namenone
type_taxonomy_acf_namenone
acf_tagp
show_labeloff
label_seperator:
visibilityon
empty_value_optionhide_module
use_iconoff
icon_color#7EBEC5
use_circleoff
circle_color#7EBEC5
use_circle_borderoff
circle_border_color#7EBEC5
use_icon_font_sizeoff
icon_image_placementleft
image_mobile_stackinginitial
return_formatarray
image_link_urloff
image_link_url_acf_namenone
checkbox_stylearray
checkbox_radio_returnlabel
checkbox_radio_value_typeoff
checkbox_radio_linkoff
link_buttonoff
email_subjectnone
email_body_afternone
add_css_classoff
add_css_loop_layoutoff
add_css_class_selectorbody
link_new_tabon
link_name_acfoff
link_name_acf_namenone
url_link_iconoff
image_sizefull
true_false_conditionoff
true_false_condition_css_selector.et_pb_button
true_false_text_trueTrue
true_false_text_falseFalse
is_audiooff
is_videooff
video_loopon
video_autoplayon
is_oembed_videooff
defer_videooff
defer_video_iconI||divi||400
video_icon_font_sizeoff
pretify_textoff
pretify_seperator,
number_decimal.
show_value_if_zerooff
text_imageoff
is_options_pageoff
is_repeater_loop_layoutoff
linked_post_stylecustom
link_post_seperator,
link_to_post_objecton
loop_layoutnone
columns4
columns_tablet2
columns_mobile1
repeater_dyn_btn_acfnone
text_before_positionsame_line
label_positionsame_line
vertical_alignmentmiddle
admin_labelName
_builder_version4.21.0
_module_presetdefault
title_css_text_alignleft
title_css_font_size14px
title_css_letter_spacing0px
title_css_line_height1em
acf_label_css_text_alignleft
acf_label_css_font_size14px
acf_label_css_letter_spacing0px
acf_label_css_line_height1em
label_css_fontRoboto|700|||||||
label_css_text_alignleft
label_css_letter_spacing0px
text_before_css_font_size14px
text_before_css_letter_spacing0px
text_before_css_line_height1em
seperator_font_size14px
seperator_letter_spacing0px
seperator_line_height1em
relational_field_item_font_size14px
relational_field_item_letter_spacing0px
relational_field_item_line_height1em
background_enable_coloron
use_background_color_gradientoff
background_color_gradient_repeatoff
background_color_gradient_typelinear
background_color_gradient_direction180deg
background_color_gradient_direction_radialcenter
background_color_gradient_stops#2b87da 0%|#29c4a9 100%
background_color_gradient_unit%
background_color_gradient_overlays_imageoff
background_color_gradient_start#2b87da
background_color_gradient_start_position0%
background_color_gradient_end#29c4a9
background_color_gradient_end_position100%
background_enable_imageon
parallaxoff
parallax_methodon
background_sizecover
background_image_widthauto
background_image_heightauto
background_positioncenter
background_horizontal_offset0
background_vertical_offset0
background_repeatno-repeat
background_blendnormal
background_enable_video_mp4on
background_enable_video_webmon
allow_player_pauseoff
background_video_pause_outside_viewporton
background_enable_pattern_styleoff
background_pattern_stylepolka-dots
background_pattern_colorrgba(0,0,0,0.2)
background_pattern_sizeinitial
background_pattern_widthauto
background_pattern_heightauto
background_pattern_repeat_origintop_left
background_pattern_horizontal_offset0
background_pattern_vertical_offset0
background_pattern_repeatrepeat
background_pattern_blend_modenormal
background_enable_mask_styleoff
background_mask_stylelayer-blob
background_mask_color#ffffff
background_mask_aspect_ratiolandscape
background_mask_sizestretch
background_mask_widthauto
background_mask_heightauto
background_mask_positioncenter
background_mask_horizontal_offset0
background_mask_vertical_offset0
background_mask_blend_modenormal
custom_buttonoff
button_text_size20
button_bg_use_color_gradientoff
button_bg_color_gradient_repeatoff
button_bg_color_gradient_typelinear
button_bg_color_gradient_direction180deg
button_bg_color_gradient_direction_radialcenter
button_bg_color_gradient_stops#2b87da 0%|#29c4a9 100%
button_bg_color_gradient_unit%
button_bg_color_gradient_overlays_imageoff
button_bg_color_gradient_start#2b87da
button_bg_color_gradient_start_position0%
