OPINION
ALAN E. NORRIS, Circuit Judge.
After his arrest for possession of child pornography, defendant Richard Layne LaBelle filed two motions seeking to suppress evidence seized from his duffel bag and his residence on May 1, 2007, and May 10, 2007, respectively. The district court denied both motions. Subsequently, de
fendant entered into a plea agreement that preserved his right to appeal the district court’s decisions. Pursuant to that agreement, defendant pleaded guilty to Count One of a two-count indictment charging him with possession of child pornography in violation of 18 U.S.C. § 2252A(a)(5)(B).
Defendant’s appeal is now before us. We affirm.
I.
At approximately 2:00 a.m. on May 1, 2007, Auburn Hills, Michigan police officer Todd Raskin was on patrol in an industrial area along Walton Boulevard, on the west side of Interstate Highway 1-75. He observed defendant, on foot, in the rain, wearing no -jacket or other rain gear, and carrying a duffel bag. Because Officer Raskin knew the area to be prone to criminal activity and typically free of pedestrian traffic at night, he exited his police cruiser and approached defendant to inquire about defendant’s identity and reason for his presence in that part of town at that time of night. As Officer Raskin approached, defendant paused to talk.
In response to Officer Raskins’ questions, defendant claimed that he was heading home from Pontiac, Michigan, and that he was on foot because he did not have a car or a valid driver’s license. He also informed Officer Raskin that the duffel bag contained clothing but declined to allow inspection of its contents. After this exchange, which lasted approximately three minutes, defendant departed and Officer Raskin returned to his cruiser.
Using the name and date of birth defendant had provided during the investigatory stop, Officer Raskin conducted multiple database searches. Those searches returned no matching records. Concluding that defendant had provided false information about his identity, Officer Raskin decided to investigate further. He enlisted the assistance of Sergeant Ryan Gagnon, who located defendant on the east side of 1-75. Defendant had crossed eight lanes of highway on foot and was scurrying on his hands and knees in waist-high vegetation up an embankment on the east side of 1-75 when Sergeant Gagnon spotted him. Sergeant Gagnon caught and detained defendant after defendant ignored orders to stop.
By this time, defendant was no longer carrying the duffel bag. In response to Sergeant Gagnon’s inquiry about the bag, defendant stated, “it’s down there” — referring to the highway — and added, “I don’t know.” Sergeant Gagnon located a duffel bag on the western embankment of 1-75. Officer Raskin identified it as the one that defendant was carrying during the initial investigatory stop.
Officer Raskin searched the contents of the bag and discovered a notebook and binder which contained numerous pornographic images, some of which appeared to involve children. Based upon his initial search of the contents, he seized the bag for a more detailed investigation. The contents were subsequently examined by officers trained to investigate sexual crimes against children.
Auburn Hills Police Detective Ron Tuski assumed the subsequent investigation of the case. His investigation revealed that defendant had prior convictions for possession of child sexually abusive material and the use of a computer to commit a crime. Detective Tuski then undertook a more detailed search of the contents of the note
book and the binder found in defendant’s duffel bag.
Detective Tuski discovered that the notebook contained, among other pornographic images, two photographs of prepubescent females posing nude with nude adult females. Next to one of the photographs was a sexually graphic, handwritten note. The binder contained, among other items, advertisement images of prepubescent children to which images of adult genitalia and adult breasts had been affixed. Also included in the binder were newspaper articles about attempted and completed child abductions; newspaper photographs of elementary, middle school, and high school children with their names, addresses, and phone numbers written in the margins;
and information and instructions for creating video-DVD images.
Upon completing his investigation, Detective Tuski prepared an affidavit explaining the grounds for probable cause to search defendant’s residence for evidence that defendant possessed or produced child sexually abusive material. A magistrate found probable cause and issued a search warrant. The search warrant was executed at defendant’s residence on May 10, 2007. Evidence seized from that search included child pornography in digital and print form.
A federal grand jury indicted defendant on two counts of possession of child pornography. During pre-trial proceedings, defendant filed two motions to suppress evidence. The first sought suppression of evidence seized from the warrantless search of his duffel bag on May 1, 2007. The second sought suppression of evidence seized from his residence pursuant , to the execution of the search warrant on May Í0, 2007.
After a hearing on the first motion, the United States District Court for the Eastern District of Michigan ruled that the contents of the duffel bag were admissible and denied the motion on May 2, 2008, 2008 WL 1931875. The district court subsequently denied the second motion on August 13, 2008, 2008 WL 3834120, without a hearing.
Defendant appeals both rulings on the ground that the searches and seizures violated his Fourth Amendment rights.
II.
We review the district court’s factual findings for clear error and its application of law
de novo. United States v. Loney,
331 F.3d 516, 520 (6th Cir.2003). In reviewing a district court’s denial of a motion to suppress, we consider the evidence in a light most favorable to the government.
