Edge AI for Real-Time Traffic Analysis in a Smart City

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Nov 15, 2023
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Edge AI for Real-Time Traffic Analysis in a Smart City

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value<ul> <li><a href="#introduction">Introduction</a></li> <li><a href="#solution">Solution</a></li> <li><a href="#results">Results</a></li> <li><a href="#benefits">Benefits</a></li> <li><a href="#conclusion">Conclusion</a></li> </ul>
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Execution time: 0.0011 seconds

Introduction

A major city in the United States was struggling to manage its traffic congestion. The city’s existing traffic management system was centralized and relied on data from sensors that were deployed throughout the city. This data was then transmitted to a central server for processing and analysis. This approach led to latency, as it took time for the data to be transmitted and processed. As a result, the city was unable to respond to traffic congestion quickly and effectively.

Solution

The city implemented an edge AI-powered real-time traffic analysis solution. The solution uses edge AI to analyze traffic images and sensor data at the edge, closer to the data source. This reduces latency and enables the city to respond to traffic congestion more quickly and effectively.

The edge AI-powered real-time traffic analysis solution uses a variety of machine learning techniques, including convolutional neural networks (CNNs), recurrent neural networks (RNNs), and reinforcement learning (RL). CNNs are used to identify vehicles and other objects in traffic images. RNNs are used to predict traffic patterns and congestion. RL is used to learn how to control traffic signals and other traffic management devices in real time.

Results

After implementing the edge AI-powered real-time traffic analysis solution, the city achieved the following results:

  • 20% reduction in traffic congestion
  • 15% improvement in air quality
  • 10% reduction in fuel consumption

The city is also planning to use the edge AI-powered real-time traffic analysis solution to develop new transportation services, such as a real-time traffic information service and a ride-sharing service.

Benefits

The edge AI-powered real-time traffic analysis solution has helped the city to:

  • Reduce traffic congestion
  • Improve air quality
  • Reduce fuel consumption
  • Improve the quality of life for residents

The solution has also helped the city to save money on traffic management costs.

Conclusion

The edge AI-powered real-time traffic analysis solution is a success story for the city. The solution has helped the city to improve traffic management, reduce traffic congestion, and improve the quality of life for residents.

The solution is also scalable and can be deployed in other cities around the world. Edge AI has the potential to revolutionize traffic management in cities of all sizes.

Related case studies:

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text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}
Omdena

Execution time: 0.0050 seconds

ACF

ID58156
keyfield_623341caec7cf
labelName
nameblog_author_name
prefixacf
typetext
valueOmdena
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{}

Omdena

Execution time: 0.0009 seconds

Execution time: 0.0002 seconds

ACF

ID58158
keyfield_6233420dec7d2
labelLinkedin URL
nameblog_linkedin_url
prefixacf
typeurl
valuehttps://www.linkedin.com/company/omdena
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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