button_bg_color_gradient_end#29c4a9
button_bg_color_gradient_end_position100%
button_bg_enable_imageon
button_bg_parallaxoff
button_bg_parallax_methodon
button_bg_sizecover
button_bg_image_widthauto
button_bg_image_heightauto
button_bg_positioncenter
button_bg_horizontal_offset0
button_bg_vertical_offset0
button_bg_repeatno-repeat
button_bg_blendnormal
button_bg_enable_video_mp4on
button_bg_enable_video_webmon
button_bg_allow_player_pauseoff
button_bg_video_pause_outside_viewporton
button_use_iconon
button_icon_placementright
button_on_hoveron
positioningnone
position_origin_atop_left
position_origin_ftop_left
position_origin_rtop_left
text_orientationleft
widthauto
max_widthnone
module_alignmentleft
min_heightauto
heightauto
max_heightnone
custom_margin_tablet||10px||false|false
custom_margin_phone||10px||false|false
custom_margin_last_editedon|tablet
custom_padding5px||||false|false
filter_hue_rotate0deg
filter_saturate100%
filter_brightness100%
filter_contrast100%
filter_invert0%
filter_sepia0%
filter_opacity100%
filter_blur0px
mix_blend_modenormal
animation_stylenone
animation_directioncenter
animation_duration1000ms
animation_delay0ms
animation_intensity_slide50%
animation_intensity_zoom50%
animation_intensity_flip50%
animation_intensity_fold50%
animation_intensity_roll50%
animation_starting_opacity0%
animation_speed_curveease-in-out
animation_repeatonce
hover_transition_duration300ms
hover_transition_delay0ms
hover_transition_speed_curveease
link_option_url_new_windowoff
sticky_positionnone
sticky_offset_top0px
sticky_offset_bottom0px
sticky_limit_topnone
sticky_limit_bottomnone
sticky_offset_surroundingon
sticky_transitionon
motion_trigger_startmiddle
hover_enabled0
title_css_text_align_tabletcenter
title_css_text_align_phonecenter
title_css_text_align_last_editedon|phone
acf_label_css_text_align_tabletcenter
acf_label_css_text_align_phonecenter
acf_label_css_text_align_last_editedon|phone
label_css_text_align_tabletcenter
label_css_text_align_phonecenter
label_css_text_align_last_editedon|desktop
text_orientation_tabletcenter
text_orientation_phonecenter
text_orientation_last_editedon|phone
module_alignment_tabletcenter
module_alignment_phonecenter
module_alignment_last_editedon|desktop
title_css_text_shadow_stylenone
title_css_text_shadow_horizontal_length0em
title_css_text_shadow_vertical_length0em
title_css_text_shadow_blur_strength0em
title_css_text_shadow_colorrgba(0,0,0,0.4)
acf_label_css_text_shadow_stylenone
acf_label_css_text_shadow_horizontal_length0em
acf_label_css_text_shadow_vertical_length0em
acf_label_css_text_shadow_blur_strength0em
acf_label_css_text_shadow_colorrgba(0,0,0,0.4)
label_css_text_shadow_stylenone
label_css_text_shadow_horizontal_length0em
label_css_text_shadow_vertical_length0em
label_css_text_shadow_blur_strength0em
label_css_text_shadow_colorrgba(0,0,0,0.4)
text_before_css_text_shadow_stylenone
text_before_css_text_shadow_horizontal_length0em
text_before_css_text_shadow_vertical_length0em
text_before_css_text_shadow_blur_strength0em
text_before_css_text_shadow_colorrgba(0,0,0,0.4)
seperator_text_shadow_stylenone
seperator_text_shadow_horizontal_length0em
seperator_text_shadow_vertical_length0em
seperator_text_shadow_blur_strength0em
seperator_text_shadow_colorrgba(0,0,0,0.4)
relational_field_item_text_shadow_stylenone
relational_field_item_text_shadow_horizontal_length0em
relational_field_item_text_shadow_vertical_length0em
relational_field_item_text_shadow_blur_strength0em
relational_field_item_text_shadow_colorrgba(0,0,0,0.4)
button_text_shadow_stylenone
button_text_shadow_horizontal_length0em
button_text_shadow_vertical_length0em
button_text_shadow_blur_strength0em
button_text_shadow_colorrgba(0,0,0,0.4)
box_shadow_stylenone
box_shadow_colorrgba(0,0,0,0.3)
box_shadow_positionouter
box_shadow_style_buttonnone
box_shadow_color_buttonrgba(0,0,0,0.3)
box_shadow_position_buttonouter
text_shadow_stylenone
text_shadow_horizontal_length0em
text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}