Id.
1.
Motion to Suppress Evidence Seized from Defendant’s Duffel Bag
The Fourth Amendment protects citizens against unreasonable searches and seizures by the government. U.S. Const, amend. IV. However, to assert protection against unreasonable search and seizure under the Fourth Amendment, a defendant must show that he possessed a “legitimate expectation of privacy in the invaded [property].”
Rakas v. Illinois,
439 U.S. 128, 143, 99 S.Ct. 421, 58 L.Ed.2d 387 (1978). A defendant forfeits any legitimate expectation of privacy he might have in a property when he abandons that prop
erty.
Abel v. United States,
362 U.S. 217, 240-41, 80 S.Ct. 683, 4 L.Ed.2d 668 (1960).
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OPINION
ALAN E. NORRIS, Circuit Judge.
After his arrest for possession of child pornography, defendant Richard Layne LaBelle filed two motions seeking to suppress evidence seized from his duffel bag and his residence on May 1, 2007, and May 10, 2007, respectively. The district court denied both motions. Subsequently, de
fendant entered into a plea agreement that preserved his right to appeal the district court’s decisions. Pursuant to that agreement, defendant pleaded guilty to Count One of a two-count indictment charging him with possession of child pornography in violation of 18 U.S.C. § 2252A(a)(5)(B).
Defendant’s appeal is now before us. We affirm.
I.
At approximately 2:00 a.m. on May 1, 2007, Auburn Hills, Michigan police officer Todd Raskin was on patrol in an industrial area along Walton Boulevard, on the west side of Interstate Highway 1-75. He observed defendant, on foot, in the rain, wearing no -jacket or other rain gear, and carrying a duffel bag. Because Officer Raskin knew the area to be prone to criminal activity and typically free of pedestrian traffic at night, he exited his police cruiser and approached defendant to inquire about defendant’s identity and reason for his presence in that part of town at that time of night. As Officer Raskin approached, defendant paused to talk.
In response to Officer Raskins’ questions, defendant claimed that he was heading home from Pontiac, Michigan, and that he was on foot because he did not have a car or a valid driver’s license. He also informed Officer Raskin that the duffel bag contained clothing but declined to allow inspection of its contents. After this exchange, which lasted approximately three minutes, defendant departed and Officer Raskin returned to his cruiser.
Using the name and date of birth defendant had provided during the investigatory stop, Officer Raskin conducted multiple database searches. Those searches returned no matching records. Concluding that defendant had provided false information about his identity, Officer Raskin decided to investigate further. He enlisted the assistance of Sergeant Ryan Gagnon, who located defendant on the east side of 1-75. Defendant had crossed eight lanes of highway on foot and was scurrying on his hands and knees in waist-high vegetation up an embankment on the east side of 1-75 when Sergeant Gagnon spotted him. Sergeant Gagnon caught and detained defendant after defendant ignored orders to stop.
By this time, defendant was no longer carrying the duffel bag. In response to Sergeant Gagnon’s inquiry about the bag, defendant stated, “it’s down there” — referring to the highway — and added, “I don’t know.” Sergeant Gagnon located a duffel bag on the western embankment of 1-75. Officer Raskin identified it as the one that defendant was carrying during the initial investigatory stop.
Officer Raskin searched the contents of the bag and discovered a notebook and binder which contained numerous pornographic images, some of which appeared to involve children. Based upon his initial search of the contents, he seized the bag for a more detailed investigation. The contents were subsequently examined by officers trained to investigate sexual crimes against children.
Auburn Hills Police Detective Ron Tuski assumed the subsequent investigation of the case. His investigation revealed that defendant had prior convictions for possession of child sexually abusive material and the use of a computer to commit a crime. Detective Tuski then undertook a more detailed search of the contents of the note
book and the binder found in defendant’s duffel bag.
Detective Tuski discovered that the notebook contained, among other pornographic images, two photographs of prepubescent females posing nude with nude adult females. Next to one of the photographs was a sexually graphic, handwritten note. The binder contained, among other items, advertisement images of prepubescent children to which images of adult genitalia and adult breasts had been affixed. Also included in the binder were newspaper articles about attempted and completed child abductions; newspaper photographs of elementary, middle school, and high school children with their names, addresses, and phone numbers written in the margins;
and information and instructions for creating video-DVD images.
Upon completing his investigation, Detective Tuski prepared an affidavit explaining the grounds for probable cause to search defendant’s residence for evidence that defendant possessed or produced child sexually abusive material. A magistrate found probable cause and issued a search warrant. The search warrant was executed at defendant’s residence on May 10, 2007. Evidence seized from that search included child pornography in digital and print form.
