Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Machine Learning for Solar Array Monitoring, Optimization, and Control

Machine Learning for Solar Array Monitoring, Optimization, and Control

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031013775
Condition
New
Product Description

The efficiency of solar energy farms requires detailed analytics and information on each panel regarding voltage, current, temperature, and irradiance. Monitoring utility-scale solar arrays was shown to minimize the cost of maintenance and help optimize the performance of the photo-voltaic arrays under various conditions. We describe a project that includes development of machine learning and signal processing algorithms along with a solar array testbed for the purpose of PV monitoring and control. The 18kW PV array testbed consists of 104 panels fitted with smart monitoring devices. Each of these devices embeds sensors, wireless transceivers, and relays that enable continuous monitoring, fault detection, and real-time connection topology changes. The facility enables networked data exchanges via the use of wireless data sharing with servers, fusion and control centers, and mobile devices. We develop machine learning and neural network algorithms for fault classification. In addition, we use weather camera data for cloud movement prediction using kernel regression techniques which serves as the input that guides topology reconfiguration. Camera and satellite sensing of skyline features as well as parameter sensing at each panel provides information for fault detection and power output optimization using topology reconfiguration achieved using programmable actuators (relays) in the SMDs. More specifically, a custom neural network algorithm guides the selection among four standardized topologies. Accuracy in fault detection is demonstrate at the level of 90+% and topology optimization provides increase in power by as much as 16% under shading.

Available Colors
Available Sizes
1 Offer Price Range: $44.99 - $44.99
BEST PRICE

Single Product Purchase

$44.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$44.99 $44.99

$44.99
See Site In stock Visit Store

Similar Products

Politische Erzhlungen soziokonomischer Ungleichheit

$74.99

GPU Computing and Applications

$109.99

Gieener Gynkologische Fortbildung 1983

$69.99

Nuclear Power and Energy Policy

$54.99

Netzwerk- und Datensicherheit

$34.99

Technische Schwingungslehre

$49.99

Anthony Trollope

$14.99

Economic Integration

$84.99

Screen Media and the Construction of Nostalgia in Post-Socialist China

$129.99

Galileo, Human Knowledge, and the Book of Nature

$39.99

Mobile .NET

$37.99

The Interrelationship Between Financial and Energy Markets

$109.99

Gestaltung von Geschftsprozessen mit Referenzprozebausteinen

$49.99

Taming the Yellow River: Silt and Floods

$329.99

Internet of Things, Artificial Intelligence and Blockchain Technology

$199.99

Ethical Issues in Cancer Patient Care

$109.99

Extended Warranties, Maintenance Service and Lease Contracts

$169.99

Das OSKAR-Prinzip

$54.99

Female Puberty

$119.00

Pluripotent Stem Cells

$109.99

An Axiomatic Approach to Geometry

$159.99

Drugs Handbook

$14.99

Economic Diplomacy and Foreign Policy-making

$129.99

Quadratic and Hermitian Forms over Rings

$99.00

Agricultural Research and Technology Transfer

$84.99

StructureProperty Relationships in Polymers

$84.99

The Political Economy of Apparel Exporting Industrial Parks in Ethiopia

$139.99

Drawing Graphs

$54.99

Thirst

$6.74

Personalentwicklung im Wandel

$69.99

Shakespeare and the Question of Culture

$54.99

Alexius Meinong

$129.00

Polizei- und Ordnungsrecht

$34.99

Introduction to 3D Game Engine Design Using DirectX 9 and C#

$34.99

New Challenges for Migration Policy in Central and Eastern Europe

$54.99

Cutting-Edge Organic Synthesis and Chemical Biology of Bioactive Molecules

$129.99

Emerging and Endemic Pathogens

$169.00

Electron Crystallography of Organic Molecules

$39.99

Vocal Fold Paralysis

$169.00

Who Killed Darius Drake? (Hardcover)

$13.49