Rocío B. Ayala Meza

Execution time: 0.0009 seconds

Execution time: 0.0003 seconds

ACF

ID58158
keyfield_6233420dec7d2
labelLinkedin URL
nameblog_linkedin_url
prefixacf
typeurl
valuehttps://www.linkedin.com/in/rociobam/
menu_order2
parent58155
wrapperArray ( [width] => [class] => [id] => )
_nameblog_linkedin_url
_valid1

Module Settings

custom_identifierLinkedin
acf_namefield_6233420dec7d2
is_author_acf_fieldoff
post_object_acf_namenone
author_field_typeauthor_post
linked_user_acf_namenone
type_taxonomy_acf_namenone
acf_tagspan
show_labeloff
label_seperator:
visibilityon
empty_value_optionhide_module
use_iconon
font_icon||divi||400
icon_color#0d8de2
use_circleoff
circle_color#7EBEC5
use_circle_borderoff
circle_border_color#7EBEC5
use_icon_font_sizeoff
icon_image_placementleft
image_mobile_stackinginitial
return_formaturl
image_link_urloff
image_link_url_acf_namenone
checkbox_stylearray
checkbox_radio_returnlabel
checkbox_radio_value_typeoff
checkbox_radio_linkoff
link_buttonoff
email_subjectnone
email_body_afternone
add_css_classoff
add_css_loop_layoutoff
add_css_class_selectorbody
link_new_tabon
link_name_acfoff
link_name_acf_namenone
url_link_iconon
image_sizefull
true_false_conditionoff
true_false_condition_css_selector.et_pb_button
true_false_text_trueTrue
true_false_text_falseFalse
is_audiooff
is_videooff
video_loopon
video_autoplayon
is_oembed_videooff
defer_videooff
defer_video_iconI||divi||400
video_icon_font_sizeoff
pretify_textoff
pretify_seperator,
number_decimal.
show_value_if_zerooff
text_imageoff
is_options_pageoff
is_repeater_loop_layoutoff
linked_post_stylecustom
link_post_seperator,
link_to_post_objecton
loop_layoutnone
columns4
columns_tablet2
columns_mobile1
repeater_dyn_btn_acfnone
button_alignmentleft
text_before_positionsame_line
label_positionsame_line
vertical_alignmentmiddle
admin_labelLinkedin
module_classlinkedin
_builder_version4.19.5
_module_presetdefault
title_css_text_alignleft
title_css_font_size14px
title_css_letter_spacing0px
title_css_line_height1em
acf_label_css_text_alignleft
acf_label_css_font_size14px
acf_label_css_letter_spacing0px
acf_label_css_line_height1em
label_css_text_alignleft
label_css_letter_spacing0px
text_before_css_font_size14px
text_before_css_letter_spacing0px
text_before_css_line_height1em
seperator_text_alignleft
seperator_font_size14px
seperator_letter_spacing0px
seperator_line_height1em
relational_field_item_text_alignleft
relational_field_item_font_size14px
relational_field_item_letter_spacing0px
relational_field_item_line_height1em
background_enable_coloron
use_background_color_gradientoff
background_color_gradient_repeatoff
background_color_gradient_typelinear
background_color_gradient_direction180deg
background_color_gradient_direction_radialcenter
background_color_gradient_stops#2b87da 0%|#29c4a9 100%
background_color_gradient_unit%
background_color_gradient_overlays_imageoff
background_color_gradient_start#2b87da
background_color_gradient_start_position0%
background_color_gradient_end#29c4a9
background_color_gradient_end_position100%
background_enable_imageon