A federal grand jury indicted defendant on two counts of possession of child pornography. During pre-trial proceedings, defendant filed two motions to suppress evidence. The first sought suppression of evidence seized from the warrantless search of his duffel bag on May 1, 2007. The second sought suppression of evidence seized from his residence pursuant , to the execution of the search warrant on May Í0, 2007.
After a hearing on the first motion, the United States District Court for the Eastern District of Michigan ruled that the contents of the duffel bag were admissible and denied the motion on May 2, 2008, 2008 WL 1931875. The district court subsequently denied the second motion on August 13, 2008, 2008 WL 3834120, without a hearing.
Defendant appeals both rulings on the ground that the searches and seizures violated his Fourth Amendment rights.
II.
We review the district court’s factual findings for clear error and its application of law
de novo. United States v. Loney,
331 F.3d 516, 520 (6th Cir.2003). In reviewing a district court’s denial of a motion to suppress, we consider the evidence in a light most favorable to the government.
Id.
1.
Motion to Suppress Evidence Seized from Defendant’s Duffel Bag
The Fourth Amendment protects citizens against unreasonable searches and seizures by the government. U.S. Const, amend. IV. However, to assert protection against unreasonable search and seizure under the Fourth Amendment, a defendant must show that he possessed a “legitimate expectation of privacy in the invaded [property].”
Rakas v. Illinois,
439 U.S. 128, 143, 99 S.Ct. 421, 58 L.Ed.2d 387 (1978). A defendant forfeits any legitimate expectation of privacy he might have in a property when he abandons that prop
erty.
Abel v. United States,
362 U.S. 217, 240-41, 80 S.Ct. 683, 4 L.Ed.2d 668 (1960). “[T]he notion of ‘abandonment’ turns upon whether a person can claim a continuing, legitimate expectation of privacy in the item at issue.”
United States v. Robinson,
390 F.3d 853, 873 (6th Cir.2004). Whether a defendant abandoned the invaded property is a question of intent and may be inferred from the defendant’s statements, conduct, and other objective indicia.
United States v. Colbert,
474 F.2d 174, 176 (5th Cir.1973).
In denying defendant’s motion to suppress evidence seized from his duffel bag, the district court determined that his Fourth Amendment rights were not infringed. Although defendant raised no challenge in the proceedings below to the constitutionality of his initial encounter with Officer Raskin (nor does he do so in this appeal), the district court nevertheless first examined the propriety of that encounter and concluded that it passed constitutional muster.
The district court then assessed the legality of the search and seizure of the duffel bag. Relying on two abandonment cases from this circuit,
United States v. Collis,
766 F.2d 219 (6th Cir.1985), and
United States v. Oswald,
783 F.2d 663 (6th Cir.1986), the district court found that defendant’s act of discarding the duffel bag in a public, wooded area next to the highway before he crossed I-75, coupled with his effort to evade police detection, indicated an intent to abandon the bag.
On appeal, defendant concedes that Officer Raskin committed no constitutional violation by approaching him and initiating a discussion. He contends, however, that the search and seizure of his duffel bag was unconstitutional. Defendant’s argument before the district court was framed as a fairly broad assertion: that the police had no basis for seizing and searching his duffel bag. On appeal, he offers more particularized support for this broad assertion. In his view, once the initial encounter terminated, law enforcement officials had no legal grounds to continue investigating him, surveilling his activities, or stopping him a second time.
Stated differently, defendant’s position is that Officer Raskin was required to accept, without question, defendant’s proffered identity and explanation for his presence, at 2:00 a.m., on foot, carrying a duffel bag, in an industrial area of the city that had generated some criminal activity. As the sole basis for this contention, defendant relies on case law which states that giving law enforcement officials a false name is not a criminal offense under Michigan law and that one cannot be compelled to answer a law enforcement officer’s questions.
Defendant was well within his rights to refuse consent to search his duffel bag during the initial stop. After defendant refused consent to search his bag, Officer Raskin made no effort to detain him and the interview ended. However, Officer Raskin was not precluded from conducting follow-up investigation of the name that defendant provided, nor was he required to cease surveillance of defendant’s activities.
Almost immediately after the interview ended, defendant discarded the duffel bag in a wooded area on the west side of Interstate 75, crossed the eight-lane highway, and attempted to evade further contact with the police even when ordered to stop. On these facts, neither the search and seizure of the duffel bag nor the stop of defendant made by Officer Gagnon at Officer Raskin’s behest was constitutionally infirm.
Accordingly, the district court correctly denied the motion to suppress evidence seized from defendant’s duffel bag on May 1, 2007.
2.
Motion to Suppress Evidence Seized from Defendant’s Residence Pursuant to Execution of Search Warrant
The Fourth Amendment requires that a search warrant be supported by an affidavit establishing probable cause and that the affidavit set forth with particularity a description of the place to be searched and the persons or things to be seized. U.S. Const, amend. IV. To establish probable cause, the affidavit must contain “particularized facts demonstrating ‘a fair probability that evidence of a crime will be located on the premises of the proposed
search.’”