parallaxoff
parallax_methodon
background_sizecover
background_image_widthauto
background_image_heightauto
background_positioncenter
background_horizontal_offset0
background_vertical_offset0
background_repeatno-repeat
background_blendnormal
background_enable_video_mp4on
background_enable_video_webmon
allow_player_pauseoff
background_video_pause_outside_viewporton
background_enable_pattern_styleoff
background_pattern_stylepolka-dots
background_pattern_colorrgba(0,0,0,0.2)
background_pattern_sizeinitial
background_pattern_widthauto
background_pattern_heightauto
background_pattern_repeat_origintop_left
background_pattern_horizontal_offset0
background_pattern_vertical_offset0
background_pattern_repeatrepeat
background_pattern_blend_modenormal
background_enable_mask_styleoff
background_mask_stylelayer-blob
background_mask_color#ffffff
background_mask_aspect_ratiolandscape
background_mask_sizestretch
background_mask_widthauto
background_mask_heightauto
background_mask_positioncenter
background_mask_horizontal_offset0
background_mask_vertical_offset0
background_mask_blend_modenormal
custom_buttonon
button_text_size14px
button_bg_use_color_gradientoff
button_bg_color_gradient_repeatoff
button_bg_color_gradient_typelinear
button_bg_color_gradient_direction180deg
button_bg_color_gradient_direction_radialcenter
button_bg_color_gradient_stops#2b87da 0%|#29c4a9 100%
button_bg_color_gradient_unit%
button_bg_color_gradient_overlays_imageoff
button_bg_color_gradient_start#2b87da
button_bg_color_gradient_start_position0%
button_bg_color_gradient_end#29c4a9
button_bg_color_gradient_end_position100%
button_bg_enable_imageon
button_bg_parallaxoff
button_bg_parallax_methodon
button_bg_sizecover
button_bg_image_widthauto
button_bg_image_heightauto
button_bg_positioncenter
button_bg_horizontal_offset0
button_bg_vertical_offset0
button_bg_repeatno-repeat
button_bg_blendnormal
button_bg_enable_video_mp4on
button_bg_enable_video_webmon
button_bg_allow_player_pauseoff
button_bg_video_pause_outside_viewporton
button_border_width0px
button_use_iconoff
button_icon_placementright
button_on_hoveron
button_custom_padding0px|0px|0px|0px|true|true
positioningnone
position_origin_atop_left
position_origin_ftop_left
position_origin_rtop_left
text_orientationleft
widthauto
max_widthnone
module_alignmentleft
min_heightauto
heightauto
max_heightnone
custom_margin_tablet||10px||false|false
custom_margin_phone||10px||false|false
custom_margin_last_editedon|tablet
filter_hue_rotate0deg
filter_saturate100%
filter_brightness100%
filter_contrast100%
filter_invert0%
filter_sepia0%
filter_opacity100%
filter_blur0px
mix_blend_modenormal
animation_stylenone
animation_directioncenter
animation_duration1000ms
animation_delay0ms
animation_intensity_slide50%
animation_intensity_zoom50%
animation_intensity_flip50%
animation_intensity_fold50%
animation_intensity_roll50%
animation_starting_opacity0%
animation_speed_curveease-in-out
animation_repeatonce
hover_transition_duration300ms
hover_transition_delay0ms
hover_transition_speed_curveease
link_option_url_new_windowoff
sticky_positionnone
sticky_offset_top0px
sticky_offset_bottom0px
sticky_limit_topnone
sticky_limit_bottomnone
sticky_offset_surroundingon
sticky_transitionon
motion_trigger_startmiddle
hover_enabled0
title_css_text_align_tabletcenter
title_css_text_align_phonecenter
title_css_text_align_last_editedon|phone
acf_label_css_text_align_tabletcenter
acf_label_css_text_align_phonecenter
acf_label_css_text_align_last_editedon|tablet
label_css_text_align_tabletcenter
label_css_text_align_phonecenter
label_css_text_align_last_editedon|desktop
relational_field_item_text_align_tabletcenter
relational_field_item_text_align_phonecenter
relational_field_item_text_align_last_editedon|tablet
text_orientation_tabletcenter
text_orientation_phonecenter
text_orientation_last_editedon|phone
module_alignment_tabletcenter
module_alignment_phonecenter
module_alignment_last_editedon|desktop
custom_css_main_elementdisplay:block;
title_css_text_shadow_stylenone
title_css_text_shadow_horizontal_length0em
title_css_text_shadow_vertical_length0em
title_css_text_shadow_blur_strength0em
title_css_text_shadow_colorrgba(0,0,0,0.4)
acf_label_css_text_shadow_stylenone
acf_label_css_text_shadow_horizontal_length0em
acf_label_css_text_shadow_vertical_length0em
acf_label_css_text_shadow_blur_strength0em
acf_label_css_text_shadow_colorrgba(0,0,0,0.4)
label_css_text_shadow_stylenone
label_css_text_shadow_horizontal_length0em
label_css_text_shadow_vertical_length0em
label_css_text_shadow_blur_strength0em
label_css_text_shadow_colorrgba(0,0,0,0.4)
text_before_css_text_shadow_stylenone
text_before_css_text_shadow_horizontal_length0em
text_before_css_text_shadow_vertical_length0em
text_before_css_text_shadow_blur_strength0em
text_before_css_text_shadow_colorrgba(0,0,0,0.4)
seperator_text_shadow_stylenone
seperator_text_shadow_horizontal_length0em
seperator_text_shadow_vertical_length0em
seperator_text_shadow_blur_strength0em
seperator_text_shadow_colorrgba(0,0,0,0.4)
relational_field_item_text_shadow_stylenone
relational_field_item_text_shadow_horizontal_length0em
relational_field_item_text_shadow_vertical_length0em
relational_field_item_text_shadow_blur_strength0em
relational_field_item_text_shadow_colorrgba(0,0,0,0.4)
button_text_shadow_stylenone
button_text_shadow_horizontal_length0em
button_text_shadow_vertical_length0em
button_text_shadow_blur_strength0em
button_text_shadow_colorrgba(0,0,0,0.4)
box_shadow_stylenone
box_shadow_colorrgba(0,0,0,0.3)
box_shadow_positionouter
box_shadow_style_buttonnone
box_shadow_color_buttonrgba(0,0,0,0.3)
box_shadow_position_buttonouter
text_shadow_stylenone
text_shadow_horizontal_length0em
text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}
custom_css_main_element_last_editedon|phone
custom_css_main_element_tabletdisplay:block;
custom_css_main_element_phonedisplay:block;

Execution time: 0.0011 seconds

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1 Comment
  1. Justin Heminck

    Explained so simply and easy to understand. Thank you so much for this insightful article.

    Reply
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