United States v. McPhearson,
469 F.3d 518, 524 (6th Cir.2006) (quoting
United States v. Frazier,
423 F.3d 526, 531 (6th Cir.2005)). As we have previously observed, this requires a “ ‘nexus between the place to be searched and the evidence sought.’ ”
United States v. Carpenter,
360 F.3d 591, 594 (6th Cir.2004) (en banc) (quoting
United States v. Van Shutters,
163 F.3d 331, 336-37 (6th Cir.1998)).
On review, issuance of a warrant will be sustained where the issuing “magistrate had a substantial basis for finding that the affidavit established probable cause to believe that the evidence would be found at the place cited.”
United States v. Loggins,
777 F.2d 336, 338 (6th Cir.1985). In issuing a warrant, the magistrate must have “perform[ed] his neutral and detached function and not serve[d] merely as a rubber stamp for the police.”
McPhearson,
469 F.3d at 524 (internal citations and quotation marks omitted). Nevertheless, reviewing courts are to accord great deference to a magistrate’s probable cause determination.
Illinois v. Gates,
462 U.S. 213, 236, 103 S.Ct. 2317, 76 L.Ed.2d 527 (1983).
Here, the district court concluded that the affidavit sworn by Detective Tuski was sufficient to establish probable cause for the search of defendant’s residence and the seizure of the evidence therefrom. On appeal, defendant contends that the affidavit was overly broad in its use of “boilerplate” language and that it failed to relate the term “preferential child molester” to defendant in any way. We agree with the district court.
Detective Tuski’s affidavit provides an extensive array of particularized facts, thereby meeting the dictates of
McPhearson.
First, the affidavit outlines defendant’s prior convictions for possession of child sexually abusive material and use of a computer to commit crime. It explains in detail the underlying circumstances leading to those convictions, some of which circumstances bear striking similarity to this action.
For example, paragraph four of the affidavit explains that as part of the investigation resulting in the prior criminal convictions, defendant was found in possession of several computer disks and a notebook containing newspaper clippings containing images of children, teenagers, and young adults and pornographic images of adult females. Similarly, in paragraphs seven through nine, the affidavit provides a detailed description of the underlying facts leading to defendant’s arrest in this action. The affidavit notes that defendant was apprehended with a notebook containing a collection of numerous pornographic images, including depictions of nude minor females, and a binder containing images of prepubescent children to which images of adult genitalia had been affixed. The affidavit states that some of the materials in the binder, including newspaper articles with attached pornographic images and vulgar written statements, dated back as far as 2002. The binder also contained instructions on how to create a computer video-DVD.
Second, paragraph ten of the affidavit includes a description of the methods and practices used by “preferential molesters” for maintaining then* collections of child pornography. According to the affidavit, the typical pattern of a preferential molester is to keep a collection for years in a neat and orderly manner, storing it in computers, photo albums, binders, dairies, or other similar media and constantly adding to it.
Finally, in paragraph twelve, the affidavit incorporates the information set forth in the previous paragraphs to conclude:
[t]hat due to the above information and investigation, including but not limited to the previous police reports as documented by the Michigan State Police, that there is sufficient evidence learned that Richard LaBelle has a pattern of illicit behavior involving the Possession and/or Production of Child Sexually Abusive Materials.
Given the description of defendant’s prior criminal history involving the possession of child pornography and the use of a computer to commit a crime, the description of the collection of pornography containing images of children found in his duffel bag, the explanation of the patterns and practices used by preferential molesters to maintain their pornographic collections, and the averment by Detective Tuski in paragraph twelve that the facts previously set forth in the affidavit indicate that defendant has a pattern of illicit behavior involving the possession and/or production of child pornography, defendant’s assertion that the affidavit was overly broad or failed to link defendant to the characteristics of a preferential molester lacks merit.
Also lacking merit is defendant’s argument that the affidavit’s failure to label defendant as a “preferential child molester” renders baseless Detective Tuski’s conclusion that defendant was likely to have child pornography in his home. Generating and compiling the contents of the pornographic collection found in defendant’s duffel bag required the use of a computer. In addition, the binder containing child pornographic images also contained instructions for using a computer to create a video-DVD. These facts, in addition to defendant’s previous convictions for possession of child sexually abusive material and use of a computer to commit a crime and the need for a computer to have a fixed base, make it reasonable to conclude that police would find evidence of child pornography in defendant’s residence. Accordingly, the affidavit adequately demonstrates the nexus required between the place to be searched and the evidence sought.
See Carpenter,
360 F.3d at 594.
We affirm the district court’s denial of defendant’s motion to suppress evidence seized from his residence on May 10, 2007.'
III.
The district court’s orders denying defendant’s motions to suppress are affirmed.